From def1594d80c18b0df714ca664e7904e4e7f3dd1b Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 20 Apr 2026 15:39:05 -0600
Subject: [PATCH 01/39] First pass; working through controls_dict. Still need
 to handle measurements.

---
 .../runscript.py                              |   8 +-
 hycon/controllers/__init__.py                 |   1 +
 hycon/controllers/battery_controller.py       |  31 ++---
 hycon/controllers/controller_base.py          |  13 ++-
 .../hybrid_supervisory_controller.py          | 109 ++++++++++++++++++
 hycon/interfaces/hercules_interface.py        |  43 ++-----
 6 files changed, 151 insertions(+), 54 deletions(-)

diff --git a/examples/battery_market_revenue_control/runscript.py b/examples/battery_market_revenue_control/runscript.py
index fd7d356e..82aff72a 100644
--- a/examples/battery_market_revenue_control/runscript.py
+++ b/examples/battery_market_revenue_control/runscript.py
@@ -7,7 +7,7 @@
 )
 from hercules.hercules_model import HerculesModel
 from hercules.utilities_examples import prepare_output_directory
-from hycon.controllers import BatteryPriceSOCController, HybridSupervisoryControllerMultiRef
+from hycon.controllers import BatteryPriceSOCController, HybridSupervisoryControllerGeneric
 from hycon.interfaces import HerculesInterface
 from plot_outputs import plot_outputs
 
@@ -26,10 +26,12 @@
 
 # Establish the interface and controller, assign to the Hercules model
 interface = HerculesInterface(hmodel.h_dict)
-controller = HybridSupervisoryControllerMultiRef(
-    battery_controller=BatteryPriceSOCController(interface=interface, input_dict=hmodel.h_dict),
+controller = HybridSupervisoryControllerGeneric(
     interface=HerculesInterface(hmodel.h_dict),
     input_dict=hmodel.h_dict,
+    component_controllers=[
+        BatteryPriceSOCController(interface=interface, input_dict=hmodel.h_dict, cname="battery")
+    ],
 )
 hmodel.assign_controller(controller)
 
diff --git a/hycon/controllers/__init__.py b/hycon/controllers/__init__.py
index a3b31386..22febbea 100644
--- a/hycon/controllers/__init__.py
+++ b/hycon/controllers/__init__.py
@@ -6,6 +6,7 @@
 from hycon.controllers.hybrid_supervisory_controller import (
     HybridSupervisoryControllerBaseline,
     HybridSupervisoryControllerMultiRef,
+    HybridSupervisoryControllerGeneric,
 )
 from hycon.controllers.hydrogen_plant_controller import HydrogenPlantController
 from hycon.controllers.lookup_based_wake_steering_controller import (
diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 7dec25ae..b38ba04e 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -95,8 +95,8 @@ def soc_clipping(self, soc, reference_power):
         """
         clip_fraction = np.interp(soc, self.clipping_thresholds, [0, 1, 1, 0], left=0, right=0)
 
-        r_charge = clip_fraction * self.plant_parameters["battery"]["charge_rate"]
-        r_discharge = clip_fraction * self.plant_parameters["battery"]["discharge_rate"]
+        r_charge = clip_fraction * self.plant_parameters[self.cname]["charge_rate"]
+        r_discharge = clip_fraction * self.plant_parameters[self.cname]["discharge_rate"]
 
         return np.clip(reference_power, -r_discharge, r_charge)
 
@@ -104,9 +104,9 @@ def compute_controls(self, measurements_dict):
         """
         Main compute_controls method for BatteryController.
         """
-        reference_power = measurements_dict["battery"]["power_reference"]
-        current_power = measurements_dict["battery"]["power"]
-        soc = measurements_dict["battery"]["state_of_charge"]
+        reference_power = measurements_dict[self.cname]["power_reference"]
+        current_power = measurements_dict[self.cname]["power"]
+        soc = measurements_dict[self.cname]["state_of_charge"]
 
         # Apply reference clipping
         reference_power = self.soc_clipping(soc, reference_power)
@@ -129,17 +129,17 @@ class BatteryPassthroughController(ControllerBase):
     Simply passes power reference down to (single) battery.
     """
 
-    def __init__(self, interface, input_dict, verbose=True):
+    def __init__(self, interface, input_dict, cname, verbose=True):
         """
         Instantiate BatteryPassthroughController."
         """
-        super().__init__(interface, verbose)
+        super().__init__(interface, cname, verbose)
 
     def compute_controls(self, measurements_dict):
         """
         Main compute_controls method for BatteryPassthroughController.
         """
-        return {"power_setpoint": measurements_dict["battery"]["power_reference"]}
+        return {"power_setpoint": measurements_dict[self.cname]["power_reference"]}
 
 
 class BatteryPriceSOCController(ControllerBase):
@@ -172,8 +172,8 @@ class BatteryPriceSOCController(ControllerBase):
         used at the Hercules/hybrid_plant level.
     """
 
-    def __init__(self, interface, input_dict, controller_parameters={}, verbose=True):
-        super().__init__(interface, verbose)
+    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
+        super().__init__(interface, cname, verbose)
 
         # Check that parameters are not specified both in input file
         # and in controller_parameters
@@ -187,13 +187,14 @@ def __init__(self, interface, input_dict, controller_parameters={}, verbose=True
             controller_parameters = {**controller_parameters, **input_dict["controller"]}
         self.set_controller_parameters(**controller_parameters)
 
-        self.rated_power_charging = input_dict["battery"]["charge_rate"]
-        self.rated_power_discharging = input_dict["battery"]["discharge_rate"]
+        self.rated_power_charging = input_dict[self.cname]["charge_rate"]
+        self.rated_power_discharging = input_dict[self.cname]["discharge_rate"]
 
         # Save the duration rounded to nearest hour
+        # TODO: WILL NEED TO GET THE NAME!
         self.duration = round(
-            interface.plant_parameters["battery"]["energy_capacity"]
-            / interface.plant_parameters["battery"]["power_capacity"]
+            interface.plant_parameters[self.cname]["energy_capacity"]
+            / interface.plant_parameters[self.cname]["power_capacity"]
         )
 
         # Raise if duration makes this controller implausible
@@ -249,7 +250,7 @@ def compute_controls(self, measurements_dict):
         top_1 = sorted_day_ahead_lmps[-1]
 
         # Access the state of charge and LMP in real-time
-        soc = measurements_dict["battery"]["state_of_charge"]
+        soc = measurements_dict[self.cname]["state_of_charge"]
 
         # Note that the convention is followed where charging is negative power
         # This matches what is in place in the hercules/hybrid_plant level and
diff --git a/hycon/controllers/controller_base.py b/hycon/controllers/controller_base.py
index a2cd6af9..62917691 100644
--- a/hycon/controllers/controller_base.py
+++ b/hycon/controllers/controller_base.py
@@ -2,10 +2,12 @@
 
 
 class ControllerBase(metaclass=ABCMeta):
-    def __init__(self, interface, verbose=True):
+    def __init__(self, interface, cname=None, verbose=True):
         self._s = interface
         self.verbose = verbose
 
+        self.cname = cname
+
         # Initialize measurements and controls to send
         self._measurements_dict = {}
         self._controls_dict = {}
@@ -18,7 +20,7 @@ def _receive_measurements(self, input_dict=None):
 
     def _send_controls(self, input_dict=None):
         self._s.check_controls(self._controls_dict)
-        output_dict = self._s.send_controls(input_dict, **self._controls_dict)
+        output_dict = self._s.send_controls(input_dict, self._controls_dict)
 
         return output_dict
 
@@ -54,12 +56,17 @@ def dt(self, _):
     @property
     def cname(self):
         if hasattr(self, "_cname"):
-            return self._cname
+            if self._cname is None:
+                raise ValueError("cname has been set to None for this controller.")
+            else:
+                return self._cname
         else:
             return ValueError("cname has not been set for this controller.")
 
     @cname.setter
     def cname(self, value):
+        if not isinstance(value, (str, type(None))):
+            raise ValueError("cname must be a string.")
         self._cname = value
 
     @abstractmethod
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 242c3d06..2d8c2432 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -352,3 +352,112 @@ def supervisory_control(self, measurements_dict):
         return wind_reference, solar_reference, battery_reference
 
     # TODO: Need to add it's own compute_controls method that ensures interconnect is satisfied
+
+
+class HybridSupervisoryControllerGeneric(ControllerBase):
+    """
+    HybridSupervisoryControllerGeneric is a supervisory controller for a hyrbid
+    plant with an arbitrary set of components. These components may be heterogeneous
+    or homegeneous (e.g. multiple solar farms), or a mixture (e.g. two solar farms combined with
+    one natural gas plant).
+    """
+    
+    def __init__(
+        self,
+        interface,
+        input_dict,
+        component_controllers=[],
+        component_names=[],
+        curtailment_order=[],
+        verbose=False
+    ):
+        """
+
+        Args:
+            interface: The controller's interface to the plant.
+            input_dict: Dictionary containing any additional information needed to initialize the
+                controller.
+            component_controllers: List of controllers for the individual components in the plant.
+                Must be in the same order as the components are listed in the plant parameters.
+            curtailment_order: List of component names corresponding to the order in which
+                components should be curtailed to satisfy interconnection limits. The first element
+                in the list will be curtailed first.
+            verbose: Whether to print additional information during controller operation.
+        """
+        super().__init__(interface=interface, verbose=verbose)
+
+        # Check valid component_controllers
+        if len(component_controllers) == 0:
+            raise ValueError(
+                "component_controllers cannot be empty. "
+                "At least one component controller must be provided."
+            )
+        else:
+            self.component_controllers = component_controllers
+
+        # Check valid curtailment_order
+        if len(curtailment_order) == 0:
+            # Default is reverse order of component_controllers
+            self.curtailment_order = list(range(len(component_controllers)-1, -1, -1))
+        elif len(curtailment_order) != len(component_controllers):
+            raise ValueError(
+                "curtailment_order must be the same length as component_controllers."
+            )
+        elif (not all([type(c) is int and c >= 0 for c in curtailment_order])):
+            raise ValueError(
+                "All entries in curtailment_order must be non-negative integers corresponding to "
+                "indices of component_controllers."
+            )
+        elif max(curtailment_order) != len(component_controllers)-1 or min(curtailment_order) != 0:
+            raise ValueError(
+                "curtailment_order must contain integers corresponding to indices of "
+                "component_controllers."
+            )
+        elif len(curtailment_order) != len(set(curtailment_order)):
+            raise ValueError(
+                "curtailment_order must not contain duplicate entries."
+            )
+        else:
+            self.curtailment_order = curtailment_order
+
+        # Extract interconnection limit, if specified
+        self.static_interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
+        if (
+            not isinstance(self.plant_parameters["interconnect_limit"], (float, int))
+            or self.plant_parameters["interconnect_limit"] <= 0
+        ):
+            raise ValueError("interconnect_limit must be a positive value.")
+
+    def compute_controls(self, measurements_dict):
+        """
+        Pass necessary information to each component controller, and apply power
+        capping/curtailment. 
+
+        TODO: Add forcing of power reference tracking, as needed.
+        """
+
+        # Get dynamic upper limit
+        interconnect_limit = min(
+            self.static_interconnect_limit,
+            measurements_dict.get("dynamic_interconnect_limit", np.inf)
+        )
+
+        # Initialize overall quantities
+        total_local_power_export = 0.0
+        controls_dict = {}
+    
+        # Loop over curtailment order in reverse to bring in power for each component until we hit
+        # the interconnection limit, then curtail as needed according to the order.
+        for cidx in self.curtailment_order[::-1]:
+            cc = self.component_controllers[cidx]
+
+            # Pass component upper limit (or power reference? Not sure)
+            measurements_dict[cc.cname]["power_limit_upper"] = (
+                interconnect_limit - total_local_power_export
+            )
+            component_controls_dict = cc.compute_controls(measurements_dict)
+            controls_dict[cc.cname] = component_controls_dict
+
+            total_local_power_export += measurements_dict[cc.cname]["power"]
+
+        return controls_dict
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 75b3a589..ac5bfb7a 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -67,20 +67,15 @@ def __init__(self, h_dict):
 
     def check_controls(self, controls_dict):
         available_controls = [
-            "wind_power_setpoints",
-            "solar_power_setpoint",
-            "battery_power_setpoint",
+            "power_setpoint",
+            "power_setpoints",
         ]
 
-        for k in controls_dict.keys():
-            if k not in available_controls:
-                raise ValueError("Setpoint " + k + " is not available in this configuration.")
-            if k == "wind_power_setpoints":
-                if len(controls_dict[k]) != self._n_turbines:
-                    raise ValueError(
-                        "Number of wind power setpoints ({0})".format(len(controls_dict[k]))
-                        + " must match number of turbines ({0}).".format(self._n_turbines)
-                    )
+        # Check valid control keys _for each component_ on the hybrid plant
+        for c in controls_dict.keys():
+            for k in controls_dict[c].keys():
+                if k not in available_controls:
+                    raise ValueError("Setpoint " + k + " is not available in this configuration.")
 
     def get_measurements(self, h_dict):
         time = h_dict["time"]
@@ -175,27 +170,9 @@ def get_measurements(self, h_dict):
     def send_controls(
         self,
         h_dict,
-        wind_power_setpoints=None,
-        solar_power_setpoint=None,
-        battery_power_setpoint=None,
+        controls_dict,
     ):
-        if wind_power_setpoints is None:
-            wind_power_setpoints = [POWER_SETPOINT_DEFAULT] * self._n_turbines
-        if solar_power_setpoint is None:
-            solar_power_setpoint = POWER_SETPOINT_DEFAULT
-        if battery_power_setpoint is None:
-            battery_power_setpoint = 0.0
-
-        if self._has_wind_component:
-            # Set wind power setpoints
-            h_dict["wind_farm"]["turbine_power_setpoints"] = wind_power_setpoints
-
-        if self._has_solar_component:
-            # Set solar power setpoint
-            h_dict["solar_farm"]["power_setpoint"] = solar_power_setpoint
-
-        if self._has_battery_component:
-            # Set battery power setpoint (positive for discharge)
-            h_dict["battery"]["power_setpoint"] = battery_power_setpoint
+        # Overwrite h_dict elements with controls_dict
+        h_dict = h_dict | controls_dict
 
         return h_dict

From 705579b5192ff8e7d193d547b616f8b42cb06bea Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 09:47:55 -0600
Subject: [PATCH 02/39] First-pass on measurements

---
 hycon/interfaces/hercules_interface.py | 123 ++++++++++---------------
 1 file changed, 49 insertions(+), 74 deletions(-)

diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index ac5bfb7a..68552374 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -1,8 +1,20 @@
 import copy
 
-from hycon.controllers.wind_farm_power_tracking_controller import POWER_SETPOINT_DEFAULT
 from hycon.interfaces.interface_base import InterfaceBase
 
+# List of channels that may be present in the hercules component data that the controller needs.
+# Key: Hercules name. Value: Name to use in controller measurements dictionary
+hercules_data_channel_map = {
+    "power" : "power",
+    "soc" : "state_of_charge",
+    "turbine_powers" : "turbine_powers",
+    "turbine_speeds" : "turbine_speeds",
+    "wind_direction_mean" : "wind_direction_mean",
+    "dni" : "direct_normal_irradiance",
+    "aoi" : "angle_of_incidence",
+    "H2_mfr" : "production_rate",
+}
+
 
 class HerculesInterface(InterfaceBase):
     """
@@ -88,83 +100,46 @@ def get_measurements(self, h_dict):
 
         total_power = 0.0
 
-        # Basic wind quantities
-        if self._has_wind_component:
-            measurements["wind_farm"] = {
-                "turbine_powers": h_dict["wind_farm"]["turbine_powers"],
-                "wind_directions": [h_dict["wind_farm"]["wind_direction_mean"]] * self._n_turbines,
-                # TODO: wind_speeds?
-            }
-            total_power += sum(measurements["wind_farm"]["turbine_powers"])
+        # Loop over components in simulation
+        for c in h_dict["component_names"]:
+            component_power = h_dict[c]["power"]
+            total_power += component_power
+            component_measurements = {"power" : component_power}
+            for k, v in hercules_data_channel_map.items():
+                if k in h_dict[c]:
+                    component_measurements[v] = h_dict[c][k]
 
-        # Basic solar quantities
-        if self._has_solar_component:
-            measurements["solar_farm"] = {
-                "power": h_dict["solar_farm"]["power"],
-                "direct_normal_irradiance": h_dict["solar_farm"]["dni"],
-                "angle_of_incidence": h_dict["solar_farm"]["aoi"],
-            }
-            total_power += measurements["solar_farm"]["power"]
-
-        # Basic battery quantities
-        if self._has_battery_component:
-            measurements["battery"] = {
-                "power": h_dict["battery"]["power"],
-                "state_of_charge": h_dict["battery"]["soc"],
-            }
-            total_power += measurements["battery"]["power"]
-
-        # Basic hydrogen quantities
-        if self._has_hydrogen_component:
-            measurements["hydrogen"] = {
-                "production_rate": h_dict["electrolyzer"]["H2_mfr"],
-            }
-
-        # Handle external signals (parse and pass to individual components)
-        if "external_signals" in h_dict:
-            if "plant_power_reference" in h_dict["external_signals"]:
-                measurements["plant_power_reference"] = h_dict["external_signals"][
-                    "plant_power_reference"
-                ]
-
-            if "wind_power_reference" in h_dict["external_signals"] and self._has_wind_component:
-                measurements["wind_farm"]["power_reference"] = h_dict["external_signals"][
-                    "wind_power_reference"
-                ]
-
-            if "solar_power_reference" in h_dict["external_signals"] and self._has_solar_component:
-                measurements["solar_farm"]["power_reference"] = h_dict["external_signals"][
-                    "solar_power_reference"
-                ]
-
-            if self._has_battery_component:
-                if "battery_power_reference" in h_dict["external_signals"]:
-                    measurements["battery"]["power_reference"] = h_dict["external_signals"][
-                        "battery_power_reference"
-                    ]
-
-            if "hydrogen_reference" in h_dict["external_signals"] and self._has_hydrogen_component:
-                measurements["hydrogen"]["power_reference"] = h_dict["external_signals"][
-                    "hydrogen_reference"
-                ]
-
-            # Grid price information (using pre-computed keys for performance)
-            if "lmp_da_00" in h_dict["external_signals"]:
-                measurements["DA_LMP_24hours"] = [
-                    h_dict["external_signals"][k] for k in self._lmp_da_keys
-                ]
-            if "lmp_da" in h_dict["external_signals"]:
-                measurements["DA_LMP"] = h_dict["external_signals"]["lmp_da"]
-            if "lmp_rt" in h_dict["external_signals"]:
-                measurements["RT_LMP"] = h_dict["external_signals"]["lmp_rt"]
-
-            # Special handling for forecast elements
-            for k in h_dict["external_signals"].keys():
-                if "forecast" in k:
-                    measurements["forecast"][k] = h_dict["external_signals"][k]
+            # Assign to main measurements dictionary
+            measurements[c] = component_measurements
 
+        # Record total power
         measurements["total_power"] = total_power
 
+        ## Handle external signals (somewhat hardcoded; can add more as needed)
+        measurements["plant_power_reference"] = h_dict["external_signals"].get(
+            "plant_power_reference", None
+        )
+
+        # TODO: how to pass hydrogen reference to the particular component?
+        # measurements["hydrogen"]["power_reference"] = h_dict["external_signals"].get(
+        #     "hydrogen_reference", 0
+        # )
+
+        # Grid price information (using pre-computed keys for performance)
+        if "lmp_da_00" in h_dict["external_signals"]:
+            measurements["DA_LMP_24hours"] = [
+                h_dict["external_signals"][k] for k in self._lmp_da_keys
+            ]
+        measurements["DA_LMP"] = h_dict["external_signals"].get("lmp_da", None) # TODO: used?
+        measurements["RT_LMP"] = h_dict["external_signals"].get("lmp_rt", None)
+
+        # Special handling for forecast elements
+        for k in h_dict["external_signals"].keys():
+            if "forecast" in k:
+                measurements["forecast"][k] = h_dict["external_signals"][k]
+
+        # TODO: How to prescribe an override signal for one or more components?
+
         return measurements
 
     def send_controls(

From 6cc404993c66db481d26db3da51a1f344cad741d Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 13:14:56 -0600
Subject: [PATCH 03/39] Update various controls for the simple_hybrid_plant
 example

---
 examples/simple_hybrid_plant/plot_outputs.py  |  9 +-
 examples/simple_hybrid_plant/runscript.py     | 26 ++++--
 hycon/controllers/battery_controller.py       |  4 +-
 .../hybrid_supervisory_controller.py          | 37 ++++----
 .../solar_passthrough_controller.py           |  4 +-
 .../wind_farm_power_tracking_controller.py    | 22 +++--
 hycon/interfaces/hercules_interface.py        | 84 +++++++++++--------
 7 files changed, 110 insertions(+), 76 deletions(-)

diff --git a/examples/simple_hybrid_plant/plot_outputs.py b/examples/simple_hybrid_plant/plot_outputs.py
index 2670dbe5..dd6c366e 100644
--- a/examples/simple_hybrid_plant/plot_outputs.py
+++ b/examples/simple_hybrid_plant/plot_outputs.py
@@ -7,13 +7,10 @@ def plot_outputs():
     # Read the Hercules output file using HerculesOutput
     ho = HerculesOutput("outputs/hercules_output.h5")
 
-    # Print metadata information
-    print("Simulation Metadata:")
-    ho.print_metadata()
-    print()
-
     df = ho.df
-    print(df.columns)
+    print("Available columns in the output DataFrame:")
+    for c in df.columns.tolist():
+        print(c)
 
     # Get high-level signals
     power_output = df["plant.power"]
diff --git a/examples/simple_hybrid_plant/runscript.py b/examples/simple_hybrid_plant/runscript.py
index 5d606ccc..a3869b4a 100644
--- a/examples/simple_hybrid_plant/runscript.py
+++ b/examples/simple_hybrid_plant/runscript.py
@@ -3,8 +3,8 @@
 from hercules.utilities import load_hercules_input
 from hercules.utilities_examples import prepare_output_directory
 from hycon.controllers import (
-    BatteryPassthroughController,
-    HybridSupervisoryControllerBaseline,
+    BatteryController,
+    HybridSupervisoryControllerGeneric,
     SolarPassthroughController,
     WindFarmPowerTrackingController,
 )
@@ -33,17 +33,25 @@
 # Establish controllers based on options
 interface = HerculesInterface(hmodel.h_dict)
 print("Setting up controller.")
-wind_controller = WindFarmPowerTrackingController(interface, hmodel.h_dict)
-solar_controller = SolarPassthroughController(interface, hmodel.h_dict) if include_solar else None
+wind_controller = WindFarmPowerTrackingController(interface, hmodel.h_dict, "wind_farm")
+solar_controller = (
+    SolarPassthroughController(interface, hmodel.h_dict, "solar_farm") if include_solar else None
+)
 battery_controller = (
-    BatteryPassthroughController(interface, hmodel.h_dict) if include_battery else None
+    BatteryController(interface, hmodel.h_dict, "battery", {"k_batt":0.1})
+    if include_battery else None
 )
-controller = HybridSupervisoryControllerBaseline(
+component_controllers = [wind_controller]
+if include_solar:
+    component_controllers.append(solar_controller)
+if include_battery:
+    component_controllers.append(battery_controller)
+
+# Set up main supervisory controller
+controller = HybridSupervisoryControllerGeneric(
     interface,
     hmodel.h_dict,
-    wind_controller=wind_controller,
-    solar_controller=solar_controller,
-    battery_controller=battery_controller,
+    component_controllers=component_controllers,
 )
 
 hmodel.assign_controller(controller)
diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index b38ba04e..8cb8043c 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -11,7 +11,7 @@ class BatteryController(ControllerBase):
     changes in power reference, which can lead to degradation.
     """
 
-    def __init__(self, interface, input_dict, controller_parameters={}, verbose=True):
+    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
         """
         Instantiate BatteryController.
 
@@ -24,7 +24,7 @@ def __init__(self, interface, input_dict, controller_parameters={}, verbose=True
                 the latter will take precedence.
             verbose (bool): If True, print debug information.
         """
-        super().__init__(interface, verbose)
+        super().__init__(interface, cname, verbose)
 
         # Extract global parameters
         self.dt = input_dict["dt"]
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 2d8c2432..3d5b705c 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -367,8 +367,7 @@ def __init__(
         interface,
         input_dict,
         component_controllers=[],
-        component_names=[],
-        curtailment_order=[],
+        curtailment_order=None,
         verbose=False
     ):
         """
@@ -396,7 +395,7 @@ def __init__(
             self.component_controllers = component_controllers
 
         # Check valid curtailment_order
-        if len(curtailment_order) == 0:
+        if curtailment_order is None:
             # Default is reverse order of component_controllers
             self.curtailment_order = list(range(len(component_controllers)-1, -1, -1))
         elif len(curtailment_order) != len(component_controllers):
@@ -422,28 +421,31 @@ def __init__(
 
         # Extract interconnection limit, if specified
         self.static_interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
+        if self.static_interconnect_limit == -1:
+            self.static_interconnect_limit = np.inf
         if (
             not isinstance(self.plant_parameters["interconnect_limit"], (float, int))
-            or self.plant_parameters["interconnect_limit"] <= 0
+            or self.plant_parameters["interconnect_limit"] < -1
         ):
-            raise ValueError("interconnect_limit must be a positive value.")
+            raise ValueError(
+                "interconnect_limit must be a positive value (or -1, indicating no limit)."
+            )
 
     def compute_controls(self, measurements_dict):
         """
         Pass necessary information to each component controller, and apply power
         capping/curtailment. 
-
-        TODO: Add forcing of power reference tracking, as needed.
         """
 
-        # Get dynamic upper limit
-        interconnect_limit = min(
+        # Establish dynamic upper limit
+        power_reference_total = min(
             self.static_interconnect_limit,
-            measurements_dict.get("dynamic_interconnect_limit", np.inf)
+            measurements_dict.get("dynamic_interconnect_limit", np.inf),
+            measurements_dict.get("plant_power_reference", np.inf)
         )
 
         # Initialize overall quantities
-        total_local_power_export = 0.0
+        power_export_total = 0.0
         controls_dict = {}
     
         # Loop over curtailment order in reverse to bring in power for each component until we hit
@@ -451,13 +453,16 @@ def compute_controls(self, measurements_dict):
         for cidx in self.curtailment_order[::-1]:
             cc = self.component_controllers[cidx]
 
-            # Pass component upper limit (or power reference? Not sure)
-            measurements_dict[cc.cname]["power_limit_upper"] = (
-                interconnect_limit - total_local_power_export
-            )
+            power_reference_component = power_reference_total - power_export_total
+
+            # Assign power_reference_component the upper limit for the component's power output,
+            # as well as the power reference. Component controllers can then chose which to use.
+            measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component
+            measurements_dict[cc.cname]["power_reference"] = power_reference_component
+            
             component_controls_dict = cc.compute_controls(measurements_dict)
             controls_dict[cc.cname] = component_controls_dict
 
-            total_local_power_export += measurements_dict[cc.cname]["power"]
+            power_export_total += measurements_dict[cc.cname]["power"]
 
         return controls_dict
diff --git a/hycon/controllers/solar_passthrough_controller.py b/hycon/controllers/solar_passthrough_controller.py
index ba053b79..f6e4080f 100644
--- a/hycon/controllers/solar_passthrough_controller.py
+++ b/hycon/controllers/solar_passthrough_controller.py
@@ -6,8 +6,8 @@ class SolarPassthroughController(ControllerBase):
     Simply passes power reference down to (scalar) solar simulator.
     """
 
-    def __init__(self, interface, input_dict, verbose=True):
-        super().__init__(interface, verbose)
+    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
+        super().__init__(interface, cname, verbose)
 
     def compute_controls(self, measurements_dict):
         return {"power_setpoint": measurements_dict["solar_farm"]["power_reference"]}
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index d9043bb4..6e7af072 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -12,11 +12,8 @@ class WindFarmPowerDistributingController(ControllerBase):
     feedback on current power generation.
     """
 
-    def __init__(self, interface, input_dict, ramp_rate_limit=None, verbose=False):
-        super().__init__(interface, verbose=verbose)
-
-        # Pull plant parameters for ease of use
-        self.cname = "wind_farm"
+    def __init__(self, interface, input_dict, cname, ramp_rate_limit=None, verbose=False):
+        super().__init__(interface, cname, verbose=verbose)
 
         if self.cname in self.plant_parameters:
             self.n_turbines = self.plant_parameters[self.cname]["n_turbines"]
@@ -114,7 +111,7 @@ class WindFarmPowerTrackingController(WindFarmPowerDistributingController):
     """
 
     def __init__(
-        self, interface, input_dict, proportional_gain=1, ramp_rate_limit=None, verbose=False
+        self, interface, input_dict, cname, controller_parameters={}, verbose=False
     ):
         """
         Constructor for WindFarmPowerTrackingController.
@@ -126,7 +123,18 @@ def __init__(
             ramp_rate_limit: Ramp rate limit for the controller (kW/s). Defaults to None.
             verbose: Boolean flag for verbosity.
         """
-        super().__init__(interface, input_dict, ramp_rate_limit=ramp_rate_limit, verbose=verbose)
+        # TODO: unpack properly from controller_parameters and input_dict
+        proportional_gain = controller_parameters.get("proportional_gain", 1)
+        ramp_rate_limit = controller_parameters.get("ramp_rate_limit", None)
+
+        # TODO: convert to controller_parameters setup
+        super().__init__(
+            interface,
+            input_dict,
+            cname,
+            ramp_rate_limit=ramp_rate_limit,
+            verbose=verbose
+        )
 
         # Proportional gain
         self.K_p = proportional_gain * 1 / self.n_turbines
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 68552374..e3453ed2 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -15,6 +15,13 @@
     "H2_mfr" : "production_rate",
 }
 
+# List of valid Hercules component types recognized by Hycon
+hercules_wind_types = ["WindFarm"]
+hercules_solar_types = ["SolarPySAMPVWatts"]
+hercules_battery_types = ["BatteryLithiumIon", "BatterySimple"]
+hercules_hydrogen_types = ["ElectrolyzerPlant"]
+hercules_thermal_types = ["HardCoalSteamTurbine", "OpenCycleGasTurbine"]
+
 
 class HerculesInterface(InterfaceBase):
     """
@@ -38,41 +45,41 @@ def __init__(self, h_dict):
             self.plant_parameters = {}
 
         # Determine which components are present in the simulation
-        self._has_wind_component = "wind_farm" in h_dict
-        self._has_solar_component = "solar_farm" in h_dict
-        self._has_battery_component = "battery" in h_dict
-        self._has_hydrogen_component = "electrolyzer" in h_dict
-
-        # Wind farm parameters
-        if self._has_wind_component:
-            self.plant_parameters["wind_farm"] = {
-                "capacity": h_dict["wind_farm"]["capacity"],
-                "n_turbines": h_dict["wind_farm"]["n_turbines"],
-                "turbines": range(h_dict["wind_farm"]["n_turbines"]),
-            }
-            self._n_turbines = self.plant_parameters["wind_farm"]["n_turbines"]
-        else:
-            self._n_turbines = 0
-
-        # Solar farm parameters
-        if self._has_solar_component:
-            self.plant_parameters["solar_farm"] = {"capacity": h_dict["solar_farm"]["capacity"]}
-
-        # Battery parameters
-        if self._has_battery_component:
-            self.plant_parameters["battery"] = {
-                "power_capacity": h_dict["battery"]["size"],
-                "energy_capacity": h_dict["battery"]["energy_capacity"],
-                "charge_rate": h_dict["battery"]["charge_rate"],
-                "discharge_rate": h_dict["battery"]["discharge_rate"],
-                "allow_grid_power_consumption": h_dict["battery"].get(
-                    "allow_grid_power_consumption", False
-                ),
+        self.component_names = h_dict["component_names"]
+        self.component_types = {c: h_dict[c]["component_type"] for c in self.component_names}
+
+        # Extract parameters for various component types
+        for c in self.component_names:
+            c_type = self.component_types[c]
+            if c_type in hercules_wind_types:
+                self.plant_parameters[c] = {
+                    "type": "wind", # needed?
+                    "capacity": h_dict["wind_farm"]["capacity"],
+                    "n_turbines": h_dict["wind_farm"]["n_turbines"],
+                    "turbines": range(h_dict["wind_farm"]["n_turbines"]),
+                }
+            elif c_type in hercules_solar_types:
+                self.plant_parameters[c] = {
+                    "type": "solar",
+                    "capacity": h_dict["solar_farm"]["capacity"]
+                }
+            elif c_type in hercules_battery_types:
+                self.plant_parameters[c] = {
+                    "type": "battery",
+                    "power_capacity": h_dict["battery"]["size"],
+                    "energy_capacity": h_dict["battery"]["energy_capacity"],
+                    "charge_rate": h_dict["battery"]["charge_rate"],
+                    "discharge_rate": h_dict["battery"]["discharge_rate"],
+                    "allow_grid_power_consumption": h_dict["battery"].get(
+                        "allow_grid_power_consumption", False
+                    ),
             }
-
-        # Electrolyzer parameters (placeholder for future electrolyzer parameters)
-        if self._has_hydrogen_component:
-            self.plant_parameters["hydrogen"] = {}
+            elif c_type in hercules_hydrogen_types:
+                self.plant_parameters[c] = {"type": "hydrogen"}
+            elif c_type in hercules_thermal_types:
+                self.plant_parameters[c] = {"type": "thermal"}
+            else:
+                raise ValueError("Component type " + type + " not recognized by Hycon.")
 
         # Pre-compute LMP keys to avoid string formatting in get_measurements
         self._lmp_da_keys = tuple(f"lmp_da_{h:02d}" for h in range(24))
@@ -139,6 +146,7 @@ def get_measurements(self, h_dict):
                 measurements["forecast"][k] = h_dict["external_signals"][k]
 
         # TODO: How to prescribe an override signal for one or more components?
+        
 
         return measurements
 
@@ -147,6 +155,14 @@ def send_controls(
         h_dict,
         controls_dict,
     ):
+        # Translate controls_dict as needed
+        for c in self.component_names:
+            c_type = self.component_types[c]
+            if c_type in hercules_wind_types:
+                controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop(
+                    "power_setpoints"
+                )
+
         # Overwrite h_dict elements with controls_dict
         h_dict = h_dict | controls_dict
 

From cf5b2d725aac8f0ab9be6f75d60355d8e38a1205 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 13:17:13 -0600
Subject: [PATCH 04/39] Formatting

---
 examples/simple_hybrid_plant/runscript.py     |  4 +--
 hycon/controllers/__init__.py                 |  2 +-
 .../hybrid_supervisory_controller.py          | 33 ++++++++-----------
 .../wind_farm_power_tracking_controller.py    | 10 ++----
 hycon/interfaces/hercules_interface.py        | 27 ++++++++-------
 5 files changed, 31 insertions(+), 45 deletions(-)

diff --git a/examples/simple_hybrid_plant/runscript.py b/examples/simple_hybrid_plant/runscript.py
index a3869b4a..1fdf8a80 100644
--- a/examples/simple_hybrid_plant/runscript.py
+++ b/examples/simple_hybrid_plant/runscript.py
@@ -38,8 +38,8 @@
     SolarPassthroughController(interface, hmodel.h_dict, "solar_farm") if include_solar else None
 )
 battery_controller = (
-    BatteryController(interface, hmodel.h_dict, "battery", {"k_batt":0.1})
-    if include_battery else None
+    BatteryController(interface, hmodel.h_dict, "battery", {"k_batt": 0.1}) if include_battery
+    else None
 )
 component_controllers = [wind_controller]
 if include_solar:
diff --git a/hycon/controllers/__init__.py b/hycon/controllers/__init__.py
index 22febbea..0854712d 100644
--- a/hycon/controllers/__init__.py
+++ b/hycon/controllers/__init__.py
@@ -5,8 +5,8 @@
 )
 from hycon.controllers.hybrid_supervisory_controller import (
     HybridSupervisoryControllerBaseline,
-    HybridSupervisoryControllerMultiRef,
     HybridSupervisoryControllerGeneric,
+    HybridSupervisoryControllerMultiRef,
 )
 from hycon.controllers.hydrogen_plant_controller import HydrogenPlantController
 from hycon.controllers.lookup_based_wake_steering_controller import (
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 3d5b705c..f0275efb 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -361,14 +361,9 @@ class HybridSupervisoryControllerGeneric(ControllerBase):
     or homegeneous (e.g. multiple solar farms), or a mixture (e.g. two solar farms combined with
     one natural gas plant).
     """
-    
+
     def __init__(
-        self,
-        interface,
-        input_dict,
-        component_controllers=[],
-        curtailment_order=None,
-        verbose=False
+        self, interface, input_dict, component_controllers=[], curtailment_order=None, verbose=False
     ):
         """
 
@@ -397,25 +392,23 @@ def __init__(
         # Check valid curtailment_order
         if curtailment_order is None:
             # Default is reverse order of component_controllers
-            self.curtailment_order = list(range(len(component_controllers)-1, -1, -1))
+            self.curtailment_order = list(range(len(component_controllers) - 1, -1, -1))
         elif len(curtailment_order) != len(component_controllers):
-            raise ValueError(
-                "curtailment_order must be the same length as component_controllers."
-            )
-        elif (not all([type(c) is int and c >= 0 for c in curtailment_order])):
+            raise ValueError("curtailment_order must be the same length as component_controllers.")
+        elif not all([type(c) is int and c >= 0 for c in curtailment_order]):
             raise ValueError(
                 "All entries in curtailment_order must be non-negative integers corresponding to "
                 "indices of component_controllers."
             )
-        elif max(curtailment_order) != len(component_controllers)-1 or min(curtailment_order) != 0:
+        elif (
+            max(curtailment_order) != len(component_controllers) - 1 or min(curtailment_order) != 0
+        ):
             raise ValueError(
                 "curtailment_order must contain integers corresponding to indices of "
                 "component_controllers."
             )
         elif len(curtailment_order) != len(set(curtailment_order)):
-            raise ValueError(
-                "curtailment_order must not contain duplicate entries."
-            )
+            raise ValueError("curtailment_order must not contain duplicate entries.")
         else:
             self.curtailment_order = curtailment_order
 
@@ -434,20 +427,20 @@ def __init__(
     def compute_controls(self, measurements_dict):
         """
         Pass necessary information to each component controller, and apply power
-        capping/curtailment. 
+        capping/curtailment.
         """
 
         # Establish dynamic upper limit
         power_reference_total = min(
             self.static_interconnect_limit,
             measurements_dict.get("dynamic_interconnect_limit", np.inf),
-            measurements_dict.get("plant_power_reference", np.inf)
+            measurements_dict.get("plant_power_reference", np.inf),
         )
 
         # Initialize overall quantities
         power_export_total = 0.0
         controls_dict = {}
-    
+
         # Loop over curtailment order in reverse to bring in power for each component until we hit
         # the interconnection limit, then curtail as needed according to the order.
         for cidx in self.curtailment_order[::-1]:
@@ -459,7 +452,7 @@ def compute_controls(self, measurements_dict):
             # as well as the power reference. Component controllers can then chose which to use.
             measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component
             measurements_dict[cc.cname]["power_reference"] = power_reference_component
-            
+
             component_controls_dict = cc.compute_controls(measurements_dict)
             controls_dict[cc.cname] = component_controls_dict
 
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index 6e7af072..1e2c0fde 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -110,9 +110,7 @@ class WindFarmPowerTrackingController(WindFarmPowerDistributingController):
     Inherits from WindFarmPowerDistributingController.
     """
 
-    def __init__(
-        self, interface, input_dict, cname, controller_parameters={}, verbose=False
-    ):
+    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=False):
         """
         Constructor for WindFarmPowerTrackingController.
 
@@ -129,11 +127,7 @@ def __init__(
 
         # TODO: convert to controller_parameters setup
         super().__init__(
-            interface,
-            input_dict,
-            cname,
-            ramp_rate_limit=ramp_rate_limit,
-            verbose=verbose
+            interface, input_dict, cname, ramp_rate_limit=ramp_rate_limit, verbose=verbose
         )
 
         # Proportional gain
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index e3453ed2..8d67b338 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -5,14 +5,14 @@
 # List of channels that may be present in the hercules component data that the controller needs.
 # Key: Hercules name. Value: Name to use in controller measurements dictionary
 hercules_data_channel_map = {
-    "power" : "power",
-    "soc" : "state_of_charge",
-    "turbine_powers" : "turbine_powers",
-    "turbine_speeds" : "turbine_speeds",
-    "wind_direction_mean" : "wind_direction_mean",
-    "dni" : "direct_normal_irradiance",
-    "aoi" : "angle_of_incidence",
-    "H2_mfr" : "production_rate",
+    "power": "power",
+    "soc": "state_of_charge",
+    "turbine_powers": "turbine_powers",
+    "turbine_speeds": "turbine_speeds",
+    "wind_direction_mean": "wind_direction_mean",
+    "dni": "direct_normal_irradiance",
+    "aoi": "angle_of_incidence",
+    "H2_mfr": "production_rate",
 }
 
 # List of valid Hercules component types recognized by Hycon
@@ -53,7 +53,7 @@ def __init__(self, h_dict):
             c_type = self.component_types[c]
             if c_type in hercules_wind_types:
                 self.plant_parameters[c] = {
-                    "type": "wind", # needed?
+                    "type": "wind",  # needed?
                     "capacity": h_dict["wind_farm"]["capacity"],
                     "n_turbines": h_dict["wind_farm"]["n_turbines"],
                     "turbines": range(h_dict["wind_farm"]["n_turbines"]),
@@ -61,7 +61,7 @@ def __init__(self, h_dict):
             elif c_type in hercules_solar_types:
                 self.plant_parameters[c] = {
                     "type": "solar",
-                    "capacity": h_dict["solar_farm"]["capacity"]
+                    "capacity": h_dict["solar_farm"]["capacity"],
                 }
             elif c_type in hercules_battery_types:
                 self.plant_parameters[c] = {
@@ -73,7 +73,7 @@ def __init__(self, h_dict):
                     "allow_grid_power_consumption": h_dict["battery"].get(
                         "allow_grid_power_consumption", False
                     ),
-            }
+                }
             elif c_type in hercules_hydrogen_types:
                 self.plant_parameters[c] = {"type": "hydrogen"}
             elif c_type in hercules_thermal_types:
@@ -111,7 +111,7 @@ def get_measurements(self, h_dict):
         for c in h_dict["component_names"]:
             component_power = h_dict[c]["power"]
             total_power += component_power
-            component_measurements = {"power" : component_power}
+            component_measurements = {"power": component_power}
             for k, v in hercules_data_channel_map.items():
                 if k in h_dict[c]:
                     component_measurements[v] = h_dict[c][k]
@@ -137,7 +137,7 @@ def get_measurements(self, h_dict):
             measurements["DA_LMP_24hours"] = [
                 h_dict["external_signals"][k] for k in self._lmp_da_keys
             ]
-        measurements["DA_LMP"] = h_dict["external_signals"].get("lmp_da", None) # TODO: used?
+        measurements["DA_LMP"] = h_dict["external_signals"].get("lmp_da", None)  # TODO: used?
         measurements["RT_LMP"] = h_dict["external_signals"].get("lmp_rt", None)
 
         # Special handling for forecast elements
@@ -146,7 +146,6 @@ def get_measurements(self, h_dict):
                 measurements["forecast"][k] = h_dict["external_signals"][k]
 
         # TODO: How to prescribe an override signal for one or more components?
-        
 
         return measurements
 

From dd8f36479a62c6d20cee18fe8c5d5e755fccb119 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 13:22:19 -0600
Subject: [PATCH 05/39] Battery control comparison example updated

---
 .../battery_control_comparison/hercules_input.yaml    |  2 +-
 examples/battery_control_comparison/runscript.py      | 11 ++++++-----
 examples/simple_hybrid_plant/runscript.py             |  3 ++-
 3 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/examples/battery_control_comparison/hercules_input.yaml b/examples/battery_control_comparison/hercules_input.yaml
index 1b258b11..9f0733e0 100644
--- a/examples/battery_control_comparison/hercules_input.yaml
+++ b/examples/battery_control_comparison/hercules_input.yaml
@@ -35,4 +35,4 @@ battery:
 external_data:
   external_data_file: power_reference.csv
   log_channels:
-    - battery_power_reference
\ No newline at end of file
+    - plant_power_reference
\ No newline at end of file
diff --git a/examples/battery_control_comparison/runscript.py b/examples/battery_control_comparison/runscript.py
index e98d4a16..46df115c 100644
--- a/examples/battery_control_comparison/runscript.py
+++ b/examples/battery_control_comparison/runscript.py
@@ -5,7 +5,7 @@
 from hercules.hercules_model import HerculesModel
 from hercules.utilities import load_hercules_input
 from hercules.utilities_examples import prepare_output_directory
-from hycon.controllers import BatteryController, HybridSupervisoryControllerMultiRef
+from hycon.controllers import BatteryController, HybridSupervisoryControllerGeneric
 from hycon.interfaces import HerculesInterface
 
 prepare_output_directory()
@@ -18,7 +18,7 @@
 df = df.rename(columns={"interval_start_utc": "time_utc"}).drop(columns=["market", "lmp"])
 # Create reference that steps up and down each five minutes
 reference_input_sequence = np.tile(np.array([20000, 0]), int(len(df) / 2))
-df["battery_power_reference"] = reference_input_sequence
+df["plant_power_reference"] = reference_input_sequence
 # Add end of step info
 df["time_utc"] = pd.to_datetime(df["time_utc"])
 df_2 = df.copy(deep=True)
@@ -39,10 +39,11 @@ def simulate(soc_0, clipping_thresholds, gain):
     battery_controller = BatteryController(
         interface=interface,
         input_dict=hmodel.h_dict,
+        cname="battery",
         controller_parameters={"k_batt": gain, "clipping_thresholds": clipping_thresholds},
     )
-    controller = HybridSupervisoryControllerMultiRef(
-        battery_controller=battery_controller, interface=interface, input_dict=hmodel.h_dict
+    controller = HybridSupervisoryControllerGeneric(
+        interface=interface, input_dict=hmodel.h_dict, component_controllers=[battery_controller]
     )
 
     hmodel.assign_controller(controller)
@@ -55,7 +56,7 @@ def simulate(soc_0, clipping_thresholds, gain):
     power_sequence = df_out["battery.power"].to_numpy()
     soc_sequence = df_out["battery.soc"].to_numpy()
     time = df_out["time"].to_numpy()
-    reference_sequence = df_out["external_signals.battery_power_reference"].to_numpy()
+    reference_sequence = df_out["external_signals.plant_power_reference"].to_numpy()
 
     return time, power_sequence, soc_sequence, reference_sequence
 
diff --git a/examples/simple_hybrid_plant/runscript.py b/examples/simple_hybrid_plant/runscript.py
index 1fdf8a80..ae616ac5 100644
--- a/examples/simple_hybrid_plant/runscript.py
+++ b/examples/simple_hybrid_plant/runscript.py
@@ -38,7 +38,8 @@
     SolarPassthroughController(interface, hmodel.h_dict, "solar_farm") if include_solar else None
 )
 battery_controller = (
-    BatteryController(interface, hmodel.h_dict, "battery", {"k_batt": 0.1}) if include_battery
+    BatteryController(interface, hmodel.h_dict, "battery", {"k_batt": 0.1})
+    if include_battery
     else None
 )
 component_controllers = [wind_controller]

From 1fa6d4df5ddb22d270e8c02dedebbc245799cd1f Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 13:29:31 -0600
Subject: [PATCH 06/39] Handle None power reference

---
 hycon/controllers/hybrid_supervisory_controller.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index f0275efb..009f33d3 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -431,10 +431,11 @@ def compute_controls(self, measurements_dict):
         """
 
         # Establish dynamic upper limit
+        provided_power_reference = measurements_dict["plant_power_reference"]
         power_reference_total = min(
             self.static_interconnect_limit,
             measurements_dict.get("dynamic_interconnect_limit", np.inf),
-            measurements_dict.get("plant_power_reference", np.inf),
+            provided_power_reference if provided_power_reference is not None else np.inf
         )
 
         # Initialize overall quantities

From f96926753509afa7b32df52f0421a3f0a5b89dce Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 14:57:11 -0600
Subject: [PATCH 07/39] Add battery charging logic with power reference

---
 .../hercules_input.yaml                       |  2 +-
 .../plot_outputs.py                           |  4 +--
 .../runscript.py                              | 20 +++++++------
 hycon/controllers/battery_controller.py       |  3 --
 .../hybrid_supervisory_controller.py          | 29 ++++++++++++++++---
 hycon/interfaces/hercules_interface.py        | 27 ++++++++++-------
 6 files changed, 55 insertions(+), 30 deletions(-)

diff --git a/examples/single_turbine_flexible_interconnect/hercules_input.yaml b/examples/single_turbine_flexible_interconnect/hercules_input.yaml
index 04142390..bb230e11 100644
--- a/examples/single_turbine_flexible_interconnect/hercules_input.yaml
+++ b/examples/single_turbine_flexible_interconnect/hercules_input.yaml
@@ -13,7 +13,7 @@ verbose: False
 plant: 
   interconnect_limit: 15000
 
-wind_farm:
+distributed_wind:
   component_type: WindFarm
   wake_method: precomputed
   floris_input_file: floris_input.yaml
diff --git a/examples/single_turbine_flexible_interconnect/plot_outputs.py b/examples/single_turbine_flexible_interconnect/plot_outputs.py
index 7697b2a4..8b0db1d6 100644
--- a/examples/single_turbine_flexible_interconnect/plot_outputs.py
+++ b/examples/single_turbine_flexible_interconnect/plot_outputs.py
@@ -20,10 +20,10 @@ def plot_outputs():
 
     print(df_batt["battery.power"].head())
 
-    pow_col = "wind_farm.turbine_powers.000"
+    pow_col = "distributed_wind.turbine_powers.000"
     ref_col = "external_signals.plant_power_reference"
     batt_col = "battery.power"
-    ws_col = "wind_farm.wind_speeds_withwakes.000"
+    ws_col = "distributed_wind.wind_speeds_withwakes.000"
 
     # Create plots
     fig, ax = plt.subplots(3, 1, sharex=True)
diff --git a/examples/single_turbine_flexible_interconnect/runscript.py b/examples/single_turbine_flexible_interconnect/runscript.py
index d725978a..a419fced 100644
--- a/examples/single_turbine_flexible_interconnect/runscript.py
+++ b/examples/single_turbine_flexible_interconnect/runscript.py
@@ -5,8 +5,7 @@
 from hercules.utilities_examples import prepare_output_directory
 from hycon.controllers import (
     BatteryController,
-    HybridSupervisoryControllerBaseline,
-    HybridSupervisoryControllerMultiRef,
+    HybridSupervisoryControllerGeneric,
     WindFarmPowerTrackingController,
 )
 from hycon.interfaces import HerculesInterface
@@ -63,10 +62,12 @@
 
 hmodel = HerculesModel(h_dict)
 interface = HerculesInterface(hmodel.h_dict)
-controller = HybridSupervisoryControllerMultiRef(
-    wind_controller=WindFarmPowerTrackingController(interface, hmodel.h_dict),
+wind_controller = WindFarmPowerTrackingController(interface, hmodel.h_dict, "distributed_wind")
+controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
+    cname="supervisory_controller",
+    component_controllers=[wind_controller]
 )
 hmodel.assign_controller(controller)
 
@@ -81,10 +82,11 @@
 
 hmodel = HerculesModel(h_dict)
 interface = HerculesInterface(hmodel.h_dict)
-controller = HybridSupervisoryControllerBaseline(
-    wind_controller=WindFarmPowerTrackingController(interface, hmodel.h_dict),
+controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
+    cname="supervisory_controller",
+    component_controllers=[wind_controller]
 )
 hmodel.assign_controller(controller)
 
@@ -97,11 +99,11 @@
 h_dict["output_file"] = "outputs/hercules_output_with_battery.h5"
 hmodel = HerculesModel(h_dict)
 interface = HerculesInterface(hmodel.h_dict)
-controller = HybridSupervisoryControllerBaseline(
-    wind_controller=WindFarmPowerTrackingController(interface, hmodel.h_dict),
-    battery_controller=BatteryController(interface, hmodel.h_dict),
+controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
+    cname="supervisory_controller",
+    component_controllers=[wind_controller, BatteryController(interface, hmodel.h_dict, "battery")],
 )
 hmodel.assign_controller(controller)
 
diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 8cb8043c..698499b0 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -26,9 +26,6 @@ def __init__(self, interface, input_dict, cname, controller_parameters={}, verbo
         """
         super().__init__(interface, cname, verbose)
 
-        # Extract global parameters
-        self.dt = input_dict["dt"]
-
         # Check that parameters are not specified both in input file
         # and in controller_parameters
         if "controller" in input_dict:
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 009f33d3..8d6433ed 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -363,7 +363,13 @@ class HybridSupervisoryControllerGeneric(ControllerBase):
     """
 
     def __init__(
-        self, interface, input_dict, component_controllers=[], curtailment_order=None, verbose=False
+        self,
+        interface,
+        input_dict,
+        cname="supervisor",
+        component_controllers=[],
+        curtailment_order=None,
+        verbose=False,
     ):
         """
 
@@ -378,7 +384,7 @@ def __init__(
                 in the list will be curtailed first.
             verbose: Whether to print additional information during controller operation.
         """
-        super().__init__(interface=interface, verbose=verbose)
+        super().__init__(interface=interface, cname=cname, verbose=verbose)
 
         # Check valid component_controllers
         if len(component_controllers) == 0:
@@ -430,13 +436,25 @@ def compute_controls(self, measurements_dict):
         capping/curtailment.
         """
 
+        # Compute available storage for charging
+        total_available_storage_for_charging = 0.0
+        for cc in self.component_controllers:
+            if cc.plant_parameters[cc.cname]["component_category"] == "storage" and not np.isclose(
+                measurements_dict[cc.cname]["state_of_charge"],
+                cc.plant_parameters[cc.cname].get("state_of_charge_max", 1.0),
+                atol=1e-2,  # Within 1% of max SOC, assume storage is fully charged
+            ):
+                # TODO: Check if the controller _wants_ to charge
+                total_available_storage_for_charging += cc.plant_parameters[cc.cname]["charge_rate"]
+
         # Establish dynamic upper limit
         provided_power_reference = measurements_dict["plant_power_reference"]
         power_reference_total = min(
             self.static_interconnect_limit,
             measurements_dict.get("dynamic_interconnect_limit", np.inf),
-            provided_power_reference if provided_power_reference is not None else np.inf
+            provided_power_reference if provided_power_reference is not None else np.inf,
         )
+        power_reference_with_storage = power_reference_total + total_available_storage_for_charging
 
         # Initialize overall quantities
         power_export_total = 0.0
@@ -447,7 +465,10 @@ def compute_controls(self, measurements_dict):
         for cidx in self.curtailment_order[::-1]:
             cc = self.component_controllers[cidx]
 
-            power_reference_component = power_reference_total - power_export_total
+            if cc.plant_parameters[cc.cname]["component_category"] == "generator":
+                power_reference_component = power_reference_with_storage - power_export_total
+            elif cc.plant_parameters[cc.cname]["component_category"] == "storage":
+                power_reference_component = power_reference_total - power_export_total
 
             # Assign power_reference_component the upper limit for the component's power output,
             # as well as the power reference. Component controllers can then chose which to use.
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 8d67b338..d05466c6 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -54,30 +54,35 @@ def __init__(self, h_dict):
             if c_type in hercules_wind_types:
                 self.plant_parameters[c] = {
                     "type": "wind",  # needed?
-                    "capacity": h_dict["wind_farm"]["capacity"],
-                    "n_turbines": h_dict["wind_farm"]["n_turbines"],
-                    "turbines": range(h_dict["wind_farm"]["n_turbines"]),
+                    "component_category": "generator",
+                    "capacity": h_dict[c]["capacity"],
+                    "n_turbines": h_dict[c]["n_turbines"],
+                    "turbines": range(h_dict[c]["n_turbines"]),
                 }
             elif c_type in hercules_solar_types:
                 self.plant_parameters[c] = {
                     "type": "solar",
-                    "capacity": h_dict["solar_farm"]["capacity"],
+                    "component_category": "generator",
+                    "capacity": h_dict[c]["capacity"],
                 }
             elif c_type in hercules_battery_types:
                 self.plant_parameters[c] = {
                     "type": "battery",
-                    "power_capacity": h_dict["battery"]["size"],
-                    "energy_capacity": h_dict["battery"]["energy_capacity"],
-                    "charge_rate": h_dict["battery"]["charge_rate"],
-                    "discharge_rate": h_dict["battery"]["discharge_rate"],
-                    "allow_grid_power_consumption": h_dict["battery"].get(
+                    "component_category": "storage",
+                    "power_capacity": h_dict[c]["size"],
+                    "energy_capacity": h_dict[c]["energy_capacity"],
+                    "charge_rate": h_dict[c]["charge_rate"],
+                    "discharge_rate": h_dict[c]["discharge_rate"],
+                    "allow_grid_power_consumption": h_dict[c].get(
                         "allow_grid_power_consumption", False
                     ),
+                    "state_of_charge_max": h_dict[c].get("max_SOC", 1.0),
+                    "state_of_charge_min": h_dict[c].get("min_SOC", 0.0),
                 }
             elif c_type in hercules_hydrogen_types:
-                self.plant_parameters[c] = {"type": "hydrogen"}
+                self.plant_parameters[c] = {"type": "hydrogen", "component_category": "load"}
             elif c_type in hercules_thermal_types:
-                self.plant_parameters[c] = {"type": "thermal"}
+                self.plant_parameters[c] = {"type": "thermal", "component_category": "generator"}
             else:
                 raise ValueError("Component type " + type + " not recognized by Hycon.")
 

From a1aaf730afb3bc0b27279a15986bae84e2e28e49 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 14:57:37 -0600
Subject: [PATCH 08/39] Minor formatting fix

---
 examples/single_turbine_flexible_interconnect/runscript.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/single_turbine_flexible_interconnect/runscript.py b/examples/single_turbine_flexible_interconnect/runscript.py
index a419fced..9412e88a 100644
--- a/examples/single_turbine_flexible_interconnect/runscript.py
+++ b/examples/single_turbine_flexible_interconnect/runscript.py
@@ -67,7 +67,7 @@
     interface=interface,
     input_dict=hmodel.h_dict,
     cname="supervisory_controller",
-    component_controllers=[wind_controller]
+    component_controllers=[wind_controller],
 )
 hmodel.assign_controller(controller)
 
@@ -86,7 +86,7 @@
     interface=interface,
     input_dict=hmodel.h_dict,
     cname="supervisory_controller",
-    component_controllers=[wind_controller]
+    component_controllers=[wind_controller],
 )
 hmodel.assign_controller(controller)
 

From c439839a0d4a048d609d599479b76730c33f9ecd Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 15:57:45 -0600
Subject: [PATCH 09/39] Progress on tests; not complete

---
 .../hybrid_supervisory_controller.py          | 12 +--
 .../lookup_based_wake_steering_controller.py  |  3 +-
 hycon/interfaces/hercules_v1_interface.py     | 31 +++---
 tests/battery_test.py                         |  6 +-
 tests/conftest.py                             |  9 ++
 tests/controller_library_test.py              | 98 ++++++++++++-------
 tests/hercules_v1_interfaces_test.py          | 19 ++--
 7 files changed, 105 insertions(+), 73 deletions(-)

diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 8d6433ed..00ca1e5a 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -19,8 +19,6 @@ def __init__(
     ):
         super().__init__(interface=interface, verbose=verbose)
 
-        self.dt = input_dict["dt"]  # Won't be needed here, but generally good to have
-
         # Assign the individual asset controllers
         self.wind_controller = wind_controller
         self.solar_controller = solar_controller
@@ -49,15 +47,15 @@ def compute_controls(self, measurements_dict):
         if self._has_wind_controller:
             measurements_dict["wind_farm"]["power_reference"] = wind_reference
             wind_controls_dict = self.wind_controller.compute_controls(measurements_dict)
-            controls_dict["wind_power_setpoints"] = wind_controls_dict["power_setpoints"]
+            controls_dict["wind_farm"] = {"power_setpoints": wind_controls_dict["power_setpoints"]}
         if self._has_solar_controller:
             measurements_dict["solar_farm"]["power_reference"] = solar_reference
             solar_controls_dict = self.solar_controller.compute_controls(measurements_dict)
-            controls_dict["solar_power_setpoint"] = solar_controls_dict["power_setpoint"]
+            controls_dict["solar_farm"] = {"power_setpoint": solar_controls_dict["power_setpoint"]}
         if self._has_battery_controller:
             measurements_dict["battery"]["power_reference"] = battery_reference
             battery_controls_dict = self.battery_controller.compute_controls(measurements_dict)
-            controls_dict["battery_power_setpoint"] = battery_controls_dict["power_setpoint"]
+            controls_dict["battery"] = {"power_setpoint": battery_controls_dict["power_setpoint"]}
 
         return controls_dict
 
@@ -356,9 +354,9 @@ def supervisory_control(self, measurements_dict):
 
 class HybridSupervisoryControllerGeneric(ControllerBase):
     """
-    HybridSupervisoryControllerGeneric is a supervisory controller for a hyrbid
+    HybridSupervisoryControllerGeneric is a supervisory controller for a hybrid
     plant with an arbitrary set of components. These components may be heterogeneous
-    or homegeneous (e.g. multiple solar farms), or a mixture (e.g. two solar farms combined with
+    or homogeneous (e.g. multiple solar farms), or a mixture (e.g. two solar farms combined with
     one natural gas plant).
     """
 
diff --git a/hycon/controllers/lookup_based_wake_steering_controller.py b/hycon/controllers/lookup_based_wake_steering_controller.py
index 16663f9c..b5cdb535 100644
--- a/hycon/controllers/lookup_based_wake_steering_controller.py
+++ b/hycon/controllers/lookup_based_wake_steering_controller.py
@@ -14,6 +14,7 @@ def __init__(
         self,
         interface: InterfaceBase,
         input_dict: dict,
+        cname: str,
         df_yaw: pd.DataFrame | None = None,
         hysteresis_dict: dict | None = None,
         verbose: bool = False,
@@ -31,7 +32,7 @@ def __init__(
                 Defaults to None.
             verbose (bool): Verbosity flag.
         """
-        super().__init__(interface, verbose=verbose)
+        super().__init__(interface, cname, verbose=verbose)
 
         # Pull plant parameters for ease of use
         self.n_turbines = self.plant_parameters["n_turbines"]
diff --git a/hycon/interfaces/hercules_v1_interface.py b/hycon/interfaces/hercules_v1_interface.py
index 17ab6924..122e0d4a 100644
--- a/hycon/interfaces/hercules_v1_interface.py
+++ b/hycon/interfaces/hercules_v1_interface.py
@@ -64,11 +64,11 @@ def check_controls(self, controls_dict):
                     "Length of setpoint " + k + " does not match the number of turbines."
                 )
 
-    def send_controls(self, hercules_dict, yaw_angles=None, power_setpoints=None):
-        if yaw_angles is None:
-            yaw_angles = [-1000] * self.n_turbines
-        if power_setpoints is None:
-            power_setpoints = [POWER_SETPOINT_DEFAULT] * self.n_turbines
+    def send_controls(self, hercules_dict, controls_dict):
+        yaw_angles = controls_dict.get("yaw_angles", [-1000] * self.n_turbines)
+        power_setpoints = controls_dict.get(
+            "power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
+        )
 
         hercules_dict["hercules_comms"]["amr_wind"][self.wf_name]["turbine_yaw_angles"] = yaw_angles
         hercules_dict["hercules_comms"]["amr_wind"][self.wf_name]["turbine_power_setpoints"] = (
@@ -218,16 +218,13 @@ def check_controls(self, controls_dict):
     def send_controls(
         self,
         hercules_dict,
-        wind_power_setpoints=None,
-        solar_power_setpoint=None,
-        battery_power_setpoint=None,
+        controls_dict,
     ):
-        if wind_power_setpoints is None:
-            wind_power_setpoints = [POWER_SETPOINT_DEFAULT] * self.n_turbines
-        if solar_power_setpoint is None:
-            solar_power_setpoint = POWER_SETPOINT_DEFAULT
-        if battery_power_setpoint is None:
-            battery_power_setpoint = 0.0
+        wind_power_setpoints = controls_dict.get(
+            "wind_power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
+        )
+        solar_power_setpoint = controls_dict.get("solar_power_setpoint", POWER_SETPOINT_DEFAULT)
+        battery_power_setpoint = controls_dict.get("battery_power_setpoint", 0.0)
 
         hercules_dict["hercules_comms"]["amr_wind"][self.wind_name]["turbine_power_setpoints"] = (
             wind_power_setpoints
@@ -293,8 +290,10 @@ def check_controls(self, controls_dict):
             if k not in available_controls:
                 raise ValueError("Setpoint " + k + " is not available in this configuration.")
 
-    def send_controls(self, hercules_dict, power_setpoint=0):
-        hercules_dict["py_sims"]["inputs"].update({"battery_signal": -power_setpoint})
+    def send_controls(self, hercules_dict, controls_dict):
+        hercules_dict["py_sims"]["inputs"].update(
+            {"battery_signal": -controls_dict.get("power_setpoint", 0.0)}
+        )
 
         return hercules_dict
 
diff --git a/tests/battery_test.py b/tests/battery_test.py
index 511cf385..92ad6288 100644
--- a/tests/battery_test.py
+++ b/tests/battery_test.py
@@ -8,7 +8,7 @@ def test_BatteryPriceSOCController_init(test_hercules_dict):
     test_interface = HerculesInterface(test_hercules_dict)
 
     # Initialize controller
-    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict)
+    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict, "battery")
 
     # Check that the controller is initialized correctly
     assert test_controller.rated_power_charging == test_hercules_dict["battery"]["charge_rate"]
@@ -23,7 +23,7 @@ def test_BatteryPriceSOCController_compute_controls(test_hercules_dict):
     test_interface = HerculesInterface(test_hercules_dict)
 
     # Initialize controller
-    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict)
+    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict, "battery")
 
     # For testing, overwrite the high_soc and low_soc
     test_controller.high_soc = 0.8
@@ -83,7 +83,7 @@ def test_BatteryPriceSOCController_compute_controls_2_hour_duration(test_hercule
     test_interface = HerculesInterface(test_hercules_dict)
 
     # Initialize controller
-    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict)
+    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict, "battery")
 
     # For testing, overwrite the high_soc and low_soc
     test_controller.high_soc = 0.8
diff --git a/tests/conftest.py b/tests/conftest.py
index 13d8d109..60ccb967 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -57,12 +57,16 @@ def test_hercules_dict():
             "wind_direction_mean": 271.0,
             "turbine_powers": [4000.0, 4001.0],
             "wind_speed": 10.0,
+            "component_type": "WindFarm",
+            "component_category": "generator",
         },
         "solar_farm": {
             "capacity": 1000.0,
             "power": 1000.0,  # kW
             "dni": 1000.0,
             "aoi": 30.0,
+            "component_type": "SolarPySAMPVWatts",
+            "component_category": "generator",
         },
         "battery": {
             "size": 10.0e3,
@@ -71,9 +75,13 @@ def test_hercules_dict():
             "soc": 0.3,
             "charge_rate": 20e3,
             "discharge_rate": 15e3,
+            "component_type": "BatterySimple",
+            "component_category": "storage",
         },
         "electrolyzer": {
             "H2_mfr": 0.03,
+            "component_type": "ElectrolyzerPlant",
+            "component_category": "load",
         },
         "external_signals": {
             "wind_power_reference": 1000.0,
@@ -85,6 +93,7 @@ def test_hercules_dict():
             "ws_median_0": 8.1,
             "hydrogen_reference": 0.02,
         },
+        "component_names": ["wind_farm", "solar_farm", "battery", "electrolyzer"],
     }
 
 
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 7376ad90..1d91bc17 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -26,13 +26,13 @@ def test_controller_instantiation(test_interface_standin, test_hercules_v1_dict)
     each implement the required methods specified by ControllerBase.
     """
     _ = LookupBasedWakeSteeringController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict
+        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
     _ = WindFarmPowerDistributingController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict
+        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
     _ = WindFarmPowerTrackingController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict
+        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
     _ = HybridSupervisoryControllerBaseline(
         interface=test_interface_standin,
@@ -40,18 +40,20 @@ def test_controller_instantiation(test_interface_standin, test_hercules_v1_dict)
         wind_controller=1,  # Override error raised for empty controllers
     )
     _ = SolarPassthroughController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict
+        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="solar_farm"
     )
     _ = BatteryPassthroughController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict
+        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="battery"
+    )
+    _ = BatteryController(
+        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="battery"
     )
-    _ = BatteryController(interface=test_interface_standin, input_dict=test_hercules_v1_dict)
 
 
 def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface_hercules_ad):
     # No lookup table passed; simply passes through wind direction to yaw angles
     test_controller = LookupBasedWakeSteeringController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict
+        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
 
     # Check that the controller can be stepped
@@ -77,7 +79,10 @@ def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface
         }
     )
     test_controller = LookupBasedWakeSteeringController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, df_yaw=df_opt_test
+        interface=test_interface_hercules_ad,
+        input_dict=test_hercules_v1_dict,
+        cname="wind_farm",
+        df_yaw=df_opt_test
     )
 
     test_hercules_v1_dict["time"] = 20
@@ -93,7 +98,7 @@ def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface
 
 def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interface_hercules_ad):
     test_controller = WindFarmPowerDistributingController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict
+        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
 
     # Default behavior when no power reference is given
@@ -118,7 +123,10 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
 
     # Test that ramp rate limits are applied
     test_controller = WindFarmPowerDistributingController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, ramp_rate_limit=200
+        interface=test_interface_hercules_ad,
+        input_dict=test_hercules_v1_dict,
+        cname="wind_farm",
+        ramp_rate_limit=200
     )
     test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
     test_controller.step(input_dict=test_hercules_v1_dict)  # To initialize previous power setpoints
@@ -139,7 +147,7 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
 
 def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_hercules_ad):
     test_controller = WindFarmPowerTrackingController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict
+        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
 
     # Test no change to power setpoints if producing desired power
@@ -175,7 +183,10 @@ def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_h
 
     # Test that more aggressive control leads to faster response
     test_controller = WindFarmPowerTrackingController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, proportional_gain=2
+        interface=test_interface_hercules_ad,
+        input_dict=test_hercules_v1_dict,
+        cname="wind_farm",
+        controller_parameters={"proportional_gain": 2},
     )
     test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [600, 600]
     test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
@@ -190,13 +201,13 @@ def test_HybridSupervisoryControllerBaseline(
 ):
     # Establish lower controllers
     wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
     )
     solar_controller = SolarPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
     )
     battery_controller = BatteryPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
     )
 
     test_controller = HybridSupervisoryControllerBaseline(
@@ -247,13 +258,13 @@ def test_HybridSupervisoryControllerBaseline_subsets(
 
     # Establish lower controllers
     wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
     )
     solar_controller = SolarPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
     )
     battery_controller = BatteryPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
     )
 
     ## First, try with wind and solar only
@@ -422,9 +433,11 @@ def test_HybridSupervisoryControllerMultiRef(test_hercules_dict, test_interface_
     test_interface.plant_parameters["interconnect_limit"] = 10000.0
 
     # Establish lower controllers
-    wind_controller = WindFarmPowerTrackingController(test_interface, test_hercules_dict)
-    solar_controller = SolarPassthroughController(test_interface, test_hercules_dict)
-    battery_controller = BatteryPassthroughController(test_interface, test_hercules_dict)
+    wind_controller = WindFarmPowerTrackingController(
+        test_interface, test_hercules_dict, "wind_farm"
+    )
+    solar_controller = SolarPassthroughController(test_interface, test_hercules_dict, "solar_farm")
+    battery_controller = BatteryPassthroughController(test_interface, test_hercules_dict, "battery")
 
     test_controller = HybridSupervisoryControllerMultiRef(
         interface=test_interface,
@@ -439,7 +452,9 @@ def test_HybridSupervisoryControllerMultiRef(test_hercules_dict, test_interface_
 
     # Simply test the supervisory_control method, for the time being
     test_hercules_dict["wind_farm"]["turbine_powers"] = wind_current
+    test_hercules_dict["wind_farm"]["power"] = sum(wind_current)
     test_hercules_dict["solar_farm"]["power"] = solar_current
+    test_hercules_dict["electrolyzer"]["power"] = 0.0
     test_controller.prev_solar_power = solar_current  # To override filtering
     test_controller.prev_wind_power = sum(wind_current)  # To override filtering
     test_controller.step(test_hercules_dict)  # Run the controller once to update measurements
@@ -461,7 +476,7 @@ def test_HybridSupervisoryControllerMultiRef(test_hercules_dict, test_interface_
 
 def test_BatteryPassthroughController(test_hercules_v1_dict, test_interface_hercules_hybrid_ad):
     test_controller = BatteryPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
     )
 
     power_ref = 1000
@@ -472,7 +487,7 @@ def test_BatteryPassthroughController(test_hercules_v1_dict, test_interface_herc
 
 def test_SolarPassthroughController(test_hercules_v1_dict, test_interface_hercules_hybrid_ad):
     test_controller = SolarPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
     )
 
     power_ref = 1000
@@ -483,7 +498,9 @@ def test_SolarPassthroughController(test_hercules_v1_dict, test_interface_hercul
 
 def test_BatteryController(test_hercules_v1_dict):
     test_interface = HerculesBatteryInterface(test_hercules_v1_dict)
-    test_controller = BatteryController(test_interface, test_hercules_v1_dict, {"k_batt": 0.1})
+    test_controller = BatteryController(
+        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.1}
+    )
 
     # Test when starting with 0 power output
     power_ref = 1000
@@ -494,13 +511,17 @@ def test_BatteryController(test_hercules_v1_dict):
     assert 0 < out_0 < power_ref
 
     # Test that increasing the gain increases the control response
-    test_controller = BatteryController(test_interface, test_hercules_v1_dict, {"k_batt": 0.5})
+    test_controller = BatteryController(
+        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.5}
+    )
     test_controller.step(test_hercules_v1_dict)
     out_1 = test_controller._controls_dict["power_setpoint"]
     assert out_0 < out_1 < power_ref
 
     # Decreasing the gain slows the response
-    test_controller = BatteryController(test_interface, test_hercules_v1_dict, {"k_batt": 0.01})
+    test_controller = BatteryController(
+        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.01}
+    )
     test_controller.step(test_hercules_v1_dict)
     out_2 = test_controller._controls_dict["power_setpoint"]
     assert 0 < out_2 < out_0
@@ -508,7 +529,9 @@ def test_BatteryController(test_hercules_v1_dict):
     # More complex test for smoothing capabilities (mid-low gain)
     power_refs_in = np.tile(np.array([1000.0, -1000.0]), 5)
     power_refs_out = np.zeros_like(power_refs_in)
-    test_controller = BatteryController(test_interface, test_hercules_v1_dict, {"k_batt": 0.1})
+    test_controller = BatteryController(
+        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.1}
+    )
 
     battery_power = 0
     for i, pr_in in enumerate(power_refs_in):
@@ -531,19 +554,28 @@ def test_BatteryController(test_hercules_v1_dict):
     test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"] = {"power": 0, "soc": 0.3}
     test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
     test_controller_0 = BatteryController(
-        test_interface, test_hercules_v1_dict, {"clipping_thresholds": clipping_threshold_0}
+        test_interface,
+        test_hercules_v1_dict,
+        "battery",
+        {"clipping_thresholds": clipping_threshold_0}
     )
     test_controller_0.step(test_hercules_v1_dict)
     out_0 = test_controller_0._controls_dict["power_setpoint"]
 
     test_controller_1 = BatteryController(
-        test_interface, test_hercules_v1_dict, {"clipping_thresholds": clipping_threshold_1}
+        test_interface,
+        test_hercules_v1_dict,
+        "battery",
+        {"clipping_thresholds": clipping_threshold_1}
     )
     test_controller_1.step(test_hercules_v1_dict)
     out_1 = test_controller_1._controls_dict["power_setpoint"]
 
     test_controller_2 = BatteryController(
-        test_interface, test_hercules_v1_dict, {"clipping_thresholds": clipping_threshold_2}
+        test_interface,
+        test_hercules_v1_dict,
+        "battery",
+        {"clipping_thresholds": clipping_threshold_2}
     )
     test_controller_2.step(test_hercules_v1_dict)
     out_2 = test_controller_2._controls_dict["power_setpoint"]
@@ -584,7 +616,7 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
     """
     ## Test with only wind providing generation
     wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
     )
 
     test_controller = HydrogenPlantController(
@@ -633,10 +665,10 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
         input_dict=test_hercules_v1_dict,
         wind_controller=wind_controller,
         solar_controller=SolarPassthroughController(
-            test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+            test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
         ),
         battery_controller=BatteryPassthroughController(
-            test_interface_hercules_hybrid_ad, test_hercules_v1_dict
+            test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
         ),
     )
 
diff --git a/tests/hercules_v1_interfaces_test.py b/tests/hercules_v1_interfaces_test.py
index b6b644e7..a26d5dee 100644
--- a/tests/hercules_v1_interfaces_test.py
+++ b/tests/hercules_v1_interfaces_test.py
@@ -65,19 +65,13 @@ def test_HerculesADInterface(test_hercules_v1_dict):
 
     # test send_controls()
     test_hercules_dict_out = interface.send_controls(
-        hercules_dict=test_hercules_v1_dict, **controls_dict
+        hercules_dict=test_hercules_v1_dict, controls_dict=controls_dict
     )
     assert (
         controls_dict["yaw_angles"]
         == test_hercules_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_yaw_angles"]
     )
 
-    with pytest.raises(TypeError):  # Bad kwarg
-        interface.send_controls(test_hercules_v1_dict, **bad_controls_dict1)
-    with pytest.raises(TypeError):  # Bad kwarg
-        interface.send_controls(test_hercules_v1_dict, **bad_controls_dict2)
-    # bad_controls_dict3 would pass, but faile the check_controls step.
-
     # test that both wind_power_reference and plant_power_reference work, and that
     # wind_power_reference takes precedence
     test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 500.0
@@ -154,7 +148,7 @@ def test_HerculesHybridADInterface(test_hercules_v1_dict):
 
     # Test send_controls()
     test_hercules_dict_out = interface.send_controls(
-        hercules_dict=test_hercules_v1_dict, **controls_dict
+        hercules_dict=test_hercules_v1_dict, controls_dict=controls_dict
     )
 
     assert (
@@ -178,9 +172,6 @@ def test_HerculesHybridADInterface(test_hercules_v1_dict):
         == test_hercules_v1_dict["py_sims"]["test_hydrogen"]["outputs"]["H2_mfr"]
     )
 
-    with pytest.raises(TypeError):  # Bad kwarg
-        interface.send_controls(test_hercules_v1_dict, **bad_controls_dict)
-
 
 def test_HerculesBatteryInterface(test_hercules_v1_dict):
     interface = HerculesV1BatteryInterface(hercules_dict=test_hercules_v1_dict)
@@ -225,12 +216,14 @@ def test_HerculesBatteryInterface(test_hercules_v1_dict):
 
     # Test send_controls()
     test_hercules_dict_out = interface.send_controls(
-        hercules_dict=test_hercules_v1_dict, **controls_dict
+        hercules_dict=test_hercules_v1_dict, controls_dict=controls_dict
     )
     assert (
         test_hercules_dict_out["py_sims"]["inputs"]["battery_signal"]
         == -controls_dict["power_setpoint"]
     )
     # defaults to zero
-    test_hercules_dict_out = interface.send_controls(hercules_dict=test_hercules_v1_dict)
+    test_hercules_dict_out = interface.send_controls(
+        hercules_dict=test_hercules_v1_dict, controls_dict={}
+    )
     assert test_hercules_dict_out["py_sims"]["inputs"]["battery_signal"] == 0

From 792a7e534b95696925dad384e40d3b1637dfa5c7 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 21 Apr 2026 15:58:22 -0600
Subject: [PATCH 10/39] Formatting

---
 tests/controller_library_test.py | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 1d91bc17..40b5b89f 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -82,7 +82,7 @@ def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface
         interface=test_interface_hercules_ad,
         input_dict=test_hercules_v1_dict,
         cname="wind_farm",
-        df_yaw=df_opt_test
+        df_yaw=df_opt_test,
     )
 
     test_hercules_v1_dict["time"] = 20
@@ -126,7 +126,7 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
         interface=test_interface_hercules_ad,
         input_dict=test_hercules_v1_dict,
         cname="wind_farm",
-        ramp_rate_limit=200
+        ramp_rate_limit=200,
     )
     test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
     test_controller.step(input_dict=test_hercules_v1_dict)  # To initialize previous power setpoints
@@ -557,7 +557,7 @@ def test_BatteryController(test_hercules_v1_dict):
         test_interface,
         test_hercules_v1_dict,
         "battery",
-        {"clipping_thresholds": clipping_threshold_0}
+        {"clipping_thresholds": clipping_threshold_0},
     )
     test_controller_0.step(test_hercules_v1_dict)
     out_0 = test_controller_0._controls_dict["power_setpoint"]
@@ -566,7 +566,7 @@ def test_BatteryController(test_hercules_v1_dict):
         test_interface,
         test_hercules_v1_dict,
         "battery",
-        {"clipping_thresholds": clipping_threshold_1}
+        {"clipping_thresholds": clipping_threshold_1},
     )
     test_controller_1.step(test_hercules_v1_dict)
     out_1 = test_controller_1._controls_dict["power_setpoint"]
@@ -575,7 +575,7 @@ def test_BatteryController(test_hercules_v1_dict):
         test_interface,
         test_hercules_v1_dict,
         "battery",
-        {"clipping_thresholds": clipping_threshold_2}
+        {"clipping_thresholds": clipping_threshold_2},
     )
     test_controller_2.step(test_hercules_v1_dict)
     out_2 = test_controller_2._controls_dict["power_setpoint"]

From 0e6075aa3fbc56fef82f0ea111947b5c5b850995 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Wed, 22 Apr 2026 11:39:15 -0600
Subject: [PATCH 11/39] Further improvements in tests etc

---
 hycon/interfaces/hercules_interface.py    |  8 +++++
 hycon/interfaces/hercules_v1_interface.py | 18 +++++------
 tests/conftest.py                         |  2 ++
 tests/hercules_interface_test.py          | 38 +++++++++++------------
 4 files changed, 36 insertions(+), 30 deletions(-)

diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index d05466c6..e75be24a 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -137,6 +137,13 @@ def get_measurements(self, h_dict):
         #     "hydrogen_reference", 0
         # )
 
+        # Special handling for wind directions
+        for c in h_dict["component_names"]:
+            if self.component_types[c] in hercules_wind_types:
+                measurements[c]["wind_directions"] = [
+                    h_dict[c]["wind_direction_mean"]
+                ] * self.plant_parameters[c]["n_turbines"]
+
         # Grid price information (using pre-computed keys for performance)
         if "lmp_da_00" in h_dict["external_signals"]:
             measurements["DA_LMP_24hours"] = [
@@ -159,6 +166,7 @@ def send_controls(
         h_dict,
         controls_dict,
     ):
+        controls_dict = copy.deepcopy(controls_dict)
         # Translate controls_dict as needed
         for c in self.component_names:
             c_type = self.component_types[c]
diff --git a/hycon/interfaces/hercules_v1_interface.py b/hycon/interfaces/hercules_v1_interface.py
index 122e0d4a..21c624bf 100644
--- a/hycon/interfaces/hercules_v1_interface.py
+++ b/hycon/interfaces/hercules_v1_interface.py
@@ -201,19 +201,15 @@ def get_measurements(self, hercules_dict):
 
     def check_controls(self, controls_dict):
         available_controls = [
-            "wind_power_setpoints",
-            "solar_power_setpoint",
-            "battery_power_setpoint",
+            "power_setpoint",
+            "power_setpoints",
+            "yaw_angles",
         ]
 
-        for k in controls_dict.keys():
-            if k not in available_controls:
-                raise ValueError("Setpoint " + k + " is not available in this configuration.")
-            if k == "wind_power_setpoints":
-                if len(controls_dict[k]) != self.n_turbines:
-                    raise ValueError(
-                        "Number of wind power setpoints must match number of turbines."
-                    )
+        for c in controls_dict.keys():
+            for k in controls_dict[c].keys():
+                if k not in available_controls:
+                    raise ValueError("Setpoint " + k + " is not available in this configuration.")
 
     def send_controls(
         self,
diff --git a/tests/conftest.py b/tests/conftest.py
index 60ccb967..33f82c54 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -56,6 +56,7 @@ def test_hercules_dict():
             "capacity": 10000.0,
             "wind_direction_mean": 271.0,
             "turbine_powers": [4000.0, 4001.0],
+            "power": 8001.0,
             "wind_speed": 10.0,
             "component_type": "WindFarm",
             "component_category": "generator",
@@ -82,6 +83,7 @@ def test_hercules_dict():
             "H2_mfr": 0.03,
             "component_type": "ElectrolyzerPlant",
             "component_category": "load",
+            "power": 500.0,
         },
         "external_signals": {
             "wind_power_reference": 1000.0,
diff --git a/tests/hercules_interface_test.py b/tests/hercules_interface_test.py
index 738b12bb..b15dd378 100644
--- a/tests/hercules_interface_test.py
+++ b/tests/hercules_interface_test.py
@@ -41,24 +41,24 @@ def test_HerculesInterface_windonly(test_hercules_dict):
     assert measurements["forecast"] == test_forecast
 
     # Test check_controls()
-    controls_dict = {"wind_power_setpoints": [2000.0, 3000.0]}
-    bad_controls_dict1 = {
-        "wind_power_setpoints": [2000.0, 3000.0],
-        "unavailable_control": [0.0, 0.0],
+    controls_dict = {"wind_farm": {"power_setpoints": [2000.0, 3000.0]}}
+    # Invalid key
+    bad_controls_dict1 = {"wind_farm":
+        {
+            "wind_power_setpoints": [2000.0, 3000.0],
+            "unavailable_control": [0.0, 0.0],
+        }
     }
-    bad_controls_dict2 = {"wind_power_setpoints": [2000.0, 3000.0, 0.0]}  # Wrong number of turbines
 
     interface.check_controls(controls_dict)
 
     with pytest.raises(ValueError):
         interface.check_controls(bad_controls_dict1)
-    with pytest.raises(ValueError):
-        interface.check_controls(bad_controls_dict2)
 
     # test send_controls()
-    test_hercules_dict_out = interface.send_controls(h_dict=test_hercules_dict, **controls_dict)
+    test_hercules_dict_out = interface.send_controls(test_hercules_dict, controls_dict)
     assert (
-        controls_dict["wind_power_setpoints"]
+        controls_dict["wind_farm"]["power_setpoints"]
         == test_hercules_dict_out["wind_farm"]["turbine_power_setpoints"]
     )
 
@@ -108,15 +108,15 @@ def test_HerculesInterface_hybrid(test_hercules_dict):
 
     # Test check_controls()
     controls_dict = {
-        "wind_power_setpoints": [2000.0, 3000.0],
-        "solar_power_setpoint": 500.0,
-        "battery_power_setpoint": -1000.0,
+        "wind_farm": {"power_setpoints": [2000.0, 3000.0]},
+        "solar_farm": {"power_setpoint": 500.0},
+        "battery": {"power_setpoint": -1000.0},
         # "hydrogen_power_setpoint": 0.02,
     }
     bad_controls_dict1 = {
-        "wind_power_setpoints": [2000.0, 3000.0],
-        "solar_power_setpoint": 500.0,
-        "unavailable_control": [0.0, 0.0],
+        "wind_farm":{"power_setpoints": [2000.0, 3000.0]},
+        "solar_farm":{"power_setpoint": 500.0},
+        "battery":{"unavailable_control": [0.0, 0.0]},
     }
 
     # Should run through without error
@@ -126,17 +126,17 @@ def test_HerculesInterface_hybrid(test_hercules_dict):
         interface.check_controls(bad_controls_dict1)
 
     # Test send_controls()
-    test_hercules_dict_out = interface.send_controls(h_dict=test_hercules_dict, **controls_dict)
+    test_hercules_dict_out = interface.send_controls(test_hercules_dict, controls_dict)
     assert (
-        controls_dict["wind_power_setpoints"]
+        controls_dict["wind_farm"]["power_setpoints"]
         == test_hercules_dict_out["wind_farm"]["turbine_power_setpoints"]
     )
     assert (
-        controls_dict["solar_power_setpoint"]
+        controls_dict["solar_farm"]["power_setpoint"]
         == test_hercules_dict_out["solar_farm"]["power_setpoint"]
     )
     assert (
-        controls_dict["battery_power_setpoint"]
+        controls_dict["battery"]["power_setpoint"]
         == test_hercules_dict_out["battery"]["power_setpoint"]
     )
 

From f04013df6dacefb79db46a55007ce874da5430dc Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Thu, 23 Apr 2026 07:40:32 -0600
Subject: [PATCH 12/39] control_dict includes cname

---
 .../wind_farm_power_tracking/plot_outputs.py  |  2 +-
 .../wind_farm_power_tracking/runscript.py     | 24 +++--
 .../wind_power_reference.csv                  |  2 +-
 hycon/controllers/battery_controller.py       |  6 +-
 .../hybrid_supervisory_controller.py          | 12 +--
 .../lookup_based_wake_steering_controller.py  |  2 +-
 .../solar_passthrough_controller.py           |  2 +-
 .../wind_farm_power_tracking_controller.py    | 12 +--
 hycon/interfaces/hercules_v1_interface.py     | 59 +++++++------
 tests/battery_test.py                         | 20 ++---
 tests/controller_library_test.py              | 88 +++++++++++++------
 tests/hercules_v1_interfaces_test.py          | 48 +++++-----
 12 files changed, 150 insertions(+), 127 deletions(-)

diff --git a/examples/wind_farm_power_tracking/plot_outputs.py b/examples/wind_farm_power_tracking/plot_outputs.py
index 8b5314be..7115dce8 100644
--- a/examples/wind_farm_power_tracking/plot_outputs.py
+++ b/examples/wind_farm_power_tracking/plot_outputs.py
@@ -12,7 +12,7 @@ def plot_outputs():
 
     n_turbines = 2
     pow_cols = ["wind_farm.turbine_powers.{0:03d}".format(t) for t in range(n_turbines)]
-    ref_col = "external_signals.wind_power_reference"
+    ref_col = "external_signals.plant_power_reference"
     mod_ref_cols = [
         "wind_farm.turbine_power_setpoints.{0:03d}".format(t) for t in range(n_turbines)
     ]
diff --git a/examples/wind_farm_power_tracking/runscript.py b/examples/wind_farm_power_tracking/runscript.py
index 1e21a0ea..16bd476f 100644
--- a/examples/wind_farm_power_tracking/runscript.py
+++ b/examples/wind_farm_power_tracking/runscript.py
@@ -3,7 +3,7 @@
 from hercules.utilities import load_hercules_input
 from hercules.utilities_examples import prepare_output_directory
 from hycon.controllers import (
-    HybridSupervisoryControllerMultiRef,
+    HybridSupervisoryControllerGeneric,
     WindFarmPowerDistributingController,
     WindFarmPowerTrackingController,
 )
@@ -24,12 +24,15 @@
 interface = HerculesInterface(hmodel.h_dict)
 
 print("Running open-loop controller...")
-controller = HybridSupervisoryControllerMultiRef(
-    wind_controller=WindFarmPowerDistributingController(
-        interface, hmodel.h_dict, ramp_rate_limit=ramp_rate_limit
-    ),
+controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
+    component_controllers=[WindFarmPowerDistributingController(
+        interface,
+        hmodel.h_dict,
+        "wind_farm",
+        ramp_rate_limit
+    )],
 )
 hmodel.assign_controller(controller)
 
@@ -45,12 +48,15 @@
 interface = HerculesInterface(hmodel.h_dict)
 
 print("Running closed-loop controller...")
-controller = HybridSupervisoryControllerMultiRef(
-    wind_controller=WindFarmPowerTrackingController(
-        interface, hmodel.h_dict, ramp_rate_limit=ramp_rate_limit
-    ),
+controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
+    component_controllers=[WindFarmPowerTrackingController(
+        interface,
+        hmodel.h_dict,
+        "wind_farm",
+        controller_parameters={"ramp_rate_limit": ramp_rate_limit}
+    )],
 )
 hmodel.assign_controller(controller)
 
diff --git a/examples/wind_farm_power_tracking/wind_power_reference.csv b/examples/wind_farm_power_tracking/wind_power_reference.csv
index e017e3f6..d409d42f 100644
--- a/examples/wind_farm_power_tracking/wind_power_reference.csv
+++ b/examples/wind_farm_power_tracking/wind_power_reference.csv
@@ -1,4 +1,4 @@
-time_utc,wind_power_reference
+time_utc,plant_power_reference
 2018-05-10T12:31:00.00Z,4000.0
 2018-05-10T12:31:10.00Z,4000.0
 2018-05-10T12:31:20.00Z,3000.0
diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 698499b0..8bfd8f1d 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -116,7 +116,7 @@ def compute_controls(self, measurements_dict):
         # Update controller internal state
         self.x = self.a * self.x + self.b * e
 
-        controls_dict = {"power_setpoint": current_power + u}
+        controls_dict = {self.cname: {"power_setpoint": current_power + u}}
 
         return controls_dict
 
@@ -136,7 +136,7 @@ def compute_controls(self, measurements_dict):
         """
         Main compute_controls method for BatteryPassthroughController.
         """
-        return {"power_setpoint": measurements_dict[self.cname]["power_reference"]}
+        return {self.cname: {"power_setpoint": measurements_dict[self.cname]["power_reference"]}}
 
 
 class BatteryPriceSOCController(ControllerBase):
@@ -263,4 +263,4 @@ def compute_controls(self, measurements_dict):
         else:
             power_setpoint = 0.0
 
-        return {"power_setpoint": power_setpoint}
+        return {self.cname: {"power_setpoint": power_setpoint}}
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 00ca1e5a..ff556045 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -46,16 +46,13 @@ def compute_controls(self, measurements_dict):
         controls_dict = {}
         if self._has_wind_controller:
             measurements_dict["wind_farm"]["power_reference"] = wind_reference
-            wind_controls_dict = self.wind_controller.compute_controls(measurements_dict)
-            controls_dict["wind_farm"] = {"power_setpoints": wind_controls_dict["power_setpoints"]}
+            controls_dict.update(self.wind_controller.compute_controls(measurements_dict))
         if self._has_solar_controller:
             measurements_dict["solar_farm"]["power_reference"] = solar_reference
-            solar_controls_dict = self.solar_controller.compute_controls(measurements_dict)
-            controls_dict["solar_farm"] = {"power_setpoint": solar_controls_dict["power_setpoint"]}
+            controls_dict.update(self.solar_controller.compute_controls(measurements_dict))
         if self._has_battery_controller:
             measurements_dict["battery"]["power_reference"] = battery_reference
-            battery_controls_dict = self.battery_controller.compute_controls(measurements_dict)
-            controls_dict["battery"] = {"power_setpoint": battery_controls_dict["power_setpoint"]}
+            controls_dict.update(self.battery_controller.compute_controls(measurements_dict))
 
         return controls_dict
 
@@ -473,8 +470,7 @@ def compute_controls(self, measurements_dict):
             measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component
             measurements_dict[cc.cname]["power_reference"] = power_reference_component
 
-            component_controls_dict = cc.compute_controls(measurements_dict)
-            controls_dict[cc.cname] = component_controls_dict
+            controls_dict.update(cc.compute_controls(measurements_dict))
 
             power_export_total += measurements_dict[cc.cname]["power"]
 
diff --git a/hycon/controllers/lookup_based_wake_steering_controller.py b/hycon/controllers/lookup_based_wake_steering_controller.py
index b5cdb535..c4a3667c 100644
--- a/hycon/controllers/lookup_based_wake_steering_controller.py
+++ b/hycon/controllers/lookup_based_wake_steering_controller.py
@@ -113,4 +113,4 @@ def wake_steering_angles(self, wind_directions):
 
         self.controls_dict = {"yaw_angles": yaw_setpoint}
 
-        return {"yaw_angles": yaw_setpoint}
+        return {self.cname: {"yaw_angles": yaw_setpoint}}
diff --git a/hycon/controllers/solar_passthrough_controller.py b/hycon/controllers/solar_passthrough_controller.py
index f6e4080f..0c542ef0 100644
--- a/hycon/controllers/solar_passthrough_controller.py
+++ b/hycon/controllers/solar_passthrough_controller.py
@@ -10,4 +10,4 @@ def __init__(self, interface, input_dict, cname, controller_parameters={}, verbo
         super().__init__(interface, cname, verbose)
 
     def compute_controls(self, measurements_dict):
-        return {"power_setpoint": measurements_dict["solar_farm"]["power_reference"]}
+        return {self.cname: {"power_setpoint": measurements_dict["solar_farm"]["power_reference"]}}
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index 1e2c0fde..acfc6769 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -80,11 +80,7 @@ def turbine_power_references(
         # Apply ramp rate limit
         turbine_power_setpoints = self.apply_ramp_rate_limit(turbine_power_setpoints)
 
-        controls_dict = {
-            "power_setpoints": turbine_power_setpoints.tolist(),
-        }
-
-        return controls_dict
+        return {self.cname: {"power_setpoints": turbine_power_setpoints.tolist()}}
 
     def apply_ramp_rate_limit(self, unclipped_setpoints):
         if self._first_call:
@@ -166,8 +162,4 @@ def turbine_power_references(
         # Apply ramp rate limit
         turbine_power_setpoints = self.apply_ramp_rate_limit(unclipped_setpoints)
 
-        controls_dict = {
-            "power_setpoints": list(turbine_power_setpoints),
-        }
-
-        return controls_dict
+        return {self.cname: {"power_setpoints": list(turbine_power_setpoints)}}
diff --git a/hycon/interfaces/hercules_v1_interface.py b/hycon/interfaces/hercules_v1_interface.py
index 21c624bf..5c437260 100644
--- a/hycon/interfaces/hercules_v1_interface.py
+++ b/hycon/interfaces/hercules_v1_interface.py
@@ -56,17 +56,14 @@ def get_measurements(self, hercules_dict):
     def check_controls(self, controls_dict):
         available_controls = ["yaw_angles", "power_setpoints"]
 
-        for k in controls_dict.keys():
-            if k not in available_controls:
-                raise ValueError("Setpoint " + k + " is not available in this configuration.")
-            if len(controls_dict[k]) != self.n_turbines:
-                raise ValueError(
-                    "Length of setpoint " + k + " does not match the number of turbines."
-                )
+        for c in controls_dict.keys():
+            for k in controls_dict[c].keys():
+                if k not in available_controls:
+                    raise ValueError("Setpoint " + k + " is not available in this configuration.")
 
     def send_controls(self, hercules_dict, controls_dict):
-        yaw_angles = controls_dict.get("yaw_angles", [-1000] * self.n_turbines)
-        power_setpoints = controls_dict.get(
+        yaw_angles = controls_dict["wind_farm"].get("yaw_angles", [-1000] * self.n_turbines)
+        power_setpoints = controls_dict["wind_farm"].get(
             "power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
         )
 
@@ -216,21 +213,27 @@ def send_controls(
         hercules_dict,
         controls_dict,
     ):
-        wind_power_setpoints = controls_dict.get(
-            "wind_power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
-        )
-        solar_power_setpoint = controls_dict.get("solar_power_setpoint", POWER_SETPOINT_DEFAULT)
-        battery_power_setpoint = controls_dict.get("battery_power_setpoint", 0.0)
+        if self._has_wind_component:
+            wind_power_setpoints = controls_dict["wind_farm"].get(
+                "power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
+            )
+            hercules_dict["hercules_comms"]["amr_wind"][self.wind_name][
+                "turbine_power_setpoints"
+            ] = wind_power_setpoints
+        
+        if self._has_solar_component:
+            solar_power_setpoint = controls_dict["solar_farm"].get(
+                "power_setpoint", POWER_SETPOINT_DEFAULT
+            )
+            hercules_dict["py_sims"]["inputs"].update(
+                {"solar_setpoint_mw": solar_power_setpoint / 1000}
+            )  # Convert to MW
 
-        hercules_dict["hercules_comms"]["amr_wind"][self.wind_name]["turbine_power_setpoints"] = (
-            wind_power_setpoints
-        )
-        hercules_dict["py_sims"]["inputs"].update(
-            {
-                "battery_signal": -battery_power_setpoint,
-                "solar_setpoint_mw": solar_power_setpoint / 1000,
-            }  # Convert to MW
-        )
+        if self._has_battery_component:
+            battery_power_setpoint = controls_dict["battery"].get("battery_power_setpoint", 0.0)
+            hercules_dict["py_sims"]["inputs"].update(
+                {"battery_signal": -battery_power_setpoint}
+            )  # Negative because of convention in battery sim
 
         return hercules_dict
 
@@ -282,13 +285,15 @@ def get_measurements(self, hercules_dict):
     def check_controls(self, controls_dict):
         available_controls = ["power_setpoint"]
 
-        for k in controls_dict.keys():
-            if k not in available_controls:
-                raise ValueError("Setpoint " + k + " is not available in this configuration.")
+        for c in controls_dict.keys():
+            for k in controls_dict[c].keys():
+                if k not in available_controls:
+                    raise ValueError("Setpoint " + k + " is not available in this configuration.")
+
 
     def send_controls(self, hercules_dict, controls_dict):
         hercules_dict["py_sims"]["inputs"].update(
-            {"battery_signal": -controls_dict.get("power_setpoint", 0.0)}
+            {"battery_signal": -controls_dict["battery"].get("power_setpoint", 0.0)}
         )
 
         return hercules_dict
diff --git a/tests/battery_test.py b/tests/battery_test.py
index 92ad6288..731c11bb 100644
--- a/tests/battery_test.py
+++ b/tests/battery_test.py
@@ -39,12 +39,12 @@ def test_BatteryPriceSOCController_compute_controls(test_hercules_dict):
         "DA_LMP_24hours": DA_LMP_test,
     }
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == 0.0
+    assert controls_dict["battery"]["power_setpoint"] == 0.0
 
     # Now, change RT_LMP to be below the 1 hour low price
     measurement_dict["RT_LMP"] = -0.5
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == -test_controller.rated_power_charging
+    assert controls_dict["battery"]["power_setpoint"] == -test_controller.rated_power_charging
 
     # Test the high price / low soc condition
     measurement_dict = {
@@ -53,11 +53,11 @@ def test_BatteryPriceSOCController_compute_controls(test_hercules_dict):
         "DA_LMP_24hours": DA_LMP_test,
     }
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == 0.0
+    assert controls_dict["battery"]["power_setpoint"] == 0.0
 
     measurement_dict["RT_LMP"] = 25
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == test_controller.rated_power_discharging
+    assert controls_dict["battery"]["power_setpoint"] == test_controller.rated_power_discharging
 
     # Middle SOC tests
     measurement_dict = {
@@ -66,15 +66,15 @@ def test_BatteryPriceSOCController_compute_controls(test_hercules_dict):
         "DA_LMP_24hours": DA_LMP_test,
     }
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == -test_controller.rated_power_charging
+    assert controls_dict["battery"]["power_setpoint"] == -test_controller.rated_power_charging
 
     measurement_dict["RT_LMP"] = 22
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == test_controller.rated_power_discharging
+    assert controls_dict["battery"]["power_setpoint"] == test_controller.rated_power_discharging
 
     measurement_dict["RT_LMP"] = 10
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == 0.0
+    assert controls_dict["battery"]["power_setpoint"] == 0.0
 
 
 def test_BatteryPriceSOCController_compute_controls_2_hour_duration(test_hercules_dict):
@@ -98,14 +98,14 @@ def test_BatteryPriceSOCController_compute_controls_2_hour_duration(test_hercule
         "DA_LMP_24hours": DA_LMP_test,
     }
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == -test_controller.rated_power_charging
+    assert controls_dict["battery"]["power_setpoint"] == -test_controller.rated_power_charging
 
     # Now raise the state of charge to 0.85
     measurement_dict["battery"]["state_of_charge"] = 0.85
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == 0.0
+    assert controls_dict["battery"]["power_setpoint"] == 0.0
 
     # Now drop the RT_LMP to -.5 (Going below bottom 1 price)
     measurement_dict["RT_LMP"] = -0.5
     controls_dict = test_controller.compute_controls(measurement_dict)
-    assert controls_dict["power_setpoint"] == -test_controller.rated_power_charging
+    assert controls_dict["battery"]["power_setpoint"] == -test_controller.rated_power_charging
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 40b5b89f..31d8ad7b 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -1,3 +1,5 @@
+import copy
+
 import numpy as np
 import pandas as pd
 import pytest
@@ -258,18 +260,21 @@ def test_HybridSupervisoryControllerBaseline_subsets(
 
     # Establish lower controllers
     wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
+        test_interface, test_hercules_v1_dict, "wind_farm"
     )
     solar_controller = SolarPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
+        test_interface, test_hercules_v1_dict, "solar_farm"
     )
     battery_controller = BatteryPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
+        test_interface, test_hercules_v1_dict, "battery"
     )
 
     ## First, try with wind and solar only
+    test_interface._has_wind_component = True
+    test_interface._has_solar_component = True
+    test_interface._has_battery_component = False
     test_controller = HybridSupervisoryControllerBaseline(
-        interface=test_interface_hercules_hybrid_ad,
+        interface=test_interface,
         input_dict=test_hercules_v1_dict,
         wind_controller=wind_controller,
         solar_controller=solar_controller,
@@ -304,6 +309,9 @@ def test_HybridSupervisoryControllerBaseline_subsets(
     )
 
     ## Next, wind and battery only
+    test_interface._has_wind_component = True
+    test_interface._has_solar_component = False
+    test_interface._has_battery_component = True
     test_controller = HybridSupervisoryControllerBaseline(
         interface=test_interface,
         input_dict=test_hercules_v1_dict,
@@ -328,6 +336,9 @@ def test_HybridSupervisoryControllerBaseline_subsets(
     )
 
     ## Finally, solar and battery only
+    test_interface._has_wind_component = False
+    test_interface._has_solar_component = True
+    test_interface._has_battery_component = True
     test_controller = HybridSupervisoryControllerBaseline(
         interface=test_interface,
         input_dict=test_hercules_v1_dict,
@@ -362,6 +373,9 @@ def test_HybridSupervisoryControllerBaseline_subsets(
         )
 
     ## Only wind controller
+    test_interface._has_wind_component = True
+    test_interface._has_solar_component = False
+    test_interface._has_battery_component = False
     test_controller = HybridSupervisoryControllerBaseline(
         interface=test_interface,
         input_dict=test_hercules_v1_dict,
@@ -386,6 +400,9 @@ def test_HybridSupervisoryControllerBaseline_subsets(
     )
 
     ## Only solar controller
+    test_interface._has_wind_component = False
+    test_interface._has_solar_component = True
+    test_interface._has_battery_component = False
     test_controller = HybridSupervisoryControllerBaseline(
         interface=test_interface,
         input_dict=test_hercules_v1_dict,
@@ -464,6 +481,7 @@ def test_HybridSupervisoryControllerMultiRef(test_hercules_dict, test_interface_
     )
 
     # Expected outputs
+    import ipdb; ipdb.set_trace()
     assert np.allclose(
         supervisory_control_output,
         [
@@ -482,7 +500,7 @@ def test_BatteryPassthroughController(test_hercules_v1_dict, test_interface_herc
     power_ref = 1000
     measurements_dict = {"battery": {"power_reference": power_ref}}
     controls_dict = test_controller.compute_controls(measurements_dict)
-    assert controls_dict["power_setpoint"] == power_ref
+    assert controls_dict["battery"]["power_setpoint"] == power_ref
 
 
 def test_SolarPassthroughController(test_hercules_v1_dict, test_interface_hercules_hybrid_ad):
@@ -493,7 +511,7 @@ def test_SolarPassthroughController(test_hercules_v1_dict, test_interface_hercul
     power_ref = 1000
     measurements_dict = {"solar_farm": {"power_reference": power_ref}}
     controls_dict = test_controller.compute_controls(measurements_dict)
-    assert controls_dict["power_setpoint"] == power_ref
+    assert controls_dict["solar_farm"]["power_setpoint"] == power_ref
 
 
 def test_BatteryController(test_hercules_v1_dict):
@@ -507,7 +525,7 @@ def test_BatteryController(test_hercules_v1_dict):
     test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"] = {"power": 0, "soc": 0.3}
     test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
     test_controller.step(test_hercules_v1_dict)
-    out_0 = test_controller._controls_dict["power_setpoint"]
+    out_0 = test_controller._controls_dict["battery"]["power_setpoint"]
     assert 0 < out_0 < power_ref
 
     # Test that increasing the gain increases the control response
@@ -515,7 +533,7 @@ def test_BatteryController(test_hercules_v1_dict):
         test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.5}
     )
     test_controller.step(test_hercules_v1_dict)
-    out_1 = test_controller._controls_dict["power_setpoint"]
+    out_1 = test_controller._controls_dict["battery"]["power_setpoint"]
     assert out_0 < out_1 < power_ref
 
     # Decreasing the gain slows the response
@@ -523,7 +541,7 @@ def test_BatteryController(test_hercules_v1_dict):
         test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.01}
     )
     test_controller.step(test_hercules_v1_dict)
-    out_2 = test_controller._controls_dict["power_setpoint"]
+    out_2 = test_controller._controls_dict["battery"]["power_setpoint"]
     assert 0 < out_2 < out_0
 
     # More complex test for smoothing capabilities (mid-low gain)
@@ -560,7 +578,7 @@ def test_BatteryController(test_hercules_v1_dict):
         {"clipping_thresholds": clipping_threshold_0},
     )
     test_controller_0.step(test_hercules_v1_dict)
-    out_0 = test_controller_0._controls_dict["power_setpoint"]
+    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
 
     test_controller_1 = BatteryController(
         test_interface,
@@ -569,7 +587,7 @@ def test_BatteryController(test_hercules_v1_dict):
         {"clipping_thresholds": clipping_threshold_1},
     )
     test_controller_1.step(test_hercules_v1_dict)
-    out_1 = test_controller_1._controls_dict["power_setpoint"]
+    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
 
     test_controller_2 = BatteryController(
         test_interface,
@@ -578,7 +596,7 @@ def test_BatteryController(test_hercules_v1_dict):
         {"clipping_thresholds": clipping_threshold_2},
     )
     test_controller_2.step(test_hercules_v1_dict)
-    out_2 = test_controller_2._controls_dict["power_setpoint"]
+    out_2 = test_controller_2._controls_dict["battery"]["power_setpoint"]
 
     assert out_0 == out_1
     assert out_0 == out_0
@@ -589,11 +607,11 @@ def test_BatteryController(test_hercules_v1_dict):
     test_controller_2.x = 0
     test_hercules_v1_dict["external_signals"]["plant_power_reference"] = 20000
     test_controller_0.step(test_hercules_v1_dict)
-    out_0 = test_controller_0._controls_dict["power_setpoint"]
+    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
     test_controller_1.step(test_hercules_v1_dict)
-    out_1 = test_controller_1._controls_dict["power_setpoint"]
+    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
     test_controller_2.step(test_hercules_v1_dict)
-    out_2 = test_controller_2._controls_dict["power_setpoint"]
+    out_2 = test_controller_2._controls_dict["battery"]["power_setpoint"]
 
     assert out_0 == out_1
     assert out_0 > out_2
@@ -603,9 +621,9 @@ def test_BatteryController(test_hercules_v1_dict):
     test_controller_0.x = 0
     test_controller_1.x = 0
     test_controller_0.step(test_hercules_v1_dict)
-    out_0 = test_controller_0._controls_dict["power_setpoint"]
+    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
     test_controller_1.step(test_hercules_v1_dict)
-    out_1 = test_controller_1._controls_dict["power_setpoint"]
+    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
 
     assert out_0 > out_1
 
@@ -619,39 +637,44 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
         test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
     )
 
+    # Remove components not used for first test
+    test_herc_dict_windonly = copy.deepcopy(test_hercules_v1_dict)
+    del test_herc_dict_windonly["py_sims"]["test_battery"]
+    del test_herc_dict_windonly["py_sims"]["test_solar"]
+    test_interface_hercules_hybrid_ad._has_battery_component = False
+    test_interface_hercules_hybrid_ad._has_solar_component = False
+
     test_controller = HydrogenPlantController(
         interface=test_interface_hercules_hybrid_ad,
-        input_dict=test_hercules_v1_dict,
+        input_dict=test_herc_dict_windonly,
         generator_controller=wind_controller,
     )
 
     wind_current = [600, 300]
     hyrogen_ref = 0.03
-    hydrogen_output = test_hercules_v1_dict["py_sims"]["test_hydrogen"]["outputs"]["H2_mfr"]
+    hydrogen_output = test_herc_dict_windonly["py_sims"]["test_hydrogen"]["outputs"]["H2_mfr"]
     hydrogen_error = hyrogen_ref - hydrogen_output
 
     # Simply test the supervisory_control method, for the time being
-    test_hercules_v1_dict["external_signals"]["hydrogen_reference"] = hyrogen_ref
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
+    test_herc_dict_windonly["external_signals"]["hydrogen_reference"] = hyrogen_ref
+    test_herc_dict_windonly["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
         wind_current
     )
-    test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"]["power"] = 0.0
-    test_hercules_v1_dict["py_sims"]["test_solar"]["outputs"]["power_mw"] = 0.0
     test_controller.filtered_power_prev = sum(wind_current)  # To override filtering
 
     # Without removing wind power reference, wind controller can't reconcile its setpoint
     with pytest.raises(KeyError):
-        test_controller.step(test_hercules_v1_dict)
+        test_controller.step(test_herc_dict_windonly)
     # Remove wind power reference to allow wind controller to operate freely
-    del test_hercules_v1_dict["external_signals"]["wind_power_reference"]
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
+    del test_herc_dict_windonly["external_signals"]["wind_power_reference"]
+    test_controller.step(test_herc_dict_windonly)  # Run the controller once to update measurements
     supervisory_control_output = test_controller.supervisory_control(
         test_controller._measurements_dict
     )
     controller_gain = (
-        test_hercules_v1_dict["controller"]["nominal_plant_power_kW"]
-        / test_hercules_v1_dict["controller"]["nominal_hydrogen_rate_kgps"]
-        * test_hercules_v1_dict["controller"]["hydrogen_controller_gain"]
+        test_herc_dict_windonly["controller"]["nominal_plant_power_kW"]
+        / test_herc_dict_windonly["controller"]["nominal_hydrogen_rate_kgps"]
+        * test_herc_dict_windonly["controller"]["hydrogen_controller_gain"]
     )
     assert controller_gain == test_controller.K
 
@@ -660,6 +683,9 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
     assert supervisory_control_output == wind_power_cmd
 
     # Test with a full wind/solar/battery plant
+    test_interface_hercules_hybrid_ad._has_battery_component = True
+    test_interface_hercules_hybrid_ad._has_solar_component = True
+
     hybrid_controller = HybridSupervisoryControllerBaseline(
         interface=test_interface_hercules_hybrid_ad,
         input_dict=test_hercules_v1_dict,
@@ -687,6 +713,10 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
     )
     test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"]["power"] = battery_current
     test_hercules_v1_dict["py_sims"]["test_solar"]["outputs"]["power_mw"] = solar_current / 1e3
+    test_hercules_v1_dict["external_signals"]["hydrogen_reference"] = hyrogen_ref
+    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
+        wind_current
+    )
     test_controller.filtered_power_prev = total_current_power  # To override filtering
 
     test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
diff --git a/tests/hercules_v1_interfaces_test.py b/tests/hercules_v1_interfaces_test.py
index a26d5dee..56c1d17c 100644
--- a/tests/hercules_v1_interfaces_test.py
+++ b/tests/hercules_v1_interfaces_test.py
@@ -40,35 +40,32 @@ def test_HerculesADInterface(test_hercules_v1_dict):
     assert measurements["forecast"] == test_forecast
 
     # Test check_controls()
-    controls_dict = {"yaw_angles": [270.0, 278.9]}
-    controls_dict2 = {
+    controls_dict = {"wind_farm": {"yaw_angles": [270.0, 278.9]}}
+    controls_dict2 = {"wind_farm": {
         "yaw_angles": [270.0, 268.9],
         "power_setpoints": [3000.0, 3000.0],
-    }
+    }}
     interface.check_controls(controls_dict)
     interface.check_controls(controls_dict2)
 
-    bad_controls_dict1 = {"yaw_angels": [270.0, 268.9]}  # Misspelling
-    bad_controls_dict2 = {
+    bad_controls_dict1 = {"wind_farm": {"yaw_angels": [270.0, 268.9]}}  # Misspelling
+    bad_controls_dict2 = {"wind_farm": {
         "yaw_angles": [270.0, 268.9],
         "power_setpoints": [3000.0, 3000.0],
         "unavailable_control": [0.0, 0.0],
-    }
-    bad_controls_dict3 = {"yaw_angles": [270.0, 268.9, 270.0]}  # Mismatched number of turbines
+    }}
 
     with pytest.raises(ValueError):
         interface.check_controls(bad_controls_dict1)
     with pytest.raises(ValueError):
         interface.check_controls(bad_controls_dict2)
-    with pytest.raises(ValueError):
-        interface.check_controls(bad_controls_dict3)
 
     # test send_controls()
     test_hercules_dict_out = interface.send_controls(
         hercules_dict=test_hercules_v1_dict, controls_dict=controls_dict
     )
     assert (
-        controls_dict["yaw_angles"]
+        controls_dict["wind_farm"]["yaw_angles"]
         == test_hercules_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_yaw_angles"]
     )
 
@@ -130,15 +127,14 @@ def test_HerculesHybridADInterface(test_hercules_v1_dict):
 
     # Test check_controls()
     controls_dict = {
-        "wind_power_setpoints": [1000.0, 1000.0],
-        "solar_power_setpoint": 1000.0,
-        "battery_power_setpoint": 0.0,
+        "wind_farm": {"power_setpoints": [1000.0, 1000.0]},
+        "solar_farm": {"power_setpoint": 1000.0},
+        "battery": {"power_setpoint": 0.0},
     }
     bad_controls_dict = {
-        "wind_power_setpoints": [1000.0, 1000.0],
-        "solar_power_setpoint": 1000.0,
-        "battery_power_setpoint": 0.0,
-        "unavailable_control": 0.0,
+        "wind_farm": {"power_setpoints": [1000.0, 1000.0]},
+        "solar_farm": {"power_setpoint": 1000.0},
+        "battery": {"power_setpoint": 0.0, "unavailable_control": 0.0},
     }
 
     interface.check_controls(controls_dict)
@@ -153,15 +149,15 @@ def test_HerculesHybridADInterface(test_hercules_v1_dict):
 
     assert (
         test_hercules_dict_out["py_sims"]["inputs"]["battery_signal"]
-        == -controls_dict["battery_power_setpoint"]
+        == -controls_dict["battery"]["power_setpoint"]
     )
     assert (
         test_hercules_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-        == controls_dict["wind_power_setpoints"]
+        == controls_dict["wind_farm"]["power_setpoints"]
     )
     assert (
         test_hercules_dict_out["py_sims"]["inputs"]["solar_setpoint_mw"]
-        == controls_dict["solar_power_setpoint"] / 1000
+        == controls_dict["solar_farm"]["power_setpoint"] / 1000
     )
     assert (
         measurements["hydrogen"]["power_reference"]
@@ -203,13 +199,11 @@ def test_HerculesBatteryInterface(test_hercules_v1_dict):
     )
 
     # Test check_controls()
-    controls_dict = {
-        "power_setpoint": 20.0,
-    }
-    bad_controls_dict = {
+    controls_dict = {"battery": {"power_setpoint": 20.0}}
+    bad_controls_dict = {"battery": {
         "power_setpoint": 2.0,
         "unavailable_control": 0.0,
-    }
+    }}
     with pytest.raises(ValueError):
         interface.check_controls(bad_controls_dict)
     interface.check_controls(controls_dict)
@@ -220,10 +214,10 @@ def test_HerculesBatteryInterface(test_hercules_v1_dict):
     )
     assert (
         test_hercules_dict_out["py_sims"]["inputs"]["battery_signal"]
-        == -controls_dict["power_setpoint"]
+        == -controls_dict["battery"]["power_setpoint"]
     )
     # defaults to zero
     test_hercules_dict_out = interface.send_controls(
-        hercules_dict=test_hercules_v1_dict, controls_dict={}
+        hercules_dict=test_hercules_v1_dict, controls_dict={"battery":{}}
     )
     assert test_hercules_dict_out["py_sims"]["inputs"]["battery_signal"] == 0

From ca62750f3e6ba7e1effc3af3b488fb5564ab7ae8 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Thu, 23 Apr 2026 07:46:32 -0600
Subject: [PATCH 13/39] Remove MultiRef controller from library

---
 .../wind_farm_power_tracking/runscript.py     |  23 ++-
 hycon/controllers/__init__.py                 |   1 -
 .../hybrid_supervisory_controller.py          | 160 ------------------
 hycon/interfaces/hercules_v1_interface.py     |   3 +-
 tests/controller_library_test.py              |  88 ----------
 tests/hercules_interface_test.py              |  10 +-
 tests/hercules_v1_interfaces_test.py          |  34 ++--
 7 files changed, 37 insertions(+), 282 deletions(-)

diff --git a/examples/wind_farm_power_tracking/runscript.py b/examples/wind_farm_power_tracking/runscript.py
index 16bd476f..de6dd588 100644
--- a/examples/wind_farm_power_tracking/runscript.py
+++ b/examples/wind_farm_power_tracking/runscript.py
@@ -27,12 +27,9 @@
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
-    component_controllers=[WindFarmPowerDistributingController(
-        interface,
-        hmodel.h_dict,
-        "wind_farm",
-        ramp_rate_limit
-    )],
+    component_controllers=[
+        WindFarmPowerDistributingController(interface, hmodel.h_dict, "wind_farm", ramp_rate_limit)
+    ],
 )
 hmodel.assign_controller(controller)
 
@@ -51,12 +48,14 @@
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
     input_dict=hmodel.h_dict,
-    component_controllers=[WindFarmPowerTrackingController(
-        interface,
-        hmodel.h_dict,
-        "wind_farm",
-        controller_parameters={"ramp_rate_limit": ramp_rate_limit}
-    )],
+    component_controllers=[
+        WindFarmPowerTrackingController(
+            interface,
+            hmodel.h_dict,
+            "wind_farm",
+            controller_parameters={"ramp_rate_limit": ramp_rate_limit},
+        )
+    ],
 )
 hmodel.assign_controller(controller)
 
diff --git a/hycon/controllers/__init__.py b/hycon/controllers/__init__.py
index 0854712d..4336ac75 100644
--- a/hycon/controllers/__init__.py
+++ b/hycon/controllers/__init__.py
@@ -6,7 +6,6 @@
 from hycon.controllers.hybrid_supervisory_controller import (
     HybridSupervisoryControllerBaseline,
     HybridSupervisoryControllerGeneric,
-    HybridSupervisoryControllerMultiRef,
 )
 from hycon.controllers.hydrogen_plant_controller import HydrogenPlantController
 from hycon.controllers.lookup_based_wake_steering_controller import (
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index ff556045..acbe112e 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -189,166 +189,6 @@ def supervisory_control(self, measurements_dict):
         return wind_reference, solar_reference, battery_reference
 
 
-class HybridSupervisoryControllerMultiRef(HybridSupervisoryControllerBase):
-    """
-    Modified version of HybridSupervisoryControllerBaseline that accepts
-    individual references for wind and solar generation and respects an
-    interconnection limit.
-    """
-
-    def __init__(
-        self,
-        interface,
-        input_dict,
-        wind_controller=None,
-        solar_controller=None,
-        battery_controller=None,
-        verbose=False,
-    ):
-        super().__init__(
-            interface=interface,
-            input_dict=input_dict,
-            wind_controller=wind_controller,
-            solar_controller=solar_controller,
-            battery_controller=battery_controller,
-            verbose=verbose,
-        )
-
-        # Extract interconnection limit
-        if "interconnect_limit" in self.plant_parameters:
-            if (
-                not isinstance(self.plant_parameters["interconnect_limit"], (float, int))
-                or self.plant_parameters["interconnect_limit"] <= 0
-            ):
-                raise ValueError("interconnect_limit must be a positive value.")
-        else:
-            raise KeyError("interconnect_limit must be specified to use this controller.")
-
-        # Establish curtailment protocols
-        default_curtailment_order = ["battery", "solar", "wind"]
-        default_curtailment_order = [
-            c
-            for c, a in zip(
-                default_curtailment_order,
-                [
-                    self._has_battery_controller,
-                    self._has_solar_controller,
-                    self._has_wind_controller,
-                ],
-            )
-            if a
-        ]
-        if "curtailment_order" in self.controller_parameters:
-            # Check that curtailment order does not contain any invalid components
-            for component in self.controller_parameters["curtailment_order"]:
-                if component not in default_curtailment_order:
-                    raise ValueError(
-                        f"Invalid component {component} in curtailment_order. "
-                        "Valid components based on configuration provided are: "
-                        ", ".join(default_curtailment_order)
-                    )
-            self.curtailment_order = self.controller_parameters["curtailment_order"]
-        else:
-            self.curtailment_order = default_curtailment_order
-
-    def supervisory_control(self, measurements_dict):
-        """
-        Overwrite HybridSupervisoryControllerBaseline.supervisory_control()
-        with controller that follows separate setpoints and curtails in order.
-        """
-
-        # Extract measurements sent
-        if self._has_wind_controller:
-            wind_power = np.array(measurements_dict["wind_farm"]["turbine_powers"]).sum()
-            wind_reference = measurements_dict["wind_farm"].get(
-                "power_reference", self.plant_parameters["wind_farm"]["capacity"]
-            )
-            wind_reference = np.minimum(
-                wind_reference, self.plant_parameters["wind_farm"]["capacity"]
-            )
-        else:
-            wind_power = 0
-            wind_reference = 0
-
-        if self._has_solar_controller:
-            solar_power = measurements_dict["solar_farm"]["power"]
-            solar_reference = measurements_dict["solar_farm"].get(
-                "power_reference", self.plant_parameters["solar_farm"]["capacity"]
-            )
-            solar_reference = np.minimum(
-                solar_reference, self.plant_parameters["solar_farm"]["capacity"]
-            )
-        else:
-            solar_power = 0
-            solar_reference = 0
-
-        if self._has_battery_controller:
-            battery_power = measurements_dict["battery"]["power"]
-            if "power_reference" in measurements_dict["battery"]:
-                battery_reference = measurements_dict["battery"].get("power_reference", 0)
-            else:
-                battery_reference = 0
-            battery_reference = np.minimum(
-                battery_reference, self.plant_parameters["battery"]["discharge_rate"]
-            )
-            battery_reference = np.maximum(
-                battery_reference, -1 * self.plant_parameters["battery"]["charge_rate"]
-            )
-        else:
-            battery_power = 0
-            battery_reference = 0
-
-        # Filter the wind and solar power measurements to reduce noise and improve closed-loop
-        # controller damping
-        # TODO RECONSIDER THIS MAYBE MAKE MORE DEPENDENT ON THE TIME STEP
-        a = 1.0  # 0.1 # FORCE THE FILTER TO BE 100% DEPENDENT ON THE CURRENT TIME STEP
-        wind_power = (1 - a) * self.prev_wind_power + a * wind_power
-        solar_power = (1 - a) * self.prev_solar_power + a * solar_power
-        battery_power = (1 - a) * self.prev_battery_power + a * battery_power
-
-        # Loop over the curtailment order in reverse order to progressively reduce the reference
-        # of the first component in the order
-        unconstrained_power = 0.0
-
-        # If battery power is negative (charging), immediately include it in the unconstrained power
-        if battery_power < 0:
-            unconstrained_power += battery_power
-
-        for component in reversed(self.curtailment_order):
-            if component == "wind":
-                wind_reference = np.minimum(
-                    wind_reference,
-                    self.plant_parameters["interconnect_limit"] - unconstrained_power,
-                )
-                unconstrained_power += wind_power
-            elif component == "solar":
-                solar_reference = np.minimum(
-                    solar_reference,
-                    self.plant_parameters["interconnect_limit"] - unconstrained_power,
-                )
-                unconstrained_power += solar_reference
-            elif component == "battery":
-                battery_reference = np.minimum(
-                    battery_reference,
-                    self.plant_parameters["interconnect_limit"] - unconstrained_power,
-                )
-                if battery_power < 0:  # Make sure not to double count battery power when charging
-                    unconstrained_power += battery_power
-            else:
-                raise ValueError(f"Invalid generation type {component} in curtailment_order.")
-
-        self.prev_solar_power = solar_power
-        self.prev_wind_power = wind_power
-        self.prev_battery_power = battery_power
-        self.wind_reference = wind_reference
-        self.solar_reference = solar_reference
-        self.battery_reference = battery_reference
-
-        return wind_reference, solar_reference, battery_reference
-
-    # TODO: Need to add it's own compute_controls method that ensures interconnect is satisfied
-
-
 class HybridSupervisoryControllerGeneric(ControllerBase):
     """
     HybridSupervisoryControllerGeneric is a supervisory controller for a hybrid
diff --git a/hycon/interfaces/hercules_v1_interface.py b/hycon/interfaces/hercules_v1_interface.py
index 5c437260..284c86a6 100644
--- a/hycon/interfaces/hercules_v1_interface.py
+++ b/hycon/interfaces/hercules_v1_interface.py
@@ -220,7 +220,7 @@ def send_controls(
             hercules_dict["hercules_comms"]["amr_wind"][self.wind_name][
                 "turbine_power_setpoints"
             ] = wind_power_setpoints
-        
+
         if self._has_solar_component:
             solar_power_setpoint = controls_dict["solar_farm"].get(
                 "power_setpoint", POWER_SETPOINT_DEFAULT
@@ -290,7 +290,6 @@ def check_controls(self, controls_dict):
                 if k not in available_controls:
                     raise ValueError("Setpoint " + k + " is not available in this configuration.")
 
-
     def send_controls(self, hercules_dict, controls_dict):
         hercules_dict["py_sims"]["inputs"].update(
             {"battery_signal": -controls_dict["battery"].get("power_setpoint", 0.0)}
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 31d8ad7b..1aea53c5 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -9,7 +9,6 @@
     BatteryController,
     BatteryPassthroughController,
     HybridSupervisoryControllerBaseline,
-    HybridSupervisoryControllerMultiRef,
     HydrogenPlantController,
     LookupBasedWakeSteeringController,
     SolarPassthroughController,
@@ -427,93 +426,6 @@ def test_HybridSupervisoryControllerBaseline_subsets(
     )
 
 
-def test_HybridSupervisoryControllerMultiRef_requirements(
-    test_hercules_dict, test_interface_hercules
-):
-    test_interface = test_interface_hercules
-    # Check that errors are correctly raised if interconnect_limit is not set correctly
-    del test_interface.plant_parameters["interconnect_limit"]
-    with pytest.raises(KeyError):
-        HybridSupervisoryControllerMultiRef(test_interface, test_hercules_dict)
-
-    test_interface.plant_parameters["interconnect_limit"] = "1"
-    with pytest.raises(ValueError):
-        HybridSupervisoryControllerMultiRef(test_interface, test_hercules_dict)
-
-    test_interface.plant_parameters["interconnect_limit"] = -1
-    with pytest.raises(ValueError):
-        HybridSupervisoryControllerMultiRef(test_interface, test_hercules_dict)
-
-
-def test_HybridSupervisoryControllerMultiRef(test_hercules_dict, test_interface_hercules):
-    test_interface = test_interface_hercules
-    test_interface.plant_parameters["interconnect_limit"] = 10000.0
-
-    # Establish lower controllers
-    wind_controller = WindFarmPowerTrackingController(
-        test_interface, test_hercules_dict, "wind_farm"
-    )
-    solar_controller = SolarPassthroughController(test_interface, test_hercules_dict, "solar_farm")
-    battery_controller = BatteryPassthroughController(test_interface, test_hercules_dict, "battery")
-
-    test_controller = HybridSupervisoryControllerMultiRef(
-        interface=test_interface,
-        input_dict=test_hercules_dict,
-        wind_controller=wind_controller,
-        solar_controller=solar_controller,
-        battery_controller=battery_controller,
-    )
-
-    solar_current = 800
-    wind_current = [600, 300]
-
-    # Simply test the supervisory_control method, for the time being
-    test_hercules_dict["wind_farm"]["turbine_powers"] = wind_current
-    test_hercules_dict["wind_farm"]["power"] = sum(wind_current)
-    test_hercules_dict["solar_farm"]["power"] = solar_current
-    test_hercules_dict["electrolyzer"]["power"] = 0.0
-    test_controller.prev_solar_power = solar_current  # To override filtering
-    test_controller.prev_wind_power = sum(wind_current)  # To override filtering
-    test_controller.step(test_hercules_dict)  # Run the controller once to update measurements
-
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
-
-    # Expected outputs
-    import ipdb; ipdb.set_trace()
-    assert np.allclose(
-        supervisory_control_output,
-        [
-            test_hercules_dict["external_signals"]["wind_power_reference"],
-            test_hercules_dict["external_signals"]["solar_power_reference"],
-            test_hercules_dict["external_signals"]["battery_power_reference"],
-        ],
-    )  # Check individual components producing according to their references
-
-
-def test_BatteryPassthroughController(test_hercules_v1_dict, test_interface_hercules_hybrid_ad):
-    test_controller = BatteryPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
-    )
-
-    power_ref = 1000
-    measurements_dict = {"battery": {"power_reference": power_ref}}
-    controls_dict = test_controller.compute_controls(measurements_dict)
-    assert controls_dict["battery"]["power_setpoint"] == power_ref
-
-
-def test_SolarPassthroughController(test_hercules_v1_dict, test_interface_hercules_hybrid_ad):
-    test_controller = SolarPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
-    )
-
-    power_ref = 1000
-    measurements_dict = {"solar_farm": {"power_reference": power_ref}}
-    controls_dict = test_controller.compute_controls(measurements_dict)
-    assert controls_dict["solar_farm"]["power_setpoint"] == power_ref
-
-
 def test_BatteryController(test_hercules_v1_dict):
     test_interface = HerculesBatteryInterface(test_hercules_v1_dict)
     test_controller = BatteryController(
diff --git a/tests/hercules_interface_test.py b/tests/hercules_interface_test.py
index b15dd378..1b16980e 100644
--- a/tests/hercules_interface_test.py
+++ b/tests/hercules_interface_test.py
@@ -43,8 +43,8 @@ def test_HerculesInterface_windonly(test_hercules_dict):
     # Test check_controls()
     controls_dict = {"wind_farm": {"power_setpoints": [2000.0, 3000.0]}}
     # Invalid key
-    bad_controls_dict1 = {"wind_farm":
-        {
+    bad_controls_dict1 = {
+        "wind_farm": {
             "wind_power_setpoints": [2000.0, 3000.0],
             "unavailable_control": [0.0, 0.0],
         }
@@ -114,9 +114,9 @@ def test_HerculesInterface_hybrid(test_hercules_dict):
         # "hydrogen_power_setpoint": 0.02,
     }
     bad_controls_dict1 = {
-        "wind_farm":{"power_setpoints": [2000.0, 3000.0]},
-        "solar_farm":{"power_setpoint": 500.0},
-        "battery":{"unavailable_control": [0.0, 0.0]},
+        "wind_farm": {"power_setpoints": [2000.0, 3000.0]},
+        "solar_farm": {"power_setpoint": 500.0},
+        "battery": {"unavailable_control": [0.0, 0.0]},
     }
 
     # Should run through without error
diff --git a/tests/hercules_v1_interfaces_test.py b/tests/hercules_v1_interfaces_test.py
index 56c1d17c..35716011 100644
--- a/tests/hercules_v1_interfaces_test.py
+++ b/tests/hercules_v1_interfaces_test.py
@@ -41,19 +41,23 @@ def test_HerculesADInterface(test_hercules_v1_dict):
 
     # Test check_controls()
     controls_dict = {"wind_farm": {"yaw_angles": [270.0, 278.9]}}
-    controls_dict2 = {"wind_farm": {
-        "yaw_angles": [270.0, 268.9],
-        "power_setpoints": [3000.0, 3000.0],
-    }}
+    controls_dict2 = {
+        "wind_farm": {
+            "yaw_angles": [270.0, 268.9],
+            "power_setpoints": [3000.0, 3000.0],
+        }
+    }
     interface.check_controls(controls_dict)
     interface.check_controls(controls_dict2)
 
     bad_controls_dict1 = {"wind_farm": {"yaw_angels": [270.0, 268.9]}}  # Misspelling
-    bad_controls_dict2 = {"wind_farm": {
-        "yaw_angles": [270.0, 268.9],
-        "power_setpoints": [3000.0, 3000.0],
-        "unavailable_control": [0.0, 0.0],
-    }}
+    bad_controls_dict2 = {
+        "wind_farm": {
+            "yaw_angles": [270.0, 268.9],
+            "power_setpoints": [3000.0, 3000.0],
+            "unavailable_control": [0.0, 0.0],
+        }
+    }
 
     with pytest.raises(ValueError):
         interface.check_controls(bad_controls_dict1)
@@ -200,10 +204,12 @@ def test_HerculesBatteryInterface(test_hercules_v1_dict):
 
     # Test check_controls()
     controls_dict = {"battery": {"power_setpoint": 20.0}}
-    bad_controls_dict = {"battery": {
-        "power_setpoint": 2.0,
-        "unavailable_control": 0.0,
-    }}
+    bad_controls_dict = {
+        "battery": {
+            "power_setpoint": 2.0,
+            "unavailable_control": 0.0,
+        }
+    }
     with pytest.raises(ValueError):
         interface.check_controls(bad_controls_dict)
     interface.check_controls(controls_dict)
@@ -218,6 +224,6 @@ def test_HerculesBatteryInterface(test_hercules_v1_dict):
     )
     # defaults to zero
     test_hercules_dict_out = interface.send_controls(
-        hercules_dict=test_hercules_v1_dict, controls_dict={"battery":{}}
+        hercules_dict=test_hercules_v1_dict, controls_dict={"battery": {}}
     )
     assert test_hercules_dict_out["py_sims"]["inputs"]["battery_signal"] == 0

From c7d96c993aa1760471f9eaa66fd21ad27ebbad7d Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 09:11:51 -0600
Subject: [PATCH 14/39] Documentation and cleanup

---
 docs/controllers.md                           |  19 +-
 docs/examples.md                              |   2 +-
 hycon/controllers/__init__.py                 |   1 -
 .../hybrid_supervisory_controller.py          | 149 +------
 .../controllers/hydrogen_plant_controller.py  |  11 +-
 hycon/interfaces/hercules_interface.py        |  18 +-
 tests/conftest.py                             |   9 +-
 tests/controller_library_test.py              | 385 ++++++++----------
 8 files changed, 202 insertions(+), 392 deletions(-)

diff --git a/docs/controllers.md b/docs/controllers.md
index 6ef095b4..d2cdd1d1 100644
--- a/docs/controllers.md
+++ b/docs/controllers.md
@@ -51,20 +51,11 @@ simple proportional control appears sufficient currently. However, these may be
 later date if needed. The `proportional_gain` for the controller may be provided on instantiation,
 and defaults to `proportional_gain = 1`.
 
-(controllers_simplehybrid)=
-### HybridSupervisoryControllerBaseline
+(controllers_generichybrid)=
+### HybridSupervisoryControllerGeneric
 
-Simple closed-loop supervisory controller for a hybrid wind/solar/battery plant.
-Reads in current power production from wind, solar, and battery, as well as a plant power reference. Contains logic to determine technology set points for wind, solar and battery technologies to follow the plant power reference. The control is based on a proportional gain based on the error between the wind and solar production and the plant power reference. The controller increases the power references sent to wind, solar, and battery if the power reference is not met. If there is a power surplus from wind and solar, the controller adjusts the power reference values to charge the battery up to the battery capacity.
-
-The power reference values for wind, solar and battery technologies are then handled by the operational controllers for wind, solar, and battery, which are assigned to the `HybridSupervisoryControllerBaseline` on instantiation to distribute the bulk references to each asset amongst the individual generators. Currently, only wind actually distributes the power.
-Intended as a baseline for comparison to more advanced supervisory controllers.
-
-This controller can also be run for a hybrid plant comprising wind or solar
-and/or a battery. At least one of the wind or solar components must be present,
-with the battery component optional. Upon instantiation, the user may set
-`wind_controller`, `solar_controller`, and/or `battery_controller` to `None` if
-no wind, solar, and/or battery component is available, respectively.
+Closed-loop supervisory controller for a hybrid plants.
+Reads in current power production from various components, as well as a possible plant power reference, and manages individual component controllers. Depending on the mode of operation of component controllers, enables plant-wide power tracking or independent control up to the interconnection limit. When power tracking, simply passes the plant-wide power reference to the component controllers in the reverse curtailment order until the reference is met. Component controllers are specified as a list using the `component_controllers` argument on instantiation, and the `curtailment_order` is a list of integers referencing the `component_controllers` list. If `curtailment_order` is not provided, the default is to curtail components in the reverse order they are provided in the `component_controllers` list (that is, the final component in the list is curtailed first, and the first component in the list is curtailed last).
 
 (controllers_battery)=
 ### BatteryController
@@ -101,7 +92,7 @@ Simple closed-loop controller for an off-grid power generation/hydrogen plant. T
 Reads in current power production from the generator(s), the current hydrogen production rate, and the hydrogen rate reference. Contains logic to set the generator power reference using a proportional gain applied to the error between the current hydrogen production rate and the hydrogen production reference. The proportional gain is scaled by the current power production to handle the difference of several magnitudes between the power and the hydrogen production rate.
 
 The power reference computed is then passed to a secondary power generation plant controller, which is assigned to the `HydrogenPlantController` on instantiation.
-This secondary power generation controller could be {ref}`controllers_wfpowertracking` for a wind-only plant, {ref}`controllers_simplehybrid` for a hybrid generation plant, etc.
+This secondary power generation controller could be {ref}`controllers_wfpowertracking` for a wind-only plant, {ref}`controllers_generichybrid` for a hybrid generation plant, etc.
 
 (controllers_batterymarket)=
 ### BatteryPriceSOCController
diff --git a/docs/examples.md b/docs/examples.md
index 6ecf5ac1..04d9b4a7 100644
--- a/docs/examples.md
+++ b/docs/examples.md
@@ -79,7 +79,7 @@ Ramp rate limits are also applied in this example, but can be modified by changi
 (examples_simplehybrid)=
 ## simple_hybrid_plant
 Example of a wind + solar + battery hybrid power plant using the 
-{ref}`controllers_simplehybrid` to
+{ref}`controllers_generichybrid` to
 track a steady power reference. The plant comprises 10 NREL 5MW reference wind turbines
 (50 MW total wind capacity); a 100MW solar PV array; and a 4-hour, 20MW battery (80MWh energy
 storage capacity).
diff --git a/hycon/controllers/__init__.py b/hycon/controllers/__init__.py
index 4336ac75..d416aa3f 100644
--- a/hycon/controllers/__init__.py
+++ b/hycon/controllers/__init__.py
@@ -4,7 +4,6 @@
     BatteryPriceSOCController,
 )
 from hycon.controllers.hybrid_supervisory_controller import (
-    HybridSupervisoryControllerBaseline,
     HybridSupervisoryControllerGeneric,
 )
 from hycon.controllers.hydrogen_plant_controller import HydrogenPlantController
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index acbe112e..705d149a 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -57,138 +57,6 @@ def compute_controls(self, measurements_dict):
         return controls_dict
 
 
-class HybridSupervisoryControllerBaseline(HybridSupervisoryControllerBase):
-    def __init__(
-        self,
-        interface,
-        input_dict,
-        wind_controller=None,
-        solar_controller=None,
-        battery_controller=None,
-        verbose=False,
-    ):
-        super().__init__(
-            interface=interface,
-            input_dict=input_dict,
-            wind_controller=wind_controller,
-            solar_controller=solar_controller,
-            battery_controller=battery_controller,
-            verbose=verbose,
-        )
-
-        if not self._has_wind_controller and not self._has_solar_controller:
-            raise ValueError(
-                "The HybridSupervisoryControllerBaseline requires that either a solar_controller"
-                " or a wind_controller be provided."
-            )
-
-    def supervisory_control(self, measurements_dict):
-        # Extract measurements sent
-        if self._has_wind_controller:
-            wind_power = np.array(measurements_dict["wind_farm"]["turbine_powers"]).sum()
-        else:
-            wind_power = 0
-
-        if self._has_solar_controller:
-            solar_power = measurements_dict["solar_farm"]["power"]
-        else:
-            solar_power = 0
-
-        if self._has_battery_controller:
-            battery_power = measurements_dict["battery"]["power"]
-            battery_soc = measurements_dict["battery"]["state_of_charge"]
-        else:
-            battery_power = 0
-            battery_soc = 0
-
-        # Handle power_reference or plant_power_reference keys
-        if (
-            "power_reference" in measurements_dict
-            and "plant_power_reference" not in measurements_dict
-        ):
-            measurements_dict["plant_power_reference"] = measurements_dict["power_reference"]
-            del measurements_dict["power_reference"]
-        elif (
-            "power_reference" not in measurements_dict
-            and "plant_power_reference" not in measurements_dict
-        ):
-            raise KeyError(
-                "Either 'power_reference' or 'plant_power_reference' must be provided"
-                " in measurements_dict."
-            )
-        elif (
-            "power_reference" in measurements_dict and "plant_power_reference" in measurements_dict
-        ):
-            raise KeyError(
-                "Found both 'power_reference' and 'plant_power_reference' in measurements_dict."
-            )
-        plant_power_reference = measurements_dict["plant_power_reference"]
-
-        # Filter the wind and solar power measurements to reduce noise and improve closed-loop
-        # controller damping
-        a = 0.1
-        wind_power = (1 - a) * self.prev_wind_power + a * wind_power
-        solar_power = (1 - a) * self.prev_solar_power + a * solar_power
-
-        # Calculate battery reference value
-        if self._has_battery_controller:
-            battery_reference = plant_power_reference - (wind_power + solar_power)
-            battery_charge_rate = self.plant_parameters["battery"]["charge_rate"]
-        else:
-            battery_reference = 0
-            battery_charge_rate = 0
-
-        # Decide control gain:
-        if (wind_power + solar_power) < (
-            plant_power_reference + battery_charge_rate
-        ) and battery_power <= 0:
-            if battery_soc > 0.89:
-                K = ((wind_power + solar_power) - plant_power_reference) / 2
-            else:
-                K = ((wind_power + solar_power) - (plant_power_reference + battery_charge_rate)) / 2
-        else:
-            K = ((wind_power + solar_power) - plant_power_reference) / 2
-
-        if not (self._has_wind_controller & self._has_solar_controller):
-            # Only one type of generation available, double the control gain
-            K = 2 * K
-
-        if (wind_power + solar_power) > (plant_power_reference + battery_charge_rate) or (
-            (wind_power + solar_power) > (plant_power_reference) and battery_soc > 0.89
-        ):
-            # go down
-            wind_reference = wind_power - K
-            solar_reference = solar_power - K
-        else:
-            # go up
-            # Is the resource saturated?
-            if self.solar_reference > (self.prev_solar_power + 0.05 * self.solar_reference):
-                solar_reference = self.solar_reference
-            else:
-                # If not, ask for more power
-                solar_reference = solar_power - K
-
-            if self.wind_reference > (self.prev_wind_power + 0.05 * self.wind_reference):
-                wind_reference = self.wind_reference
-            else:
-                wind_reference = wind_power - K
-
-        # Reset references for invalid controllers
-        if not self._has_wind_controller:
-            wind_reference = 0
-        if not self._has_solar_controller:
-            solar_reference = 0
-
-        self.prev_solar_power = solar_power
-        self.prev_wind_power = wind_power
-        self.prev_battery_power = battery_power
-        self.wind_reference = wind_reference
-        self.solar_reference = solar_reference
-        self.battery_reference = battery_reference
-
-        return wind_reference, solar_reference, battery_reference
-
-
 class HybridSupervisoryControllerGeneric(ControllerBase):
     """
     HybridSupervisoryControllerGeneric is a supervisory controller for a hybrid
@@ -255,11 +123,11 @@ def __init__(
 
         # Extract interconnection limit, if specified
         self.static_interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
-        if self.static_interconnect_limit == -1:
+        if self.static_interconnect_limit == -1 or self.static_interconnect_limit is None:
             self.static_interconnect_limit = np.inf
         if (
-            not isinstance(self.plant_parameters["interconnect_limit"], (float, int))
-            or self.plant_parameters["interconnect_limit"] < -1
+            not isinstance(self.static_interconnect_limit, (float, int))
+            or self.static_interconnect_limit < -1
         ):
             raise ValueError(
                 "interconnect_limit must be a positive value (or -1, indicating no limit)."
@@ -283,7 +151,16 @@ def compute_controls(self, measurements_dict):
                 total_available_storage_for_charging += cc.plant_parameters[cc.cname]["charge_rate"]
 
         # Establish dynamic upper limit
-        provided_power_reference = measurements_dict["plant_power_reference"]
+
+        # Get overall reference, and remove from measurements_dict to avoid confusion for
+        # component controllers. Component controllers can 
+        if "plant_power_reference" in measurements_dict:
+            provided_power_reference = measurements_dict.pop("plant_power_reference")
+        elif "power_reference" in measurements_dict:
+            provided_power_reference = measurements_dict.pop("power_reference")
+        else:
+            provided_power_reference = None
+
         power_reference_total = min(
             self.static_interconnect_limit,
             measurements_dict.get("dynamic_interconnect_limit", np.inf),
diff --git a/hycon/controllers/hydrogen_plant_controller.py b/hycon/controllers/hydrogen_plant_controller.py
index 34f78ad3..96e15c65 100644
--- a/hycon/controllers/hydrogen_plant_controller.py
+++ b/hycon/controllers/hydrogen_plant_controller.py
@@ -9,12 +9,11 @@ def __init__(
         interface,
         input_dict,
         generator_controller=None,
+        electrolyzer_cname="hydrogen",
         controller_parameters={},
         verbose=False,
     ):
-        super().__init__(interface, verbose=verbose)
-
-        self.dt = input_dict["dt"]  # Won't be needed here, but generally good to have
+        super().__init__(interface, cname=electrolyzer_cname, verbose=verbose)
 
         # Assign the individual asset controllers
         self.generator_controller = generator_controller
@@ -91,9 +90,9 @@ def compute_controls(self, measurements_dict):
 
     def supervisory_control(self, measurements_dict):
         # Extract measurements sent
-        current_power = measurements_dict["total_power"]
-        hydrogen_output = measurements_dict["hydrogen"]["production_rate"]
-        hydrogen_reference = measurements_dict["hydrogen"]["power_reference"]
+        current_power = measurements_dict["local_power"]
+        hydrogen_output = measurements_dict[self.cname]["production_rate"]
+        hydrogen_reference = measurements_dict[self.cname]["hydrogen_production_reference"]
 
         # Input filtering
         a = 0.05
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index e75be24a..42c35c9a 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -111,11 +111,15 @@ def get_measurements(self, h_dict):
         }
 
         total_power = 0.0
+        local_power = 0.0
 
         # Loop over components in simulation
         for c in h_dict["component_names"]:
             component_power = h_dict[c]["power"]
             total_power += component_power
+            if self.plant_parameters[c]["component_category"] in ["generator", "storage"]:
+                # TODO: Do we need another that excludes storage?
+                local_power += component_power
             component_measurements = {"power": component_power}
             for k, v in hercules_data_channel_map.items():
                 if k in h_dict[c]:
@@ -126,17 +130,13 @@ def get_measurements(self, h_dict):
 
         # Record total power
         measurements["total_power"] = total_power
+        measurements["local_power"] = local_power
 
         ## Handle external signals (somewhat hardcoded; can add more as needed)
         measurements["plant_power_reference"] = h_dict["external_signals"].get(
             "plant_power_reference", None
         )
 
-        # TODO: how to pass hydrogen reference to the particular component?
-        # measurements["hydrogen"]["power_reference"] = h_dict["external_signals"].get(
-        #     "hydrogen_reference", 0
-        # )
-
         # Special handling for wind directions
         for c in h_dict["component_names"]:
             if self.component_types[c] in hercules_wind_types:
@@ -144,6 +144,14 @@ def get_measurements(self, h_dict):
                     h_dict[c]["wind_direction_mean"]
                 ] * self.plant_parameters[c]["n_turbines"]
 
+        # Handle a variety of external_signals
+        if "hydrogen_reference" in h_dict["external_signals"]:
+            for c in h_dict["component_names"]:
+                if self.component_types[c] in hercules_hydrogen_types:
+                    measurements[c]["hydrogen_production_reference"] = h_dict["external_signals"][
+                        "hydrogen_reference"
+                    ]
+
         # Grid price information (using pre-computed keys for performance)
         if "lmp_da_00" in h_dict["external_signals"]:
             measurements["DA_LMP_24hours"] = [
diff --git a/tests/conftest.py b/tests/conftest.py
index 33f82c54..2002aaa1 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -50,6 +50,9 @@ def test_hercules_dict():
         "plant": {"interconnect_limit": None},
         "controller": {
             "test_controller_parameter": 1.0,
+            "nominal_plant_power_kW": 10000,
+            "nominal_hydrogen_rate_kgps": 0.1,
+            "hydrogen_controller_gain": 1.0,
         },
         "wind_farm": {
             "n_turbines": 2,
@@ -86,9 +89,9 @@ def test_hercules_dict():
             "power": 500.0,
         },
         "external_signals": {
-            "wind_power_reference": 1000.0,
-            "solar_power_reference": 800.0,
-            "battery_power_reference": 0.0,
+            # "wind_power_reference": 1000.0,
+            # "solar_power_reference": 800.0,
+            # "battery_power_reference": 0.0,
             "plant_power_reference": 1000.0,
             "forecast_ws_mean_0": 8.0,
             "forecast_ws_mean_1": 8.1,
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 1aea53c5..ee34dd96 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -8,7 +8,7 @@
 from hycon.controllers import (
     BatteryController,
     BatteryPassthroughController,
-    HybridSupervisoryControllerBaseline,
+    HybridSupervisoryControllerGeneric,
     HydrogenPlantController,
     LookupBasedWakeSteeringController,
     SolarPassthroughController,
@@ -35,11 +35,6 @@ def test_controller_instantiation(test_interface_standin, test_hercules_v1_dict)
     _ = WindFarmPowerTrackingController(
         interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
     )
-    _ = HybridSupervisoryControllerBaseline(
-        interface=test_interface_standin,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=1,  # Override error raised for empty controllers
-    )
     _ = SolarPassthroughController(
         interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="solar_farm"
     )
@@ -197,233 +192,183 @@ def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_h
     assert (test_power_setpoints_a < test_power_setpoints).all()
 
 
-def test_HybridSupervisoryControllerBaseline(
-    test_hercules_v1_dict, test_interface_hercules_hybrid_ad
+def test_HybridSupervisoryControllerGeneric_reference_tracking(
+    test_hercules_dict, test_interface_hercules
 ):
+    """
+    Tests for the HybridSupervisoryControllerGeneric when following a power reference.
+    """
     # Establish lower controllers
-    wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
+    wind_controller = WindFarmPowerDistributingController(
+        test_interface_hercules, test_hercules_dict, "wind_farm"
     )
     solar_controller = SolarPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
+        test_interface_hercules, test_hercules_dict, "solar_farm"
     )
     battery_controller = BatteryPassthroughController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
+        test_interface_hercules, test_hercules_dict, "battery"
     )
 
-    test_controller = HybridSupervisoryControllerBaseline(
-        interface=test_interface_hercules_hybrid_ad,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=wind_controller,
-        solar_controller=solar_controller,
-        battery_controller=battery_controller,
+    test_controller = HybridSupervisoryControllerGeneric(
+        interface=test_interface_hercules,
+        input_dict=test_hercules_dict,
+        component_controllers=[wind_controller, solar_controller, battery_controller],
     )
 
     solar_current = 800
-    wind_current = [600, 300]
+    wind_current = 900
     power_ref = 1000
 
+    battery_charge_rate = test_hercules_dict["battery"]["charge_rate"]
+
     # Simply test the supervisory_control method, for the time being
-    test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
-        wind_current
-    )
-    test_hercules_v1_dict["py_sims"]["test_solar"]["outputs"]["power_mw"] = solar_current / 1e3
-    test_controller.prev_solar_power = solar_current  # To override filtering
-    test_controller.prev_wind_power = sum(wind_current)  # To override filtering
+    test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
+    test_hercules_dict["wind_farm"]["power"] = wind_current
+    test_hercules_dict["solar_farm"]["power"] = solar_current
 
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
+    # Step controller
+    out_dict = test_controller.step(test_hercules_dict)
+    wind_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    solar_setpoint_test = out_dict["solar_farm"]["power_setpoint"]
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
 
     # Expected outputs
-    wind_solar_current = sum(wind_current) + solar_current
-    wind_power_cmd = 20000 / 2 + sum(wind_current) - (wind_solar_current - power_ref) / 2
-    solar_power_cmd = 20000 / 2 + solar_current - (wind_solar_current - power_ref) / 2
-    battery_power_cmd = power_ref - wind_solar_current
+    wind_solar_current = wind_current + solar_current
+    wind_setpoint_ref = battery_charge_rate + power_ref
+    solar_setpoint_ref = wind_setpoint_ref - wind_current
+    battery_setpoint_ref = power_ref - wind_solar_current
 
     assert np.allclose(
-        supervisory_control_output, [wind_power_cmd, solar_power_cmd, battery_power_cmd]
-    )  # To charge battery
+        [wind_setpoint_test, solar_setpoint_test, battery_setpoint_test],
+        [wind_setpoint_ref, solar_setpoint_ref, battery_setpoint_ref]
+    )
 
 
-def test_HybridSupervisoryControllerBaseline_subsets(
-    test_hercules_v1_dict, test_interface_hercules_hybrid_ad
+def test_HybridSupervisoryControllerGeneric_subsets(
+    test_hercules_dict, test_interface_hercules
 ):
     """
-    Tests that the HybridSupervisoryControllerBaseline can be run with only
+    Tests that the HybridSupervisoryControllerGeneric can be run with only
     some of the wind, solar, and battery controllers.
     """
-    test_interface = test_interface_hercules_hybrid_ad
+    test_interface = test_interface_hercules
+
+    # Alter dict for test
+    solar_current = 800
+    wind_current = 900
+    power_ref = 1000
+
+    test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
+    test_hercules_dict["wind_farm"]["power"] = wind_current
+    test_hercules_dict["solar_farm"]["power"] = solar_current
+
+    battery_charge_rate = test_hercules_dict["battery"]["charge_rate"]
 
     # Establish lower controllers
     wind_controller = WindFarmPowerTrackingController(
-        test_interface, test_hercules_v1_dict, "wind_farm"
+        test_interface, test_hercules_dict, "wind_farm"
     )
     solar_controller = SolarPassthroughController(
-        test_interface, test_hercules_v1_dict, "solar_farm"
+        test_interface, test_hercules_dict, "solar_farm"
     )
     battery_controller = BatteryPassthroughController(
-        test_interface, test_hercules_v1_dict, "battery"
+        test_interface, test_hercules_dict, "battery"
     )
 
     ## First, try with wind and solar only
-    test_interface._has_wind_component = True
-    test_interface._has_solar_component = True
-    test_interface._has_battery_component = False
-    test_controller = HybridSupervisoryControllerBaseline(
+    test_interface.component_names = ["wind_farm", "solar_farm"]
+    test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=wind_controller,
-        solar_controller=solar_controller,
-        battery_controller=None,
-    )
-
-    solar_current = 800
-    wind_current = [600, 300]
-    power_ref = 1000
-
-    # Simply test the supervisory_control method, for the time being
-    test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
-        wind_current
+        input_dict=test_hercules_dict,
+        component_controllers=[wind_controller, solar_controller],
     )
-    test_hercules_v1_dict["py_sims"]["test_solar"]["outputs"]["power_mw"] = solar_current / 1e3
-    test_controller.prev_solar_power = solar_current  # To override filtering
-    test_controller.prev_wind_power = sum(wind_current)  # To override filtering
 
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
+    # Step controller
+    out_dict = test_controller.step(test_hercules_dict)
+    wind_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    solar_setpoint_test = out_dict["solar_farm"]["power_setpoint"]
 
-    wind_solar_current = sum(wind_current) + solar_current
-    wind_power_cmd = sum(wind_current) - (wind_solar_current - power_ref) / 2
-    solar_power_cmd = solar_current - (wind_solar_current - power_ref) / 2
-    battery_power_cmd = 0  # No battery controller!
+    wind_setpoint_ref = power_ref
+    solar_setpoint_ref = wind_setpoint_ref - wind_current
 
     assert np.allclose(
-        supervisory_control_output, [wind_power_cmd, solar_power_cmd, battery_power_cmd]
+        [wind_setpoint_test, solar_setpoint_test],
+        [wind_setpoint_ref, solar_setpoint_ref]
     )
 
     ## Next, wind and battery only
-    test_interface._has_wind_component = True
-    test_interface._has_solar_component = False
-    test_interface._has_battery_component = True
-    test_controller = HybridSupervisoryControllerBaseline(
+    test_interface.component_names = ["wind_farm", "battery"]
+    test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=wind_controller,
-        solar_controller=None,
-        battery_controller=battery_controller,
+        input_dict=test_hercules_dict,
+        component_controllers=[wind_controller, battery_controller],
     )
 
-    test_controller.prev_solar_power = 0
-    test_controller.prev_wind_power = sum(wind_current)  # To override filtering
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
+    # Step controller
+    out_dict = test_controller.step(test_hercules_dict)
+    wind_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
 
-    wind_power_cmd = 20000 + power_ref
-    solar_power_cmd = 0  # No solar controller!
-    battery_power_cmd = power_ref - sum(wind_current)
+    wind_setpoint_ref = battery_charge_rate + power_ref
+    battery_setpoint_ref = power_ref - wind_current
 
     assert np.allclose(
-        supervisory_control_output, [wind_power_cmd, solar_power_cmd, battery_power_cmd]
+        [wind_setpoint_test, battery_setpoint_test],
+        [wind_setpoint_ref, battery_setpoint_ref]
     )
 
     ## Finally, solar and battery only
-    test_interface._has_wind_component = False
-    test_interface._has_solar_component = True
-    test_interface._has_battery_component = True
-    test_controller = HybridSupervisoryControllerBaseline(
+    test_interface.component_names = ["solar_farm", "battery"]
+    test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=None,
-        solar_controller=solar_controller,
-        battery_controller=battery_controller,
+        input_dict=test_hercules_dict,
+        component_controllers=[solar_controller, battery_controller],
     )
 
-    test_controller.prev_solar_power = solar_current  # To override filtering
-    test_controller.prev_wind_power = 0
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
+    # Step controller
+    out_dict = test_controller.step(test_hercules_dict)
+    solar_setpoint_test = out_dict["solar_farm"]["power_setpoint"]
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
 
-    wind_power_cmd = 0  # No wind controller!
-    solar_power_cmd = 20000 + power_ref
-    battery_power_cmd = power_ref - solar_current
+    solar_setpoint_ref = power_ref + battery_charge_rate
+    battery_setpoint_ref = power_ref - solar_current
 
     assert np.allclose(
-        supervisory_control_output, [wind_power_cmd, solar_power_cmd, battery_power_cmd]
+        [solar_setpoint_test, battery_setpoint_test],
+        [solar_setpoint_ref, battery_setpoint_ref]
     )
 
-    ## Either wind or solar controller must be defined
-    with pytest.raises(ValueError):
-        _ = HybridSupervisoryControllerBaseline(
-            interface=test_interface,
-            input_dict=test_hercules_v1_dict,
-            wind_controller=None,
-            solar_controller=None,
-            battery_controller=battery_controller,
-        )
-
     ## Only wind controller
-    test_interface._has_wind_component = True
-    test_interface._has_solar_component = False
-    test_interface._has_battery_component = False
-    test_controller = HybridSupervisoryControllerBaseline(
+    test_interface.component_names = ["wind_farm"]
+    test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=wind_controller,
-        solar_controller=None,
-        battery_controller=None,
-    )
-
-    test_controller.prev_solar_power = 0
-    test_controller.prev_wind_power = sum(wind_current)  # To override filtering
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
+        input_dict=test_hercules_dict,
+        component_controllers=[wind_controller],
     )
 
-    wind_power_cmd = power_ref
-    solar_power_cmd = 0  # No solar controller!
-    battery_power_cmd = 0  # No battery controller!
+    out_dict = test_controller.step(test_hercules_dict)
 
-    assert np.allclose(
-        supervisory_control_output, [wind_power_cmd, solar_power_cmd, battery_power_cmd]
-    )
+    assert np.isclose(sum(out_dict["wind_farm"]["turbine_power_setpoints"]), power_ref)
 
     ## Only solar controller
-    test_interface._has_wind_component = False
-    test_interface._has_solar_component = True
-    test_interface._has_battery_component = False
-    test_controller = HybridSupervisoryControllerBaseline(
+    test_interface.component_names = ["solar_farm"]
+    test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=None,
-        solar_controller=solar_controller,
-        battery_controller=None,
+        input_dict=test_hercules_dict,
+        component_controllers=[solar_controller],
     )
+    out_dict = test_controller.step(test_hercules_dict)
+    assert np.isclose(out_dict["solar_farm"]["power_setpoint"], power_ref)
 
-    test_controller.prev_solar_power = solar_current  # To override filtering
-    test_controller.prev_wind_power = 0
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
-
-    wind_power_cmd = 0  # No wind controller!
-    solar_power_cmd = power_ref
-    battery_power_cmd = 0  # No battery controller!
-
-    assert np.allclose(
-        supervisory_control_output, [wind_power_cmd, solar_power_cmd, battery_power_cmd]
+    ## Only battery controller
+    test_interface.component_names = ["battery"]
+    test_controller = HybridSupervisoryControllerGeneric(
+        interface=test_interface,
+        input_dict=test_hercules_dict,
+        component_controllers=[battery_controller],
     )
+    out_dict = test_controller.step(test_hercules_dict)
+    assert np.isclose(out_dict["battery"]["power_setpoint"], power_ref)
 
 
 def test_BatteryController(test_hercules_v1_dict):
@@ -540,49 +485,41 @@ def test_BatteryController(test_hercules_v1_dict):
     assert out_0 > out_1
 
 
-def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_hybrid_ad):
+def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     """
     Tests that the HydrogenPlantController outputs a reasonable signal
     """
     ## Test with only wind providing generation
     wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "wind_farm"
+        test_interface_hercules, test_hercules_dict, "wind_farm"
     )
 
     # Remove components not used for first test
-    test_herc_dict_windonly = copy.deepcopy(test_hercules_v1_dict)
-    del test_herc_dict_windonly["py_sims"]["test_battery"]
-    del test_herc_dict_windonly["py_sims"]["test_solar"]
-    test_interface_hercules_hybrid_ad._has_battery_component = False
-    test_interface_hercules_hybrid_ad._has_solar_component = False
+    test_herc_dict_windonly = copy.deepcopy(test_hercules_dict)
+    del test_herc_dict_windonly["battery"]
+    del test_herc_dict_windonly["solar_farm"]
+    test_herc_dict_windonly["component_names"] = ["wind_farm", "electrolyzer"]
+    test_interface_hercules.component_names = ["wind_farm", "electrolyzer"]
 
     test_controller = HydrogenPlantController(
-        interface=test_interface_hercules_hybrid_ad,
+        interface=test_interface_hercules,
         input_dict=test_herc_dict_windonly,
         generator_controller=wind_controller,
+        electrolyzer_cname="electrolyzer",
     )
 
     wind_current = [600, 300]
-    hyrogen_ref = 0.03
-    hydrogen_output = test_herc_dict_windonly["py_sims"]["test_hydrogen"]["outputs"]["H2_mfr"]
-    hydrogen_error = hyrogen_ref - hydrogen_output
+    hydrogen_ref = 0.028
+    hydrogen_output = test_herc_dict_windonly["electrolyzer"]["H2_mfr"]
+    hydrogen_error = hydrogen_ref - hydrogen_output
 
     # Simply test the supervisory_control method, for the time being
-    test_herc_dict_windonly["external_signals"]["hydrogen_reference"] = hyrogen_ref
-    test_herc_dict_windonly["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
-        wind_current
-    )
+    test_herc_dict_windonly["external_signals"]["hydrogen_reference"] = hydrogen_ref
+    test_herc_dict_windonly["wind_farm"]["power"] = sum(wind_current)
     test_controller.filtered_power_prev = sum(wind_current)  # To override filtering
 
     # Without removing wind power reference, wind controller can't reconcile its setpoint
-    with pytest.raises(KeyError):
-        test_controller.step(test_herc_dict_windonly)
-    # Remove wind power reference to allow wind controller to operate freely
-    del test_herc_dict_windonly["external_signals"]["wind_power_reference"]
-    test_controller.step(test_herc_dict_windonly)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
+    out_dict = test_controller.step(test_herc_dict_windonly)
     controller_gain = (
         test_herc_dict_windonly["controller"]["nominal_plant_power_kW"]
         / test_herc_dict_windonly["controller"]["nominal_hydrogen_rate_kgps"]
@@ -590,55 +527,51 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
     )
     assert controller_gain == test_controller.K
 
-    wind_power_cmd = sum(wind_current) + controller_gain * hydrogen_error
+    wind_cmd_ref = sum(wind_current) + controller_gain * hydrogen_error
 
-    assert supervisory_control_output == wind_power_cmd
+    assert np.isclose(sum(out_dict["wind_farm"]["turbine_power_setpoints"]), wind_cmd_ref)
 
     # Test with a full wind/solar/battery plant
-    test_interface_hercules_hybrid_ad._has_battery_component = True
-    test_interface_hercules_hybrid_ad._has_solar_component = True
-
-    hybrid_controller = HybridSupervisoryControllerBaseline(
-        interface=test_interface_hercules_hybrid_ad,
-        input_dict=test_hercules_v1_dict,
-        wind_controller=wind_controller,
-        solar_controller=SolarPassthroughController(
-            test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "solar_farm"
-        ),
-        battery_controller=BatteryPassthroughController(
-            test_interface_hercules_hybrid_ad, test_hercules_v1_dict, "battery"
-        ),
+    test_interface_hercules.component_names = ["wind_farm", "solar_farm", "battery"]
+
+    hybrid_controller = HybridSupervisoryControllerGeneric(
+        interface=test_interface_hercules,
+        input_dict=test_hercules_dict,
+        component_controllers=[
+            wind_controller,
+            SolarPassthroughController(
+                test_interface_hercules, test_hercules_dict, "solar_farm"
+            ),
+            BatteryPassthroughController(
+                test_interface_hercules, test_hercules_dict, "battery"
+            ),
+        ]
     )
 
     test_controller = HydrogenPlantController(
-        interface=test_interface_hercules_hybrid_ad,
-        input_dict=test_hercules_v1_dict,
+        interface=test_interface_hercules,
+        input_dict=test_hercules_dict,
         generator_controller=hybrid_controller,
+        electrolyzer_cname="electrolyzer",
     )
 
     # Set up the dictionary
     solar_current = 1000
     battery_current = 500
-    total_current_power = sum(wind_current) + solar_current - battery_current
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
-        wind_current
-    )
-    test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"]["power"] = battery_current
-    test_hercules_v1_dict["py_sims"]["test_solar"]["outputs"]["power_mw"] = solar_current / 1e3
-    test_hercules_v1_dict["external_signals"]["hydrogen_reference"] = hyrogen_ref
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = (
-        wind_current
-    )
+    total_current_power = sum(wind_current) + solar_current + battery_current
+    test_hercules_dict["wind_farm"]["power"] = sum(wind_current)
+    test_hercules_dict["solar_farm"]["power"] = solar_current
+    test_hercules_dict["battery"]["power"] = battery_current
+    test_hercules_dict["external_signals"]["hydrogen_reference"] = hydrogen_ref
+
     test_controller.filtered_power_prev = total_current_power  # To override filtering
 
-    test_controller.step(test_hercules_v1_dict)  # Run the controller once to update measurements
-    supervisory_control_output = test_controller.supervisory_control(
-        test_controller._measurements_dict
-    )
+    meas = test_controller._s.get_measurements(test_hercules_dict)
+    power_cmd_test = test_controller.supervisory_control(meas)
 
-    power_cmd_base = total_current_power + controller_gain * hydrogen_error
+    power_cmd_ref = total_current_power + controller_gain * hydrogen_error
 
-    assert supervisory_control_output == power_cmd_base
+    assert np.isclose(power_cmd_test, power_cmd_ref)
 
     # Test instantiation using separate controller parameters
     external_controller_parameters = {
@@ -650,29 +583,29 @@ def test_HydrogenPlantController(test_hercules_v1_dict, test_interface_hercules_
     # Test an error is raised if controller_parameters is passed while also specified on input_dict
     with pytest.raises(KeyError):
         HydrogenPlantController(
-            interface=test_interface_hercules_hybrid_ad,
-            input_dict=test_hercules_v1_dict,
+            interface=test_interface_hercules,
+            input_dict=test_hercules_dict,
             generator_controller=hybrid_controller,
             controller_parameters=external_controller_parameters,
         )
 
     # Check instantiation fails if a required parameter is missing from both controller_parameters
     # and input_dict["controller"]
-    del test_hercules_v1_dict["controller"]["nominal_plant_power_kW"]
+    del test_hercules_dict["controller"]["nominal_plant_power_kW"]
     with pytest.raises(TypeError):
         HydrogenPlantController(
-            interface=test_interface_hercules_hybrid_ad,
-            input_dict=test_hercules_v1_dict,
+            interface=test_interface_hercules,
+            input_dict=test_hercules_dict,
             generator_controller=hybrid_controller,
         )
 
     # Check instantiation proceeds correctly if doubly-specified parameters are avoided
-    del test_hercules_v1_dict["controller"]["nominal_hydrogen_rate_kgps"]
-    del test_hercules_v1_dict["controller"]["hydrogen_controller_gain"]
+    del test_hercules_dict["controller"]["nominal_hydrogen_rate_kgps"]
+    del test_hercules_dict["controller"]["hydrogen_controller_gain"]
 
     test_controller = HydrogenPlantController(
-        interface=test_interface_hercules_hybrid_ad,
-        input_dict=test_hercules_v1_dict,
+        interface=test_interface_hercules,
+        input_dict=test_hercules_dict,
         generator_controller=hybrid_controller,
         controller_parameters=external_controller_parameters,
     )

From acd0731b9a5ef654df4b1223c0ba0600b54d4714 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 09:13:31 -0600
Subject: [PATCH 15/39] Formatting

---
 .../hybrid_supervisory_controller.py          |  2 +-
 tests/controller_library_test.py              | 33 ++++++-------------
 2 files changed, 11 insertions(+), 24 deletions(-)

diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 705d149a..e5afc8d5 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -153,7 +153,7 @@ def compute_controls(self, measurements_dict):
         # Establish dynamic upper limit
 
         # Get overall reference, and remove from measurements_dict to avoid confusion for
-        # component controllers. Component controllers can 
+        # component controllers.
         if "plant_power_reference" in measurements_dict:
             provided_power_reference = measurements_dict.pop("plant_power_reference")
         elif "power_reference" in measurements_dict:
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index ee34dd96..16625826 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -240,13 +240,11 @@ def test_HybridSupervisoryControllerGeneric_reference_tracking(
 
     assert np.allclose(
         [wind_setpoint_test, solar_setpoint_test, battery_setpoint_test],
-        [wind_setpoint_ref, solar_setpoint_ref, battery_setpoint_ref]
+        [wind_setpoint_ref, solar_setpoint_ref, battery_setpoint_ref],
     )
 
 
-def test_HybridSupervisoryControllerGeneric_subsets(
-    test_hercules_dict, test_interface_hercules
-):
+def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_interface_hercules):
     """
     Tests that the HybridSupervisoryControllerGeneric can be run with only
     some of the wind, solar, and battery controllers.
@@ -268,12 +266,8 @@ def test_HybridSupervisoryControllerGeneric_subsets(
     wind_controller = WindFarmPowerTrackingController(
         test_interface, test_hercules_dict, "wind_farm"
     )
-    solar_controller = SolarPassthroughController(
-        test_interface, test_hercules_dict, "solar_farm"
-    )
-    battery_controller = BatteryPassthroughController(
-        test_interface, test_hercules_dict, "battery"
-    )
+    solar_controller = SolarPassthroughController(test_interface, test_hercules_dict, "solar_farm")
+    battery_controller = BatteryPassthroughController(test_interface, test_hercules_dict, "battery")
 
     ## First, try with wind and solar only
     test_interface.component_names = ["wind_farm", "solar_farm"]
@@ -292,8 +286,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(
     solar_setpoint_ref = wind_setpoint_ref - wind_current
 
     assert np.allclose(
-        [wind_setpoint_test, solar_setpoint_test],
-        [wind_setpoint_ref, solar_setpoint_ref]
+        [wind_setpoint_test, solar_setpoint_test], [wind_setpoint_ref, solar_setpoint_ref]
     )
 
     ## Next, wind and battery only
@@ -313,8 +306,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(
     battery_setpoint_ref = power_ref - wind_current
 
     assert np.allclose(
-        [wind_setpoint_test, battery_setpoint_test],
-        [wind_setpoint_ref, battery_setpoint_ref]
+        [wind_setpoint_test, battery_setpoint_test], [wind_setpoint_ref, battery_setpoint_ref]
     )
 
     ## Finally, solar and battery only
@@ -334,8 +326,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(
     battery_setpoint_ref = power_ref - solar_current
 
     assert np.allclose(
-        [solar_setpoint_test, battery_setpoint_test],
-        [solar_setpoint_ref, battery_setpoint_ref]
+        [solar_setpoint_test, battery_setpoint_test], [solar_setpoint_ref, battery_setpoint_ref]
     )
 
     ## Only wind controller
@@ -539,13 +530,9 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
         input_dict=test_hercules_dict,
         component_controllers=[
             wind_controller,
-            SolarPassthroughController(
-                test_interface_hercules, test_hercules_dict, "solar_farm"
-            ),
-            BatteryPassthroughController(
-                test_interface_hercules, test_hercules_dict, "battery"
-            ),
-        ]
+            SolarPassthroughController(test_interface_hercules, test_hercules_dict, "solar_farm"),
+            BatteryPassthroughController(test_interface_hercules, test_hercules_dict, "battery"),
+        ],
     )
 
     test_controller = HydrogenPlantController(

From 2b5d26be9a9885da05ca40096febfe67a7a18c1e Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 12:30:02 -0600
Subject: [PATCH 16/39] Reconfigure controller_parameters

---
 hycon/controllers/battery_controller.py       | 24 ++---
 hycon/controllers/controller_base.py          | 35 ++++++++
 .../hybrid_supervisory_controller.py          | 87 ++++---------------
 .../controllers/hydrogen_plant_controller.py  | 20 ++---
 .../lookup_based_wake_steering_controller.py  |  9 +-
 .../solar_passthrough_controller.py           |  3 +
 .../wind_farm_power_tracking_controller.py    | 33 ++++---
 hycon/interfaces/hercules_interface.py        | 10 +--
 hycon/interfaces/hercules_v1_interface.py     | 15 ++--
 hycon/interfaces/interface_base.py            |  2 +-
 tests/conftest.py                             | 14 ---
 tests/controller_base_test.py                 |  3 +
 tests/controller_library_test.py              | 87 +++++++++----------
 tests/hercules_interface_test.py              |  3 +-
 14 files changed, 165 insertions(+), 180 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 8bfd8f1d..7af653be 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -26,16 +26,7 @@ def __init__(self, interface, input_dict, cname, controller_parameters={}, verbo
         """
         super().__init__(interface, cname, verbose)
 
-        # Check that parameters are not specified both in input file
-        # and in controller_parameters
-        if "controller" in input_dict:
-            for cp in controller_parameters.keys():
-                if cp in input_dict["controller"]:
-                    raise KeyError(
-                        'Found key "' + cp + '" in both input_dict["controller"] and'
-                        " in controller_parameters."
-                    )
-            controller_parameters = {**controller_parameters, **input_dict["controller"]}
+        self.check_controller_parameters(controller_parameters)
         self.set_controller_parameters(**controller_parameters)
 
         # Initialize controller internal state
@@ -45,7 +36,6 @@ def set_controller_parameters(
         self,
         k_batt=0.1,
         clipping_thresholds=[0, 0, 1, 1],
-        **_,  # <- Allows arbitrary additional parameters to be passed, which are ignored
     ):
         """
         Set gains and threshold limits for BatteryController.
@@ -126,12 +116,22 @@ class BatteryPassthroughController(ControllerBase):
     Simply passes power reference down to (single) battery.
     """
 
-    def __init__(self, interface, input_dict, cname, verbose=True):
+    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
         """
         Instantiate BatteryPassthroughController."
         """
         super().__init__(interface, cname, verbose)
 
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
+
+    def set_controller_parameters(self):
+        """
+        No parameters for BatteryPassthroughController, but method is needed to be consistent with
+        ControllerBase.
+        """
+        return None
+
     def compute_controls(self, measurements_dict):
         """
         Main compute_controls method for BatteryPassthroughController.
diff --git a/hycon/controllers/controller_base.py b/hycon/controllers/controller_base.py
index 62917691..47e95d8a 100644
--- a/hycon/controllers/controller_base.py
+++ b/hycon/controllers/controller_base.py
@@ -1,3 +1,4 @@
+import inspect
 from abc import ABCMeta, abstractmethod
 
 
@@ -35,6 +36,40 @@ def step(self, input_dict=None):
 
         return output_dict
 
+    def check_controller_parameters(self, controller_parameters):
+        # Check valid controller parameters
+        valid_controller_parameters = inspect.getfullargspec(self.set_controller_parameters).args
+        valid_controller_parameters.remove("self")
+        invalid_cps = [
+            cp for cp in controller_parameters.keys() if cp not in valid_controller_parameters
+        ]
+        if len(invalid_cps) > 0:
+            raise KeyError(
+                "Found keys "
+                + str(invalid_cps)
+                + " in controller_parameters, but they are not valid controller parameters for "
+                + self.__class__.__name__
+                + ". Valid controller parameters are: "
+                + str(valid_controller_parameters)
+                + "."
+            )
+
+        # Check that required parameters are specified
+        default_values = inspect.getfullargspec(self.set_controller_parameters).defaults
+        num_defaults = len(default_values) if default_values is not None else 0
+
+        required_args = valid_controller_parameters[:-num_defaults]
+
+        missing_required_cps = set(required_args) - set(controller_parameters.keys())
+        if len(missing_required_cps) > 0:
+            raise KeyError("Missing required controller parameters: " + str(missing_required_cps))
+
+        return None
+
+    @abstractmethod
+    def set_controller_parameters(self, **kwargs):
+        raise NotImplementedError("set_controller_parameters must be implemented in child class.")
+
     @property
     def controller_parameters(self):
         return self._s.controller_parameters
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index e5afc8d5..29ed55a1 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -3,60 +3,6 @@
 from hycon.controllers.controller_base import ControllerBase
 
 
-class HybridSupervisoryControllerBase(ControllerBase):
-    """
-    Base class for hybrid supervisory controllers, implementing shared functionality.
-    """
-
-    def __init__(
-        self,
-        interface,
-        input_dict,
-        wind_controller=None,
-        solar_controller=None,
-        battery_controller=None,
-        verbose=False,
-    ):
-        super().__init__(interface=interface, verbose=verbose)
-
-        # Assign the individual asset controllers
-        self.wind_controller = wind_controller
-        self.solar_controller = solar_controller
-        self.battery_controller = battery_controller
-
-        self._has_solar_controller = solar_controller is not None
-        self._has_wind_controller = wind_controller is not None
-        self._has_battery_controller = battery_controller is not None
-
-        # Initialize power references
-        self.wind_reference = 0
-        self.solar_reference = 0
-        self.battery_reference = 0
-        self.prev_battery_power = 0
-        self.prev_wind_power = 0
-        self.prev_solar_power = 0
-
-    def compute_controls(self, measurements_dict):
-        # Run supervisory control logic
-        wind_reference, solar_reference, battery_reference = self.supervisory_control(
-            measurements_dict
-        )
-
-        # Package the controls for the individual controllers, step, and return
-        controls_dict = {}
-        if self._has_wind_controller:
-            measurements_dict["wind_farm"]["power_reference"] = wind_reference
-            controls_dict.update(self.wind_controller.compute_controls(measurements_dict))
-        if self._has_solar_controller:
-            measurements_dict["solar_farm"]["power_reference"] = solar_reference
-            controls_dict.update(self.solar_controller.compute_controls(measurements_dict))
-        if self._has_battery_controller:
-            measurements_dict["battery"]["power_reference"] = battery_reference
-            controls_dict.update(self.battery_controller.compute_controls(measurements_dict))
-
-        return controls_dict
-
-
 class HybridSupervisoryControllerGeneric(ControllerBase):
     """
     HybridSupervisoryControllerGeneric is a supervisory controller for a hybrid
@@ -70,8 +16,9 @@ def __init__(
         interface,
         input_dict,
         cname="supervisor",
-        component_controllers=[],
-        curtailment_order=None,
+        controller_parameters={},
+        component_controllers=[],  # Could be in controller_parameters?
+        curtailment_order=None,  # Could be in controller_parameters?
         verbose=False,
     ):
         """
@@ -89,6 +36,22 @@ def __init__(
         """
         super().__init__(interface=interface, cname=cname, verbose=verbose)
 
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
+
+        # Extract interconnection limit, if specified
+        self.static_interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
+        if self.static_interconnect_limit == -1 or self.static_interconnect_limit is None:
+            self.static_interconnect_limit = np.inf
+        if (
+            not isinstance(self.static_interconnect_limit, (float, int))
+            or self.static_interconnect_limit < -1
+        ):
+            raise ValueError(
+                "interconnect_limit must be a positive value (or -1, indicating no limit)."
+            )
+
+    def set_controller_parameters(self, component_controllers=[], curtailment_order=None):
         # Check valid component_controllers
         if len(component_controllers) == 0:
             raise ValueError(
@@ -121,18 +84,6 @@ def __init__(
         else:
             self.curtailment_order = curtailment_order
 
-        # Extract interconnection limit, if specified
-        self.static_interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
-        if self.static_interconnect_limit == -1 or self.static_interconnect_limit is None:
-            self.static_interconnect_limit = np.inf
-        if (
-            not isinstance(self.static_interconnect_limit, (float, int))
-            or self.static_interconnect_limit < -1
-        ):
-            raise ValueError(
-                "interconnect_limit must be a positive value (or -1, indicating no limit)."
-            )
-
     def compute_controls(self, measurements_dict):
         """
         Pass necessary information to each component controller, and apply power
diff --git a/hycon/controllers/hydrogen_plant_controller.py b/hycon/controllers/hydrogen_plant_controller.py
index 96e15c65..d9d446be 100644
--- a/hycon/controllers/hydrogen_plant_controller.py
+++ b/hycon/controllers/hydrogen_plant_controller.py
@@ -8,25 +8,15 @@ def __init__(
         self,
         interface,
         input_dict,
-        generator_controller=None,
-        electrolyzer_cname="hydrogen",
+        cname="hydrogen",
         controller_parameters={},
         verbose=False,
     ):
-        super().__init__(interface, cname=electrolyzer_cname, verbose=verbose)
-
-        # Assign the individual asset controllers
-        self.generator_controller = generator_controller
+        super().__init__(interface, cname=cname, verbose=verbose)
 
         # Check that parameters are not specified both in input file
         # and in controller_parameters
-        for cp in controller_parameters.keys():
-            if cp in input_dict["controller"]:
-                raise KeyError(
-                    'Found key "' + cp + '" in both input_dict["controller"] and'
-                    " in controller_parameters."
-                )
-        controller_parameters = {**controller_parameters, **input_dict["controller"]}
+        self.check_controller_parameters(controller_parameters)
         self.set_controller_parameters(**controller_parameters)
 
         # Initialize filter
@@ -36,6 +26,7 @@ def set_controller_parameters(
         self,
         nominal_plant_power_kW,
         nominal_hydrogen_rate_kgps,
+        generator_controller,
         hydrogen_controller_gain=1.0,
         **_,  # <- Allows arbitrary additional parameters to be passed, which are ignored
     ):
@@ -55,6 +46,9 @@ def set_controller_parameters(
             hydrogen_controller_gain (float): Gain for the hydrogen controller. Defaults to 1.0.
         """
 
+        # Assign the power component controller
+        self.generator_controller = generator_controller
+
         # Set K from plant inputs
         self.K = nominal_plant_power_kW / nominal_hydrogen_rate_kgps * hydrogen_controller_gain
 
diff --git a/hycon/controllers/lookup_based_wake_steering_controller.py b/hycon/controllers/lookup_based_wake_steering_controller.py
index c4a3667c..73e9fcf8 100644
--- a/hycon/controllers/lookup_based_wake_steering_controller.py
+++ b/hycon/controllers/lookup_based_wake_steering_controller.py
@@ -1,7 +1,6 @@
 from __future__ import annotations
 
 import numpy as np
-import pandas as pd
 from floris.utilities import wrap_180
 
 from hycon.controllers.controller_base import ControllerBase
@@ -15,8 +14,7 @@ def __init__(
         interface: InterfaceBase,
         input_dict: dict,
         cname: str,
-        df_yaw: pd.DataFrame | None = None,
-        hysteresis_dict: dict | None = None,
+        controller_parameters: dict = {},
         verbose: bool = False,
     ):
         """
@@ -39,6 +37,10 @@ def __init__(
         self.turbines = range(self.n_turbines)
 
         # Handle yaw optimizer object
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
+
+    def set_controller_parameters(self, df_yaw=None, hysteresis_dict=None, yaw_IC=270.0):
         if df_yaw is None:
             if hysteresis_dict is not None:
                 raise ValueError(
@@ -62,7 +64,6 @@ def __init__(
         self.hysteresis_dict = hysteresis_dict
 
         # Set initial conditions
-        yaw_IC = input_dict["controller"]["initial_conditions"]["yaw"]
         if hasattr(yaw_IC, "__len__"):
             if len(yaw_IC) == self.n_turbines:
                 self.controls_dict = {"yaw_angles": yaw_IC}
diff --git a/hycon/controllers/solar_passthrough_controller.py b/hycon/controllers/solar_passthrough_controller.py
index 0c542ef0..4ad2f3f7 100644
--- a/hycon/controllers/solar_passthrough_controller.py
+++ b/hycon/controllers/solar_passthrough_controller.py
@@ -9,5 +9,8 @@ class SolarPassthroughController(ControllerBase):
     def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
         super().__init__(interface, cname, verbose)
 
+    def set_controller_parameters(self):
+        pass
+
     def compute_controls(self, measurements_dict):
         return {self.cname: {"power_setpoint": measurements_dict["solar_farm"]["power_reference"]}}
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index acfc6769..afa8ad83 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -12,7 +12,7 @@ class WindFarmPowerDistributingController(ControllerBase):
     feedback on current power generation.
     """
 
-    def __init__(self, interface, input_dict, cname, ramp_rate_limit=None, verbose=False):
+    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=False):
         super().__init__(interface, cname, verbose=verbose)
 
         if self.cname in self.plant_parameters:
@@ -22,13 +22,19 @@ def __init__(self, interface, input_dict, cname, ramp_rate_limit=None, verbose=F
         self.turbines = range(self.n_turbines)
 
         # Ramp rate limit
-        if ramp_rate_limit is None:
-            ramp_rate_limit = np.inf
-        self.turbine_ramp_rate_limit = ramp_rate_limit / self.n_turbines
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
 
         # Used for initialization purposes
         self._first_call = True
 
+    def set_controller_parameters(self, ramp_rate_limit=None):
+        if ramp_rate_limit is None:
+            ramp_rate_limit = np.inf
+        elif ramp_rate_limit < 0:
+            raise ValueError("ramp_rate_limit must be non-negative.")
+        self.turbine_ramp_rate_limit = ramp_rate_limit / self.n_turbines
+
     def compute_controls(self, measurements_dict):
         ref_in_lower_dict = (
             "power_reference" in measurements_dict[self.cname]
@@ -117,16 +123,19 @@ def __init__(self, interface, input_dict, cname, controller_parameters={}, verbo
             ramp_rate_limit: Ramp rate limit for the controller (kW/s). Defaults to None.
             verbose: Boolean flag for verbosity.
         """
-        # TODO: unpack properly from controller_parameters and input_dict
-        proportional_gain = controller_parameters.get("proportional_gain", 1)
-        ramp_rate_limit = controller_parameters.get("ramp_rate_limit", None)
+        super().__init__(interface, input_dict, cname, verbose=verbose)
 
-        # TODO: convert to controller_parameters setup
-        super().__init__(
-            interface, input_dict, cname, ramp_rate_limit=ramp_rate_limit, verbose=verbose
-        )
+        # Using bad inheritance here, so will have to recheck ramp rate limit parameters
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
+
+    def set_controller_parameters(self, proportional_gain=1.0, ramp_rate_limit=None):
+        if ramp_rate_limit is None:
+            ramp_rate_limit = np.inf
+        elif ramp_rate_limit < 0:
+            raise ValueError("ramp_rate_limit must be non-negative.")
+        self.turbine_ramp_rate_limit = ramp_rate_limit / self.n_turbines
 
-        # Proportional gain
         self.K_p = proportional_gain * 1 / self.n_turbines
 
     def turbine_power_references(
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 42c35c9a..250d6e76 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -32,11 +32,11 @@ def __init__(self, h_dict):
         super().__init__()
         self.dt = h_dict["dt"]
 
-        # Controller parameters
-        if "controller" in h_dict and h_dict["controller"] is not None:
-            self.controller_parameters = copy.deepcopy(h_dict["controller"])
-        else:
-            self.controller_parameters = {}
+        # # Controller parameters
+        # if "controller" in h_dict and h_dict["controller"] is not None:
+        #     self.controller_parameters = copy.deepcopy(h_dict["controller"])
+        # else:
+        #     self.controller_parameters = {}
 
         # Plant parameters
         if "plant" in h_dict and h_dict["plant"] is not None:
diff --git a/hycon/interfaces/hercules_v1_interface.py b/hycon/interfaces/hercules_v1_interface.py
index 284c86a6..5cca23b1 100644
--- a/hycon/interfaces/hercules_v1_interface.py
+++ b/hycon/interfaces/hercules_v1_interface.py
@@ -6,13 +6,16 @@ class HerculesV1ADInterface(InterfaceBase):
     def __init__(self, hercules_dict):
         super().__init__()
 
-        self.dt = hercules_dict["dt"]
-        self.n_turbines = hercules_dict["controller"]["num_turbines"]
-        self.turbines = range(self.n_turbines)
-
         # Grab name of wind farm (assumes there is only one!)
         self.wf_name = list(hercules_dict["hercules_comms"]["amr_wind"].keys())[0]
 
+        self.dt = hercules_dict["dt"]
+        # Bit of a hack here, since num_turbines no longer in controller parameters
+        self.n_turbines = len(
+            hercules_dict["hercules_comms"]["amr_wind"][self.wf_name]["turbine_powers"]
+        )
+        self.turbines = range(self.n_turbines)
+
         # Assign plant parameters for controller use
         self.plant_parameters = {"n_turbines": self.n_turbines}
 
@@ -110,7 +113,9 @@ def __init__(self, hercules_dict):
         for i in hercules_comms:
             if tech_keys[2] in i.split("_"):
                 self.wind_name = list(hercules_dict["hercules_comms"]["amr_wind"].keys())[0]
-                self.n_turbines = hercules_dict["controller"]["num_turbines"]
+                self.n_turbines = len(
+                    hercules_dict["hercules_comms"]["amr_wind"][self.wind_name]["turbine_powers"]
+                )
                 self.turbines = range(self.n_turbines)
                 self._has_wind_component = True
                 self.plant_parameters["wind_farm"] = {"n_turbines": self.n_turbines}
diff --git a/hycon/interfaces/interface_base.py b/hycon/interfaces/interface_base.py
index c2e6e490..d2b3b9b8 100644
--- a/hycon/interfaces/interface_base.py
+++ b/hycon/interfaces/interface_base.py
@@ -53,4 +53,4 @@ def controller_parameters(self):
 
     @controller_parameters.setter
     def controller_parameters(self, value):
-        self._controller_parameters = value
+        raise AttributeError("Shouldn't be called! Deprecated!")
diff --git a/tests/conftest.py b/tests/conftest.py
index 2002aaa1..87e99b67 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -8,13 +8,6 @@ def test_hercules_v1_dict():
     return {
         "dt": 1,
         "time": 0,
-        "controller": {
-            "num_turbines": 2,
-            "initial_conditions": {"yaw": [270.0, 270.0]},
-            "nominal_plant_power_kW": 10000,
-            "nominal_hydrogen_rate_kgps": 0.1,
-            "hydrogen_controller_gain": 1.0,
-        },
         "hercules_comms": {
             "amr_wind": {
                 "test_farm": {
@@ -48,12 +41,6 @@ def test_hercules_dict():
         "dt": 1,
         "time": 0,
         "plant": {"interconnect_limit": None},
-        "controller": {
-            "test_controller_parameter": 1.0,
-            "nominal_plant_power_kW": 10000,
-            "nominal_hydrogen_rate_kgps": 0.1,
-            "hydrogen_controller_gain": 1.0,
-        },
         "wind_farm": {
             "n_turbines": 2,
             "capacity": 10000.0,
@@ -112,7 +99,6 @@ def __init__(self):
         self.dt = 1.0
         # Set up stand-in plant parameters and controller parameters
         self.plant_parameters = {"n_turbines": 2}
-        self.controller_parameters = {}
 
     def get_measurements(self):
         pass
diff --git a/tests/controller_base_test.py b/tests/controller_base_test.py
index d11c15bb..c2f5ab10 100644
--- a/tests/controller_base_test.py
+++ b/tests/controller_base_test.py
@@ -19,6 +19,9 @@ class InheritanceTestClassGood(ControllerBase):
     def __init__(self, interface):
         super().__init__(interface)
 
+    def set_controller_parameters(self):
+        pass
+
     def compute_controls(self):
         pass
 
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 16625826..806bc5eb 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -78,7 +78,7 @@ def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface
         interface=test_interface_hercules_ad,
         input_dict=test_hercules_v1_dict,
         cname="wind_farm",
-        df_yaw=df_opt_test,
+        controller_parameters={"df_yaw": df_opt_test},
     )
 
     test_hercules_v1_dict["time"] = 20
@@ -106,7 +106,7 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
     )
     assert np.allclose(
         test_power_setpoints,
-        POWER_SETPOINT_DEFAULT / test_hercules_v1_dict["controller"]["num_turbines"],
+        POWER_SETPOINT_DEFAULT / 2,
     )
 
     # Test with power reference
@@ -122,7 +122,7 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
         interface=test_interface_hercules_ad,
         input_dict=test_hercules_v1_dict,
         cname="wind_farm",
-        ramp_rate_limit=200,
+        controller_parameters={"ramp_rate_limit": 200},
     )
     test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
     test_controller.step(input_dict=test_hercules_v1_dict)  # To initialize previous power setpoints
@@ -212,7 +212,9 @@ def test_HybridSupervisoryControllerGeneric_reference_tracking(
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface_hercules,
         input_dict=test_hercules_dict,
-        component_controllers=[wind_controller, solar_controller, battery_controller],
+        controller_parameters={
+            "component_controllers": [wind_controller, solar_controller, battery_controller],
+        },
     )
 
     solar_current = 800
@@ -274,7 +276,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
         input_dict=test_hercules_dict,
-        component_controllers=[wind_controller, solar_controller],
+        controller_parameters={"component_controllers": [wind_controller, solar_controller]},
     )
 
     # Step controller
@@ -294,7 +296,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
         input_dict=test_hercules_dict,
-        component_controllers=[wind_controller, battery_controller],
+        controller_parameters={"component_controllers": [wind_controller, battery_controller]},
     )
 
     # Step controller
@@ -314,7 +316,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
         input_dict=test_hercules_dict,
-        component_controllers=[solar_controller, battery_controller],
+        controller_parameters={"component_controllers": [solar_controller, battery_controller]},
     )
 
     # Step controller
@@ -334,7 +336,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
         input_dict=test_hercules_dict,
-        component_controllers=[wind_controller],
+        controller_parameters={"component_controllers": [wind_controller]},
     )
 
     out_dict = test_controller.step(test_hercules_dict)
@@ -346,7 +348,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
         input_dict=test_hercules_dict,
-        component_controllers=[solar_controller],
+        controller_parameters={"component_controllers": [solar_controller]},
     )
     out_dict = test_controller.step(test_hercules_dict)
     assert np.isclose(out_dict["solar_farm"]["power_setpoint"], power_ref)
@@ -356,7 +358,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
         input_dict=test_hercules_dict,
-        component_controllers=[battery_controller],
+        controller_parameters={"component_controllers": [battery_controller]},
     )
     out_dict = test_controller.step(test_hercules_dict)
     assert np.isclose(out_dict["battery"]["power_setpoint"], power_ref)
@@ -492,11 +494,18 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     test_herc_dict_windonly["component_names"] = ["wind_farm", "electrolyzer"]
     test_interface_hercules.component_names = ["wind_farm", "electrolyzer"]
 
+    test_controller_parameters = {
+        "nominal_plant_power_kW": 10000,
+        "nominal_hydrogen_rate_kgps": 0.1,
+        "hydrogen_controller_gain": 1.0,
+    }
+
+    test_controller_parameters["generator_controller"] = wind_controller
     test_controller = HydrogenPlantController(
         interface=test_interface_hercules,
         input_dict=test_herc_dict_windonly,
-        generator_controller=wind_controller,
-        electrolyzer_cname="electrolyzer",
+        cname="electrolyzer",
+        controller_parameters=test_controller_parameters,
     )
 
     wind_current = [600, 300]
@@ -511,11 +520,7 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
 
     # Without removing wind power reference, wind controller can't reconcile its setpoint
     out_dict = test_controller.step(test_herc_dict_windonly)
-    controller_gain = (
-        test_herc_dict_windonly["controller"]["nominal_plant_power_kW"]
-        / test_herc_dict_windonly["controller"]["nominal_hydrogen_rate_kgps"]
-        * test_herc_dict_windonly["controller"]["hydrogen_controller_gain"]
-    )
+    controller_gain = 10000 / 0.1 * 1.0  # Based on parameters passed to controller
     assert controller_gain == test_controller.K
 
     wind_cmd_ref = sum(wind_current) + controller_gain * hydrogen_error
@@ -528,18 +533,25 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     hybrid_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface_hercules,
         input_dict=test_hercules_dict,
-        component_controllers=[
-            wind_controller,
-            SolarPassthroughController(test_interface_hercules, test_hercules_dict, "solar_farm"),
-            BatteryPassthroughController(test_interface_hercules, test_hercules_dict, "battery"),
-        ],
-    )
-
+        controller_parameters={
+            "component_controllers": [
+                wind_controller,
+                SolarPassthroughController(
+                    test_interface_hercules, test_hercules_dict, "solar_farm"
+                ),
+                BatteryPassthroughController(
+                    test_interface_hercules, test_hercules_dict, "battery"
+                ),
+            ],
+        },
+    )
+
+    test_controller_parameters["generator_controller"] = hybrid_controller
     test_controller = HydrogenPlantController(
         interface=test_interface_hercules,
         input_dict=test_hercules_dict,
-        generator_controller=hybrid_controller,
-        electrolyzer_cname="electrolyzer",
+        cname="electrolyzer",
+        controller_parameters=test_controller_parameters,
     )
 
     # Set up the dictionary
@@ -567,32 +579,19 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
         "hydrogen_controller_gain": 1.0,
     }
 
-    # Test an error is raised if controller_parameters is passed while also specified on input_dict
+    # Test an error is raised if controller_parameters is passed without generator_controller
     with pytest.raises(KeyError):
         HydrogenPlantController(
             interface=test_interface_hercules,
             input_dict=test_hercules_dict,
-            generator_controller=hybrid_controller,
             controller_parameters=external_controller_parameters,
         )
 
-    # Check instantiation fails if a required parameter is missing from both controller_parameters
-    # and input_dict["controller"]
-    del test_hercules_dict["controller"]["nominal_plant_power_kW"]
-    with pytest.raises(TypeError):
+    # Check instantiation fails if bad argument passed on controller_parameters
+    external_controller_parameters["invalid_parameter"] = 123
+    with pytest.raises(KeyError):
         HydrogenPlantController(
             interface=test_interface_hercules,
             input_dict=test_hercules_dict,
-            generator_controller=hybrid_controller,
+            controller_parameters=external_controller_parameters,
         )
-
-    # Check instantiation proceeds correctly if doubly-specified parameters are avoided
-    del test_hercules_dict["controller"]["nominal_hydrogen_rate_kgps"]
-    del test_hercules_dict["controller"]["hydrogen_controller_gain"]
-
-    test_controller = HydrogenPlantController(
-        interface=test_interface_hercules,
-        input_dict=test_hercules_dict,
-        generator_controller=hybrid_controller,
-        controller_parameters=external_controller_parameters,
-    )
diff --git a/tests/hercules_interface_test.py b/tests/hercules_interface_test.py
index 1b16980e..912dbc41 100644
--- a/tests/hercules_interface_test.py
+++ b/tests/hercules_interface_test.py
@@ -140,8 +140,7 @@ def test_HerculesInterface_hybrid(test_hercules_dict):
         == test_hercules_dict_out["battery"]["power_setpoint"]
     )
 
-    # Check that controller and plant parameters are set correctly
-    assert interface.controller_parameters == test_hercules_dict["controller"]
+    # Check that plant parameters are set correctly
     assert (
         interface.plant_parameters["interconnect_limit"]
         == test_hercules_dict["plant"]["interconnect_limit"]

From fc51a85739d581f6232937e8ff4920e18ac69d67 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 12:52:15 -0600
Subject: [PATCH 17/39] Remove input_dict, update examples

---
 .../battery_control_comparison/runscript.py   |  3 +-
 .../runscript.py                              |  7 +-
 examples/simple_hybrid_plant/runscript.py     | 13 +--
 .../runscript.py                              | 16 +--
 .../wind_farm_power_tracking/runscript.py     | 21 ++--
 hycon/controllers/battery_controller.py       | 26 ++---
 .../hybrid_supervisory_controller.py          |  3 -
 .../controllers/hydrogen_plant_controller.py  |  1 -
 .../lookup_based_wake_steering_controller.py  |  1 -
 .../solar_passthrough_controller.py           |  4 +-
 .../wind_farm_power_tracking_controller.py    |  6 +-
 tests/battery_test.py                         |  6 +-
 tests/controller_library_test.py              | 98 +++++--------------
 13 files changed, 66 insertions(+), 139 deletions(-)

diff --git a/examples/battery_control_comparison/runscript.py b/examples/battery_control_comparison/runscript.py
index 46df115c..52b73fee 100644
--- a/examples/battery_control_comparison/runscript.py
+++ b/examples/battery_control_comparison/runscript.py
@@ -38,12 +38,11 @@ def simulate(soc_0, clipping_thresholds, gain):
     interface = HerculesInterface(hmodel.h_dict)
     battery_controller = BatteryController(
         interface=interface,
-        input_dict=hmodel.h_dict,
         cname="battery",
         controller_parameters={"k_batt": gain, "clipping_thresholds": clipping_thresholds},
     )
     controller = HybridSupervisoryControllerGeneric(
-        interface=interface, input_dict=hmodel.h_dict, component_controllers=[battery_controller]
+        interface=interface, controller_parameters={"component_controllers": [battery_controller]}
     )
 
     hmodel.assign_controller(controller)
diff --git a/examples/battery_market_revenue_control/runscript.py b/examples/battery_market_revenue_control/runscript.py
index 82aff72a..45ef55c9 100644
--- a/examples/battery_market_revenue_control/runscript.py
+++ b/examples/battery_market_revenue_control/runscript.py
@@ -28,10 +28,9 @@
 interface = HerculesInterface(hmodel.h_dict)
 controller = HybridSupervisoryControllerGeneric(
     interface=HerculesInterface(hmodel.h_dict),
-    input_dict=hmodel.h_dict,
-    component_controllers=[
-        BatteryPriceSOCController(interface=interface, input_dict=hmodel.h_dict, cname="battery")
-    ],
+    controller_parameters={
+        "component_controllers": [BatteryPriceSOCController(interface=interface, cname="battery")]
+    },
 )
 hmodel.assign_controller(controller)
 
diff --git a/examples/simple_hybrid_plant/runscript.py b/examples/simple_hybrid_plant/runscript.py
index ae616ac5..427fd54e 100644
--- a/examples/simple_hybrid_plant/runscript.py
+++ b/examples/simple_hybrid_plant/runscript.py
@@ -33,14 +33,10 @@
 # Establish controllers based on options
 interface = HerculesInterface(hmodel.h_dict)
 print("Setting up controller.")
-wind_controller = WindFarmPowerTrackingController(interface, hmodel.h_dict, "wind_farm")
-solar_controller = (
-    SolarPassthroughController(interface, hmodel.h_dict, "solar_farm") if include_solar else None
-)
+wind_controller = WindFarmPowerTrackingController(interface, "wind_farm")
+solar_controller = SolarPassthroughController(interface, "solar_farm") if include_solar else None
 battery_controller = (
-    BatteryController(interface, hmodel.h_dict, "battery", {"k_batt": 0.1})
-    if include_battery
-    else None
+    BatteryController(interface, "battery", {"k_batt": 0.1}) if include_battery else None
 )
 component_controllers = [wind_controller]
 if include_solar:
@@ -51,8 +47,7 @@
 # Set up main supervisory controller
 controller = HybridSupervisoryControllerGeneric(
     interface,
-    hmodel.h_dict,
-    component_controllers=component_controllers,
+    controller_parameters={"component_controllers": component_controllers},
 )
 
 hmodel.assign_controller(controller)
diff --git a/examples/single_turbine_flexible_interconnect/runscript.py b/examples/single_turbine_flexible_interconnect/runscript.py
index 9412e88a..4a2db326 100644
--- a/examples/single_turbine_flexible_interconnect/runscript.py
+++ b/examples/single_turbine_flexible_interconnect/runscript.py
@@ -62,12 +62,11 @@
 
 hmodel = HerculesModel(h_dict)
 interface = HerculesInterface(hmodel.h_dict)
-wind_controller = WindFarmPowerTrackingController(interface, hmodel.h_dict, "distributed_wind")
+wind_controller = WindFarmPowerTrackingController(interface, "distributed_wind")
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
-    input_dict=hmodel.h_dict,
     cname="supervisory_controller",
-    component_controllers=[wind_controller],
+    controller_parameters={"component_controllers": [wind_controller]},
 )
 hmodel.assign_controller(controller)
 
@@ -84,9 +83,8 @@
 interface = HerculesInterface(hmodel.h_dict)
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
-    input_dict=hmodel.h_dict,
     cname="supervisory_controller",
-    component_controllers=[wind_controller],
+    controller_parameters={"component_controllers": [wind_controller]},
 )
 hmodel.assign_controller(controller)
 
@@ -101,9 +99,13 @@
 interface = HerculesInterface(hmodel.h_dict)
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
-    input_dict=hmodel.h_dict,
     cname="supervisory_controller",
-    component_controllers=[wind_controller, BatteryController(interface, hmodel.h_dict, "battery")],
+    controller_parameters={
+        "component_controllers": [
+            wind_controller,
+            BatteryController(interface, "battery", {"k_batt": 0.1}),
+        ]
+    },
 )
 hmodel.assign_controller(controller)
 
diff --git a/examples/wind_farm_power_tracking/runscript.py b/examples/wind_farm_power_tracking/runscript.py
index de6dd588..f428cba1 100644
--- a/examples/wind_farm_power_tracking/runscript.py
+++ b/examples/wind_farm_power_tracking/runscript.py
@@ -24,12 +24,12 @@
 interface = HerculesInterface(hmodel.h_dict)
 
 print("Running open-loop controller...")
+wind_controller = WindFarmPowerDistributingController(
+    interface, "wind_farm", controller_parameters={"ramp_rate_limit": ramp_rate_limit}
+)
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
-    input_dict=hmodel.h_dict,
-    component_controllers=[
-        WindFarmPowerDistributingController(interface, hmodel.h_dict, "wind_farm", ramp_rate_limit)
-    ],
+    controller_parameters={"component_controllers": [wind_controller]},
 )
 hmodel.assign_controller(controller)
 
@@ -45,17 +45,12 @@
 interface = HerculesInterface(hmodel.h_dict)
 
 print("Running closed-loop controller...")
+wind_controller = WindFarmPowerTrackingController(
+    interface, "wind_farm", controller_parameters={"ramp_rate_limit": ramp_rate_limit}
+)
 controller = HybridSupervisoryControllerGeneric(
     interface=interface,
-    input_dict=hmodel.h_dict,
-    component_controllers=[
-        WindFarmPowerTrackingController(
-            interface,
-            hmodel.h_dict,
-            "wind_farm",
-            controller_parameters={"ramp_rate_limit": ramp_rate_limit},
-        )
-    ],
+    controller_parameters={"component_controllers": [wind_controller]},
 )
 hmodel.assign_controller(controller)
 
diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 7af653be..8eac3ebb 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -11,7 +11,7 @@ class BatteryController(ControllerBase):
     changes in power reference, which can lead to degradation.
     """
 
-    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
+    def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         """
         Instantiate BatteryController.
 
@@ -116,7 +116,7 @@ class BatteryPassthroughController(ControllerBase):
     Simply passes power reference down to (single) battery.
     """
 
-    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
+    def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         """
         Instantiate BatteryPassthroughController."
         """
@@ -169,29 +169,21 @@ class BatteryPriceSOCController(ControllerBase):
         used at the Hercules/hybrid_plant level.
     """
 
-    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
+    def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         super().__init__(interface, cname, verbose)
 
-        # Check that parameters are not specified both in input file
-        # and in controller_parameters
-        if "controller" in input_dict:
-            for cp in controller_parameters.keys():
-                if cp in input_dict["controller"]:
-                    raise KeyError(
-                        'Found key "' + cp + '" in both input_dict["controller"] and'
-                        " in controller_parameters."
-                    )
-            controller_parameters = {**controller_parameters, **input_dict["controller"]}
+        self.check_controller_parameters(controller_parameters)
         self.set_controller_parameters(**controller_parameters)
 
-        self.rated_power_charging = input_dict[self.cname]["charge_rate"]
-        self.rated_power_discharging = input_dict[self.cname]["discharge_rate"]
+        # TODO: These should now come from plant_parameters
+        self.rated_power_charging = self.plant_parameters[self.cname]["charge_rate"]
+        self.rated_power_discharging = self.plant_parameters[self.cname]["discharge_rate"]
 
         # Save the duration rounded to nearest hour
         # TODO: WILL NEED TO GET THE NAME!
         self.duration = round(
-            interface.plant_parameters[self.cname]["energy_capacity"]
-            / interface.plant_parameters[self.cname]["power_capacity"]
+            self.plant_parameters[self.cname]["energy_capacity"]
+            / self.plant_parameters[self.cname]["power_capacity"]
         )
 
         # Raise if duration makes this controller implausible
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 29ed55a1..c8e3a563 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -14,11 +14,8 @@ class HybridSupervisoryControllerGeneric(ControllerBase):
     def __init__(
         self,
         interface,
-        input_dict,
         cname="supervisor",
         controller_parameters={},
-        component_controllers=[],  # Could be in controller_parameters?
-        curtailment_order=None,  # Could be in controller_parameters?
         verbose=False,
     ):
         """
diff --git a/hycon/controllers/hydrogen_plant_controller.py b/hycon/controllers/hydrogen_plant_controller.py
index d9d446be..b563f849 100644
--- a/hycon/controllers/hydrogen_plant_controller.py
+++ b/hycon/controllers/hydrogen_plant_controller.py
@@ -7,7 +7,6 @@ class HydrogenPlantController(ControllerBase):
     def __init__(
         self,
         interface,
-        input_dict,
         cname="hydrogen",
         controller_parameters={},
         verbose=False,
diff --git a/hycon/controllers/lookup_based_wake_steering_controller.py b/hycon/controllers/lookup_based_wake_steering_controller.py
index 73e9fcf8..b4b26389 100644
--- a/hycon/controllers/lookup_based_wake_steering_controller.py
+++ b/hycon/controllers/lookup_based_wake_steering_controller.py
@@ -12,7 +12,6 @@ class LookupBasedWakeSteeringController(ControllerBase):
     def __init__(
         self,
         interface: InterfaceBase,
-        input_dict: dict,
         cname: str,
         controller_parameters: dict = {},
         verbose: bool = False,
diff --git a/hycon/controllers/solar_passthrough_controller.py b/hycon/controllers/solar_passthrough_controller.py
index 4ad2f3f7..3ffb3131 100644
--- a/hycon/controllers/solar_passthrough_controller.py
+++ b/hycon/controllers/solar_passthrough_controller.py
@@ -6,8 +6,10 @@ class SolarPassthroughController(ControllerBase):
     Simply passes power reference down to (scalar) solar simulator.
     """
 
-    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=True):
+    def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         super().__init__(interface, cname, verbose)
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
 
     def set_controller_parameters(self):
         pass
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index afa8ad83..4c5f5b0a 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -12,7 +12,7 @@ class WindFarmPowerDistributingController(ControllerBase):
     feedback on current power generation.
     """
 
-    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=False):
+    def __init__(self, interface, cname, controller_parameters={}, verbose=False):
         super().__init__(interface, cname, verbose=verbose)
 
         if self.cname in self.plant_parameters:
@@ -112,7 +112,7 @@ class WindFarmPowerTrackingController(WindFarmPowerDistributingController):
     Inherits from WindFarmPowerDistributingController.
     """
 
-    def __init__(self, interface, input_dict, cname, controller_parameters={}, verbose=False):
+    def __init__(self, interface, cname, controller_parameters={}, verbose=False):
         """
         Constructor for WindFarmPowerTrackingController.
 
@@ -123,7 +123,7 @@ def __init__(self, interface, input_dict, cname, controller_parameters={}, verbo
             ramp_rate_limit: Ramp rate limit for the controller (kW/s). Defaults to None.
             verbose: Boolean flag for verbosity.
         """
-        super().__init__(interface, input_dict, cname, verbose=verbose)
+        super().__init__(interface, cname, verbose=verbose)
 
         # Using bad inheritance here, so will have to recheck ramp rate limit parameters
         self.check_controller_parameters(controller_parameters)
diff --git a/tests/battery_test.py b/tests/battery_test.py
index 731c11bb..e87f5fc3 100644
--- a/tests/battery_test.py
+++ b/tests/battery_test.py
@@ -8,7 +8,7 @@ def test_BatteryPriceSOCController_init(test_hercules_dict):
     test_interface = HerculesInterface(test_hercules_dict)
 
     # Initialize controller
-    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict, "battery")
+    test_controller = BatteryPriceSOCController(test_interface, "battery")
 
     # Check that the controller is initialized correctly
     assert test_controller.rated_power_charging == test_hercules_dict["battery"]["charge_rate"]
@@ -23,7 +23,7 @@ def test_BatteryPriceSOCController_compute_controls(test_hercules_dict):
     test_interface = HerculesInterface(test_hercules_dict)
 
     # Initialize controller
-    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict, "battery")
+    test_controller = BatteryPriceSOCController(test_interface, "battery")
 
     # For testing, overwrite the high_soc and low_soc
     test_controller.high_soc = 0.8
@@ -83,7 +83,7 @@ def test_BatteryPriceSOCController_compute_controls_2_hour_duration(test_hercule
     test_interface = HerculesInterface(test_hercules_dict)
 
     # Initialize controller
-    test_controller = BatteryPriceSOCController(test_interface, test_hercules_dict, "battery")
+    test_controller = BatteryPriceSOCController(test_interface, "battery")
 
     # For testing, overwrite the high_soc and low_soc
     test_controller.high_soc = 0.8
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 806bc5eb..c93f0f95 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -21,35 +21,23 @@
 )
 
 
-def test_controller_instantiation(test_interface_standin, test_hercules_v1_dict):
+def test_controller_instantiation(test_interface_standin):
     """
     Tests whether all controllers can be imported correctly and that they
     each implement the required methods specified by ControllerBase.
     """
-    _ = LookupBasedWakeSteeringController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
-    )
-    _ = WindFarmPowerDistributingController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
-    )
-    _ = WindFarmPowerTrackingController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="wind_farm"
-    )
-    _ = SolarPassthroughController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="solar_farm"
-    )
-    _ = BatteryPassthroughController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="battery"
-    )
-    _ = BatteryController(
-        interface=test_interface_standin, input_dict=test_hercules_v1_dict, cname="battery"
-    )
+    _ = LookupBasedWakeSteeringController(interface=test_interface_standin, cname="wind_farm")
+    _ = WindFarmPowerDistributingController(interface=test_interface_standin, cname="wind_farm")
+    _ = WindFarmPowerTrackingController(interface=test_interface_standin, cname="wind_farm")
+    _ = SolarPassthroughController(interface=test_interface_standin, cname="solar_farm")
+    _ = BatteryPassthroughController(interface=test_interface_standin, cname="battery")
+    _ = BatteryController(interface=test_interface_standin, cname="battery")
 
 
 def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface_hercules_ad):
     # No lookup table passed; simply passes through wind direction to yaw angles
     test_controller = LookupBasedWakeSteeringController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, cname="wind_farm"
+        interface=test_interface_hercules_ad, cname="wind_farm"
     )
 
     # Check that the controller can be stepped
@@ -76,7 +64,6 @@ def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface
     )
     test_controller = LookupBasedWakeSteeringController(
         interface=test_interface_hercules_ad,
-        input_dict=test_hercules_v1_dict,
         cname="wind_farm",
         controller_parameters={"df_yaw": df_opt_test},
     )
@@ -94,7 +81,7 @@ def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface
 
 def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interface_hercules_ad):
     test_controller = WindFarmPowerDistributingController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, cname="wind_farm"
+        interface=test_interface_hercules_ad, cname="wind_farm"
     )
 
     # Default behavior when no power reference is given
@@ -120,7 +107,6 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
     # Test that ramp rate limits are applied
     test_controller = WindFarmPowerDistributingController(
         interface=test_interface_hercules_ad,
-        input_dict=test_hercules_v1_dict,
         cname="wind_farm",
         controller_parameters={"ramp_rate_limit": 200},
     )
@@ -143,7 +129,7 @@ def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interfa
 
 def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_hercules_ad):
     test_controller = WindFarmPowerTrackingController(
-        interface=test_interface_hercules_ad, input_dict=test_hercules_v1_dict, cname="wind_farm"
+        interface=test_interface_hercules_ad, cname="wind_farm"
     )
 
     # Test no change to power setpoints if producing desired power
@@ -180,7 +166,6 @@ def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_h
     # Test that more aggressive control leads to faster response
     test_controller = WindFarmPowerTrackingController(
         interface=test_interface_hercules_ad,
-        input_dict=test_hercules_v1_dict,
         cname="wind_farm",
         controller_parameters={"proportional_gain": 2},
     )
@@ -199,19 +184,12 @@ def test_HybridSupervisoryControllerGeneric_reference_tracking(
     Tests for the HybridSupervisoryControllerGeneric when following a power reference.
     """
     # Establish lower controllers
-    wind_controller = WindFarmPowerDistributingController(
-        test_interface_hercules, test_hercules_dict, "wind_farm"
-    )
-    solar_controller = SolarPassthroughController(
-        test_interface_hercules, test_hercules_dict, "solar_farm"
-    )
-    battery_controller = BatteryPassthroughController(
-        test_interface_hercules, test_hercules_dict, "battery"
-    )
+    wind_controller = WindFarmPowerDistributingController(test_interface_hercules, "wind_farm")
+    solar_controller = SolarPassthroughController(test_interface_hercules, "solar_farm")
+    battery_controller = BatteryPassthroughController(test_interface_hercules, "battery")
 
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface_hercules,
-        input_dict=test_hercules_dict,
         controller_parameters={
             "component_controllers": [wind_controller, solar_controller, battery_controller],
         },
@@ -265,17 +243,14 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     battery_charge_rate = test_hercules_dict["battery"]["charge_rate"]
 
     # Establish lower controllers
-    wind_controller = WindFarmPowerTrackingController(
-        test_interface, test_hercules_dict, "wind_farm"
-    )
-    solar_controller = SolarPassthroughController(test_interface, test_hercules_dict, "solar_farm")
-    battery_controller = BatteryPassthroughController(test_interface, test_hercules_dict, "battery")
+    wind_controller = WindFarmPowerTrackingController(test_interface, "wind_farm")
+    solar_controller = SolarPassthroughController(test_interface, "solar_farm")
+    battery_controller = BatteryPassthroughController(test_interface, "battery")
 
     ## First, try with wind and solar only
     test_interface.component_names = ["wind_farm", "solar_farm"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_dict,
         controller_parameters={"component_controllers": [wind_controller, solar_controller]},
     )
 
@@ -295,7 +270,6 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_interface.component_names = ["wind_farm", "battery"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_dict,
         controller_parameters={"component_controllers": [wind_controller, battery_controller]},
     )
 
@@ -315,7 +289,6 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_interface.component_names = ["solar_farm", "battery"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_dict,
         controller_parameters={"component_controllers": [solar_controller, battery_controller]},
     )
 
@@ -335,7 +308,6 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_interface.component_names = ["wind_farm"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_dict,
         controller_parameters={"component_controllers": [wind_controller]},
     )
 
@@ -347,7 +319,6 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_interface.component_names = ["solar_farm"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_dict,
         controller_parameters={"component_controllers": [solar_controller]},
     )
     out_dict = test_controller.step(test_hercules_dict)
@@ -357,7 +328,6 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_interface.component_names = ["battery"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,
-        input_dict=test_hercules_dict,
         controller_parameters={"component_controllers": [battery_controller]},
     )
     out_dict = test_controller.step(test_hercules_dict)
@@ -366,9 +336,7 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
 
 def test_BatteryController(test_hercules_v1_dict):
     test_interface = HerculesBatteryInterface(test_hercules_v1_dict)
-    test_controller = BatteryController(
-        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.1}
-    )
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.1})
 
     # Test when starting with 0 power output
     power_ref = 1000
@@ -379,17 +347,13 @@ def test_BatteryController(test_hercules_v1_dict):
     assert 0 < out_0 < power_ref
 
     # Test that increasing the gain increases the control response
-    test_controller = BatteryController(
-        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.5}
-    )
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.5})
     test_controller.step(test_hercules_v1_dict)
     out_1 = test_controller._controls_dict["battery"]["power_setpoint"]
     assert out_0 < out_1 < power_ref
 
     # Decreasing the gain slows the response
-    test_controller = BatteryController(
-        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.01}
-    )
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.01})
     test_controller.step(test_hercules_v1_dict)
     out_2 = test_controller._controls_dict["battery"]["power_setpoint"]
     assert 0 < out_2 < out_0
@@ -397,9 +361,7 @@ def test_BatteryController(test_hercules_v1_dict):
     # More complex test for smoothing capabilities (mid-low gain)
     power_refs_in = np.tile(np.array([1000.0, -1000.0]), 5)
     power_refs_out = np.zeros_like(power_refs_in)
-    test_controller = BatteryController(
-        test_interface, test_hercules_v1_dict, "battery", {"k_batt": 0.1}
-    )
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.1})
 
     battery_power = 0
     for i, pr_in in enumerate(power_refs_in):
@@ -423,7 +385,6 @@ def test_BatteryController(test_hercules_v1_dict):
     test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
     test_controller_0 = BatteryController(
         test_interface,
-        test_hercules_v1_dict,
         "battery",
         {"clipping_thresholds": clipping_threshold_0},
     )
@@ -432,7 +393,6 @@ def test_BatteryController(test_hercules_v1_dict):
 
     test_controller_1 = BatteryController(
         test_interface,
-        test_hercules_v1_dict,
         "battery",
         {"clipping_thresholds": clipping_threshold_1},
     )
@@ -441,7 +401,6 @@ def test_BatteryController(test_hercules_v1_dict):
 
     test_controller_2 = BatteryController(
         test_interface,
-        test_hercules_v1_dict,
         "battery",
         {"clipping_thresholds": clipping_threshold_2},
     )
@@ -483,9 +442,7 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     Tests that the HydrogenPlantController outputs a reasonable signal
     """
     ## Test with only wind providing generation
-    wind_controller = WindFarmPowerTrackingController(
-        test_interface_hercules, test_hercules_dict, "wind_farm"
-    )
+    wind_controller = WindFarmPowerTrackingController(test_interface_hercules, "wind_farm")
 
     # Remove components not used for first test
     test_herc_dict_windonly = copy.deepcopy(test_hercules_dict)
@@ -503,7 +460,6 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     test_controller_parameters["generator_controller"] = wind_controller
     test_controller = HydrogenPlantController(
         interface=test_interface_hercules,
-        input_dict=test_herc_dict_windonly,
         cname="electrolyzer",
         controller_parameters=test_controller_parameters,
     )
@@ -532,16 +488,11 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
 
     hybrid_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface_hercules,
-        input_dict=test_hercules_dict,
         controller_parameters={
             "component_controllers": [
                 wind_controller,
-                SolarPassthroughController(
-                    test_interface_hercules, test_hercules_dict, "solar_farm"
-                ),
-                BatteryPassthroughController(
-                    test_interface_hercules, test_hercules_dict, "battery"
-                ),
+                SolarPassthroughController(test_interface_hercules, "solar_farm"),
+                BatteryPassthroughController(test_interface_hercules, "battery"),
             ],
         },
     )
@@ -549,7 +500,6 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     test_controller_parameters["generator_controller"] = hybrid_controller
     test_controller = HydrogenPlantController(
         interface=test_interface_hercules,
-        input_dict=test_hercules_dict,
         cname="electrolyzer",
         controller_parameters=test_controller_parameters,
     )
@@ -583,7 +533,6 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     with pytest.raises(KeyError):
         HydrogenPlantController(
             interface=test_interface_hercules,
-            input_dict=test_hercules_dict,
             controller_parameters=external_controller_parameters,
         )
 
@@ -592,6 +541,5 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     with pytest.raises(KeyError):
         HydrogenPlantController(
             interface=test_interface_hercules,
-            input_dict=test_hercules_dict,
             controller_parameters=external_controller_parameters,
         )

From 5261dd90402575abb532b6ec5e9f2db6e755d541 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 14:37:59 -0600
Subject: [PATCH 18/39] Add handling to allow testing battery control for
 checking battery headroom

---
 hycon/controllers/battery_controller.py        |  3 +++
 hycon/controllers/controller_base.py           | 13 +++++++++++++
 .../hybrid_supervisory_controller.py           | 18 ++++++++++++++----
 3 files changed, 30 insertions(+), 4 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 8eac3ebb..bc428221 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -108,6 +108,9 @@ def compute_controls(self, measurements_dict):
 
         controls_dict = {self.cname: {"power_setpoint": current_power + u}}
 
+        # if np.isclose(controls_dict[self.cname]["power_setpoint"], 14.45, atol=1e-2):
+        #     import ipdb; ipdb.set_trace()
+
         return controls_dict
 
 
diff --git a/hycon/controllers/controller_base.py b/hycon/controllers/controller_base.py
index 47e95d8a..8c6a300f 100644
--- a/hycon/controllers/controller_base.py
+++ b/hycon/controllers/controller_base.py
@@ -1,3 +1,4 @@
+import copy
 import inspect
 from abc import ABCMeta, abstractmethod
 
@@ -66,6 +67,18 @@ def check_controller_parameters(self, controller_parameters):
 
         return None
 
+    def compute_controls_without_updating_state(self, measurements_dict):
+        """
+        Compute controls without updating internal state. This is used when the control output
+        needs to be queried without actually updating the controller's internal state, such as
+        in the hybrid supervisory controller when querying component controllers for their desired
+        power references without actually updating their states.
+        """
+        self._initial_state = copy.deepcopy(self.__dict__)
+        controls_dict = self.compute_controls(measurements_dict)
+        self.__dict__.update(copy.deepcopy(self._initial_state))
+        return controls_dict
+
     @abstractmethod
     def set_controller_parameters(self, **kwargs):
         raise NotImplementedError("set_controller_parameters must be implemented in child class.")
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index c8e3a563..027a3c06 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -1,3 +1,5 @@
+import copy
+
 import numpy as np
 
 from hycon.controllers.controller_base import ControllerBase
@@ -95,10 +97,18 @@ def compute_controls(self, measurements_dict):
                 cc.plant_parameters[cc.cname].get("state_of_charge_max", 1.0),
                 atol=1e-2,  # Within 1% of max SOC, assume storage is fully charged
             ):
-                # TODO: Check if the controller _wants_ to charge
-                total_available_storage_for_charging += cc.plant_parameters[cc.cname]["charge_rate"]
-
-        # Establish dynamic upper limit
+                # Ask to charge at the full charge rate---this will then indicate whether the
+                # storage would like to charge, for more complex battery controllers.
+                standin_measurements_dict = copy.deepcopy(measurements_dict)
+                standin_measurements_dict[cc.cname]["power_reference"] = -cc.plant_parameters[
+                    cc.cname
+                ]["charge_rate"]
+                total_available_storage_for_charging += np.maximum(
+                    0,
+                    -cc.compute_controls_without_updating_state(standin_measurements_dict)[
+                        cc.cname
+                    ]["power_setpoint"],
+                )
 
         # Get overall reference, and remove from measurements_dict to avoid confusion for
         # component controllers.

From 6e71ab782508cdbf7357cc86c0f0bc9d48e36e6c Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 15:34:49 -0600
Subject: [PATCH 19/39] Add SOC limitations

---
 hycon/controllers/battery_controller.py | 15 +++++++++++----
 tests/conftest.py                       |  2 ++
 2 files changed, 13 insertions(+), 4 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index bc428221..bbda9fb2 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -178,12 +178,10 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         self.check_controller_parameters(controller_parameters)
         self.set_controller_parameters(**controller_parameters)
 
-        # TODO: These should now come from plant_parameters
         self.rated_power_charging = self.plant_parameters[self.cname]["charge_rate"]
         self.rated_power_discharging = self.plant_parameters[self.cname]["discharge_rate"]
 
         # Save the duration rounded to nearest hour
-        # TODO: WILL NEED TO GET THE NAME!
         self.duration = round(
             self.plant_parameters[self.cname]["energy_capacity"]
             / self.plant_parameters[self.cname]["power_capacity"]
@@ -207,8 +205,7 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=True):
     def set_controller_parameters(
         self,
         high_soc=1.0,
-        low_soc=0.2,
-        **_,  # <- Allows arbitrary additional parameters to be passed, which are ignored
+        low_soc=0.0,
     ):
         """
         Set parameters for BatteryPriceSOCController.
@@ -258,4 +255,14 @@ def compute_controls(self, measurements_dict):
         else:
             power_setpoint = 0.0
 
+        # Limit the power_setpoint by the SOC
+        if power_setpoint > 0:  # Trying to discharge
+            if soc <= self.plant_parameters[self.cname]["state_of_charge_min"]:  # Fully depleted
+                power_setpoint = 0.0
+
+        # Other way
+        if power_setpoint < 0:  # Trying to charge
+            if soc >= self.plant_parameters[self.cname]["state_of_charge_max"]:  # Fully charged
+                power_setpoint = 0.0
+
         return {self.cname: {"power_setpoint": power_setpoint}}
diff --git a/tests/conftest.py b/tests/conftest.py
index 87e99b67..b50ec669 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -68,6 +68,8 @@ def test_hercules_dict():
             "discharge_rate": 15e3,
             "component_type": "BatterySimple",
             "component_category": "storage",
+            "max_SOC": 0.95,
+            "min_SOC": 0.05,
         },
         "electrolyzer": {
             "H2_mfr": 0.03,

From 44018786ed45a3a0a79abceaaf7197f727d476cd Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 15:52:19 -0600
Subject: [PATCH 20/39] Generalize solar farm name

---
 hycon/controllers/solar_passthrough_controller.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/hycon/controllers/solar_passthrough_controller.py b/hycon/controllers/solar_passthrough_controller.py
index 3ffb3131..9a7a3ee2 100644
--- a/hycon/controllers/solar_passthrough_controller.py
+++ b/hycon/controllers/solar_passthrough_controller.py
@@ -15,4 +15,4 @@ def set_controller_parameters(self):
         pass
 
     def compute_controls(self, measurements_dict):
-        return {self.cname: {"power_setpoint": measurements_dict["solar_farm"]["power_reference"]}}
+        return {self.cname: {"power_setpoint": measurements_dict[self.cname]["power_reference"]}}

From d5a347cbe9a7dba3b49e8b63778dc2fba2d3d369 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 16:34:10 -0600
Subject: [PATCH 21/39] Docs page updates

---
 docs/controllers.md | 52 +++++++++++++++++++++++++++++++++++++++------
 docs/interfaces.md  | 24 +++++++++++++++------
 2 files changed, 62 insertions(+), 14 deletions(-)

diff --git a/docs/controllers.md b/docs/controllers.md
index d2cdd1d1..fa9e6eda 100644
--- a/docs/controllers.md
+++ b/docs/controllers.md
@@ -10,19 +10,33 @@ signals and return a second dictionary (nominally called `controls_dict`) that
 returns the control actions. In the basic set up, `measurement_dict` is 
 provided to `compute_controls()` by the `step()` method defined on
 `ControllerBase`, and the returned `controls_dict` is then passed via the
-interface at the conclusion of the `step()` method.
+interface at the conclusion of the `step()` method. In addition, controllers must
+also implement a method `set_controller_parameters()` that accepts a dictionary of controller parameters. If no parameters are needed, this may simple be an empty 
+method (but it is still required).
+
+## Controller structure and inputs/outputs
+Each controller is structured as a class that inherits from `ControllerBase`. The
+constructor for each controller must accept the following arguments:
+- `interface`: the interface object that the controller will use to read in measurements and pass out control actions. See [Interfaces](interfaces) for more details on the interface.
+- `cname`: the name of the controller, which is used to read in the relevant controller parameters from the plant parameters dictionary as well as access appropriate portions of the `measurement_dict`. This is a string that should match a key in the plant parameters dictionary (often, the name of the Hercules hybrid plant component).
+- `controller_parameters`: a dictionary of controller parameters. The keys in this dictionary should match the keys expected by the `set_controller_parameters()` method for the controller. This dictionary is passed to the `set_controller_parameters()` method on instantiation. Details on the expected parameters for each controller are provided in the documentation for each controller below.
+- `verbose`: a boolean that sets whether the controller should print out information about its operation. Defaults to `False`. Verbosity is not yet fully built out in Hycon.
 
 ## Available controllers
 
 (controllers_luwakesteer)=
 ### LookupBasedWakeSteeringController
-Yaw controller that implements wake steering based on a lookup table. 
-Requires a `df_opt` object produced by a FLORIS yaw optimization routine. See example 
+Yaw controller that implements wake steering based on a lookup table.
+`controller_parameters` may include keys:
+-  `df_yaw`: dataframe as produced by a FLORIS yaw optimization routine that contains the lookup table for wake steering. The keys of this dictionary are tuples of the form `(wind_direction, wind_speed)`, and the values are lists of yaw angles for each turbine in the farm. The lookup table is sampled at 10 degree increments of wind direction and 1 m/s increments of wind speed, but this may be updated in the future to allow for more flexible sampling. See example 
 lookup-based_wake_steering_florisstandin for example usage.
+- `hysteresis_dict`: dictionary of hysteresis zones for wake steering.
+- `yaw_IC`: initial yaw angles for the turbines.
 
 Currently, yaw angles are set based purely on the (local turbine) wind direction. The lookup table
 is sampled at a hardcoded wind speed of 8 m/s. This will be updated in future when an interface is
 developed for a simulator that provides wind turbine wind speeds also.
+See [Wake Steering Design](wake_steering_design) for more details on how to produce the lookup table and hysteresis zones.
 
 ### WakeSteeringROSCOStandin
 Not yet developed. May be combined into a universal simple LookupBasedWakeSteeringController.
@@ -35,7 +49,9 @@ reference between wind turbines evenly, without checking whether turbines are
 able to produce power at the requested level. Not expected to perform well when
 wind turbines are waked or cannot produce the desired power for other reasons. 
 However, is a useful comparison case for the WindFarmPowerTrackingController 
-(described below).
+(described below). 
+`controller_parameters` may include keys:
+- `ramp_rate_limit`: a limit on the ramp rate for the entire plant, in units of kW/s.
 
 (controllers_wfpowertracking)=
 ### WindFarmPowerTrackingController
@@ -48,14 +64,21 @@ Further details provided in
 
 Integral action, as well as gain scheduling based on turbine saturation, has been disabled as 
 simple proportional control appears sufficient currently. However, these may be enabled at a 
-later date if needed. The `proportional_gain` for the controller may be provided on instantiation,
-and defaults to `proportional_gain = 1`.
+later date if needed. 
+
+`controller_parameters` may include keys:
+- `proportional_gain`: the proportional gain for the controller.
+- `ramp_rate_limit`: a limit on the ramp rate for the entire plant, in units of kW/s.
 
 (controllers_generichybrid)=
 ### HybridSupervisoryControllerGeneric
 
 Closed-loop supervisory controller for a hybrid plants.
-Reads in current power production from various components, as well as a possible plant power reference, and manages individual component controllers. Depending on the mode of operation of component controllers, enables plant-wide power tracking or independent control up to the interconnection limit. When power tracking, simply passes the plant-wide power reference to the component controllers in the reverse curtailment order until the reference is met. Component controllers are specified as a list using the `component_controllers` argument on instantiation, and the `curtailment_order` is a list of integers referencing the `component_controllers` list. If `curtailment_order` is not provided, the default is to curtail components in the reverse order they are provided in the `component_controllers` list (that is, the final component in the list is curtailed first, and the first component in the list is curtailed last).
+Reads in current power production from various components, as well as a possible plant power reference, and manages individual component controllers. Depending on the mode of operation of component controllers, enables plant-wide power tracking or independent control up to the interconnection limit. When power tracking, simply passes the plant-wide power reference to the component controllers in the reverse curtailment order until the reference is met.
+
+`controller_parameters` may include keys:
+- `component_controllers`: list of (Hycon) controllers for the various components in the hybrid plant.
+- `curtailment_order`: list of integers referencing the `component_controllers` list. If `curtailment_order` is not provided, the default is to curtail components in the reverse order they are provided in the `component_controllers` list (that is, the final component in the list is curtailed first, and the first component in the list is curtailed last).
 
 (controllers_battery)=
 ### BatteryController
@@ -85,6 +108,10 @@ The default is to apply the full reference across the full range of SOCs, i.e.
     graphics/clipping-schedules.png
 )
 
+`controller_parameters` may include keys:
+- `k_batt`: the controller gain for the battery controller.
+- `clipping_thresholds`: a list of four fractional SOC thresholds for clipping the battery reference as described above.
+
 (controllers_hydrogen)=
 ### HydrogenPlantController
 Simple closed-loop controller for an off-grid power generation/hydrogen plant. The controller uses an external hydrogen reference signal to control the hydrogen production of the plant through setting the power reference signal.
@@ -94,6 +121,13 @@ Reads in current power production from the generator(s), the current hydrogen pr
 The power reference computed is then passed to a secondary power generation plant controller, which is assigned to the `HydrogenPlantController` on instantiation.
 This secondary power generation controller could be {ref}`controllers_wfpowertracking` for a wind-only plant, {ref}`controllers_generichybrid` for a hybrid generation plant, etc.
 
+`controller_parameters` may include keys:
+- `nominal_plant_power_kW`: the nominal power of the electrolysis plant, used to scale the proportional gain for computing the power reference.
+- `nominal_hydrogen_rate_kgps`: the nominal hydrogen production rate of the plant, used to scale the proportional gain for computing the power reference (units kg/s).
+- `generator_controller`: a Hycon controller for the power generation component(s) of the plant, which is assigned to the `HydrogenPlantController` on instantiation and to which the computed power reference is passed.
+- `hydrogen_controller_gain`: the proportional gain for computing the power reference from the hydrogen production error.
+
+
 (controllers_batterymarket)=
 ### BatteryPriceSOCController
 Controller to capture revenues in the real-time market using a battery. The
@@ -105,3 +139,7 @@ prices from the day-ahead market, the battery is instructed to charge (if
 possible). Otherwise, the battery remains idle.
 
 When the battery is close to fully depleted or fully charge, the threshold for charging/discharging changes to the lowest and highest day-ahead price, respectively.
+
+`controller_parameters` may include keys:
+- `high_soc`: the SOC above which the battery will only charge if the real-time price is above the 1 highest day-ahead price.
+- `low_soc`: the SOC below which the battery will only discharge if the real-time price is below the 1 lowest day-ahead price.
diff --git a/docs/interfaces.md b/docs/interfaces.md
index 0672a8b2..f06cf6d0 100644
--- a/docs/interfaces.md
+++ b/docs/interfaces.md
@@ -21,21 +21,31 @@ These methods will all be called in the `step()` method of `ControllerBase`.
 
 ## Available interfaces
 
+### HerculesInterface
+
+For direct python communication with the latest version of Hercules. This should be instantiated
+in a runscript that is running Hercules; used to generate a `controller` from the Hycon controllers submodule; and that `controller` should be passed to the
+`HerculesModel` after instantiation via `HerculesModel.assign_controller()`. The main purpose for this interface is for sending power reference signals to various types of hybrid plant components modeled in Hercules (and receiving state measurements from the components as well as external signals like electricity price).
+
+## Interfaces in development
+
+### ROSCO_ZMQInterface
+For sending and receiving communications from one or more ROSCO instances 
+(which are likely connected to OpenFAST and FAST.Farm). Uses ZeroMQ to pass
+messages between workers.
+
+## Deprecated interfaces
+
 ### HerculesADInterface
-For direct python communication with Hercules. This should be instantiated 
+For direct python communication with Hercules v1. This should be instantiated 
 in a runscript that is running Hercules; used to generate a `controller` from 
 the Hycon controllers submodule; and that `controller` should be passed to the
 Hercules `Emulator` upon its instantiation. Support transmitting yaw angles 
 and power setpoints to wind turbines.
 
 ### HerculesHybridADInterface
-For direct python communication with Hercules, when simulating a hybrid 
+For direct python communication with Hercules v1, when simulating a hybrid 
 wind/solar/battery plant. Also handles Hercules' hydrogen modules.
 Supports sending power reference signals to each wind turbine in a wind farm,
 as well as a bulk power signal to the solar farm and a bulk power signal to the
 battery.
-
-### ROSCO_ZMQInterface
-For sending and receiving communications from one or more ROSCO instances 
-(which are likely connected to OpenFAST and FAST.Farm). Uses ZeroMQ to pass
-messages between workers.

From c674889a9fab19f0682efe3d5e2be57ebe462249 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 27 Apr 2026 16:46:54 -0600
Subject: [PATCH 22/39] Add docstrings

---
 hycon/controllers/battery_controller.py       | 24 +++++++++++--
 .../hybrid_supervisory_controller.py          | 24 +++++++++----
 .../controllers/hydrogen_plant_controller.py  | 13 +++++++
 .../lookup_based_wake_steering_controller.py  | 23 +++++++++----
 .../solar_passthrough_controller.py           | 10 ++++++
 .../wind_farm_power_tracking_controller.py    | 34 +++++++++++++++++--
 6 files changed, 110 insertions(+), 18 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index bbda9fb2..2ae6ae7a 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -17,7 +17,8 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=True):
 
         Args:
             interface (object): Interface object for communicating with simulator.
-            input_dict (dict): Dictionary of input parameters (e.g. from Hercules).
+            cname (str): Name of controller, which should match the name of the corresponding
+                plant component.
             controller_parameters (dict): Dictionary of controller parameters k_batt and
                 clipping_thresholds. See set_controller_parameters for more details. If
                 controller parameters are provided both in input_dict and controller_parameters,
@@ -121,7 +122,15 @@ class BatteryPassthroughController(ControllerBase):
 
     def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         """
-        Instantiate BatteryPassthroughController."
+        Instantiate BatteryPassthroughController.
+
+        Args:
+            interface (object): Interface object for communicating with simulator.
+            cname (str): Name of controller, which should match the name of the corresponding
+                plant component.
+            controller_parameters (dict): Dictionary of controller parameters. Not used for
+                BatteryPassthroughController, but included for consistency with ControllerBase.
+            verbose (bool): If True, print debug information.
         """
         super().__init__(interface, cname, verbose)
 
@@ -173,6 +182,17 @@ class BatteryPriceSOCController(ControllerBase):
     """
 
     def __init__(self, interface, cname, controller_parameters={}, verbose=True):
+        """
+        Instantiate BatteryPriceSOCController.
+
+        Args:
+            interface (object): Interface object for communicating with simulator.
+            cname (str): Name of controller, which should match the name of the corresponding
+                plant component.
+            controller_parameters (dict): Dictionary of controller parameters high_soc and low_soc.
+                See set_controller_parameters method for more details.
+            verbose (bool): If True, print debug information.
+        """
         super().__init__(interface, cname, verbose)
 
         self.check_controller_parameters(controller_parameters)
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 027a3c06..a9068fd9 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -21,16 +21,15 @@ def __init__(
         verbose=False,
     ):
         """
+        Instantiate HybridSupervisoryControllerGeneric.
 
         Args:
             interface: The controller's interface to the plant.
-            input_dict: Dictionary containing any additional information needed to initialize the
-                controller.
-            component_controllers: List of controllers for the individual components in the plant.
-                Must be in the same order as the components are listed in the plant parameters.
-            curtailment_order: List of component names corresponding to the order in which
-                components should be curtailed to satisfy interconnection limits. The first element
-                in the list will be curtailed first.
+            cname: The name of the controller, which should correspond to a key in the plant
+                parameters dictionary. Defaults to "supervisor".
+            controller_parameters: Dictionary of controller parameters. Should include keys
+                "component_controllers" and "curtailment_order". See set_controller_parameters for
+                details. Defaults to empty dictionary.
             verbose: Whether to print additional information during controller operation.
         """
         super().__init__(interface=interface, cname=cname, verbose=verbose)
@@ -51,6 +50,17 @@ def __init__(
             )
 
     def set_controller_parameters(self, component_controllers=[], curtailment_order=None):
+        """
+        Set controller parameters for HybridSupervisoryControllerGeneric.
+
+        Args:
+            component_controllers: List of component controllers to coordinate. Should be
+                instantiated Hycon-compatible controllers with cnames corresponding to the plant
+                components in the simulation.
+            curtailment_order: List of integers corresponding to the order in which to curtail
+                components when the overall power reference exceeds the interconnection limit.
+        """
+
         # Check valid component_controllers
         if len(component_controllers) == 0:
             raise ValueError(
diff --git a/hycon/controllers/hydrogen_plant_controller.py b/hycon/controllers/hydrogen_plant_controller.py
index b563f849..15e5bcc7 100644
--- a/hycon/controllers/hydrogen_plant_controller.py
+++ b/hycon/controllers/hydrogen_plant_controller.py
@@ -11,6 +11,16 @@ def __init__(
         controller_parameters={},
         verbose=False,
     ):
+        """
+        Constructor for HydrogenPlantController.
+
+        Args:
+            interface (InterfaceBase): Interface object for communicating with the plant.
+            cname (str): Name of the controller. Defaults to "hydrogen".
+            controller_parameters (dict): Dictionary of controller parameters. See
+                set_controller_parameters for details.
+            verbose (bool): Verbosity flag. Defaults to False.
+        """
         super().__init__(interface, cname=cname, verbose=verbose)
 
         # Check that parameters are not specified both in input file
@@ -42,6 +52,9 @@ def set_controller_parameters(
         Args:
             nominal_plant_power_kW (float): Nominal power of the plant in kW.
             nominal_hydrogen_rate_kgps (float): Nominal hydrogen production rate in kg/s.
+            generator_controller (ControllerBase): Controller for the generator. This controller
+                should accept a power reference as an input and output appropriate generator
+                controls.
             hydrogen_controller_gain (float): Gain for the hydrogen controller. Defaults to 1.0.
         """
 
diff --git a/hycon/controllers/lookup_based_wake_steering_controller.py b/hycon/controllers/lookup_based_wake_steering_controller.py
index b4b26389..c6888677 100644
--- a/hycon/controllers/lookup_based_wake_steering_controller.py
+++ b/hycon/controllers/lookup_based_wake_steering_controller.py
@@ -21,12 +21,10 @@ def __init__(
 
         Args:
             interface (InterfaceBase): Interface object for communicating with the plant.
-            input_dict (dict): Dictionary of input parameters.
-            df_yaw (pd.DataFrame): DataFrame of yaw offsets. May be produced using tools in
-                hycon.design_tools.wake_steering_design. Defaults to None.
-            hysteresis_dict (dict): Dictionary of hysteresis zones. May be produced using
-                compute_hysteresis_zones function in hycon.design_tools.wake_steering_design.
-                Defaults to None.
+            cname (str): Name of the controller, used for indexing into measurements and controls
+                dictionaries. Should match the component name in the plant model.
+            controller_parameters (dict): Dictionary of controller parameters. See
+                set_controller_parameters for details on expected controller parameters.
             verbose (bool): Verbosity flag.
         """
         super().__init__(interface, cname, verbose=verbose)
@@ -40,6 +38,19 @@ def __init__(
         self.set_controller_parameters(**controller_parameters)
 
     def set_controller_parameters(self, df_yaw=None, hysteresis_dict=None, yaw_IC=270.0):
+        """
+        Set controller parameters for LookupBasedWakeSteeringController.
+
+        Args:
+            df_yaw (pd.DataFrame): DataFrame of yaw offsets. May be produced using tools in
+                hycon.design_tools.wake_steering_design. Defaults to None.
+            hysteresis_dict (dict): Dictionary of hysteresis zones. May be produced using
+                compute_hysteresis_zones function in hycon.design_tools.wake_steering_design.
+                Defaults to None.
+            yaw_IC (float or list of floats): Initial condition for yaw angles. If a single
+                float is provided, it is applied to all turbines. If a list is provided, it should
+                be of length num_turbines. Defaults to 270.0 (aligned with incoming wind direction).
+        """
         if df_yaw is None:
             if hysteresis_dict is not None:
                 raise ValueError(
diff --git a/hycon/controllers/solar_passthrough_controller.py b/hycon/controllers/solar_passthrough_controller.py
index 9a7a3ee2..8ed8fe49 100644
--- a/hycon/controllers/solar_passthrough_controller.py
+++ b/hycon/controllers/solar_passthrough_controller.py
@@ -7,6 +7,16 @@ class SolarPassthroughController(ControllerBase):
     """
 
     def __init__(self, interface, cname, controller_parameters={}, verbose=True):
+        """
+        Constructor for SolarPassthroughController.
+
+        Args:
+            interface (InterfaceBase): Interface object for communicating with the plant.
+            cname (str): Name of the controller, used for indexing into measurements and controls
+                dictionaries. Should match the component name in the plant model.
+            controller_parameters (dict): Dictionary of controller parameters. Empty for this
+                passthrough controller.
+        """
         super().__init__(interface, cname, verbose)
         self.check_controller_parameters(controller_parameters)
         self.set_controller_parameters(**controller_parameters)
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index 4c5f5b0a..ebd53df6 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -13,6 +13,18 @@ class WindFarmPowerDistributingController(ControllerBase):
     """
 
     def __init__(self, interface, cname, controller_parameters={}, verbose=False):
+        """
+        Constructor for WindFarmPowerDistributingController.
+
+        Args:
+            interface: Hycon Interface object for communication with the simulation environment.
+            cname: Name of the controller, used for indexing into measurements and controls
+                dictionaries. Should match the component name in the plant model.
+            controller_parameters: Dictionary of controller parameters. See
+                set_controller_parameters for details on expected controller parameters.
+            verbose: Boolean flag for verbosity.
+        """
+
         super().__init__(interface, cname, verbose=verbose)
 
         if self.cname in self.plant_parameters:
@@ -29,6 +41,13 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=False):
         self._first_call = True
 
     def set_controller_parameters(self, ramp_rate_limit=None):
+        """
+        Set controller parameters for WindFarmPowerDistributingController.
+
+        Args:
+            ramp_rate_limit: Ramp rate limit for the controller (kW/s). Defaults to None, which
+                corresponds to no ramp rate limit.
+        """
         if ramp_rate_limit is None:
             ramp_rate_limit = np.inf
         elif ramp_rate_limit < 0:
@@ -118,9 +137,10 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=False):
 
         Args:
             interface: Hycon Interface object for communication with the simulation environment.
-            input_dict: Dictionary containing input parameters for the controller.
-            proportional_gain: Proportional gain for the controller.
-            ramp_rate_limit: Ramp rate limit for the controller (kW/s). Defaults to None.
+            cname: Name of the controller, used for indexing into measurements and controls
+                dictionaries. Should match the component name in the plant model.
+            controller_parameters: Dictionary of controller parameters. See
+                set_controller_parameters for details on expected controller parameters.
             verbose: Boolean flag for verbosity.
         """
         super().__init__(interface, cname, verbose=verbose)
@@ -130,6 +150,14 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=False):
         self.set_controller_parameters(**controller_parameters)
 
     def set_controller_parameters(self, proportional_gain=1.0, ramp_rate_limit=None):
+        """
+        Set controller parameters for WindFarmPowerTrackingController.
+
+        Args:
+            proportional_gain: Proportional gain for the controller. Defaults to 1.0.
+            ramp_rate_limit: Ramp rate limit for the controller (kW/s). Defaults to None, which
+                corresponds to no ramp rate limit.
+        """
         if ramp_rate_limit is None:
             ramp_rate_limit = np.inf
         elif ramp_rate_limit < 0:

From 090705fc0d6288366a82bd067425a89481d4c159 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 28 Apr 2026 11:14:31 -0600
Subject: [PATCH 23/39] Move override down to component level

---
 hycon/interfaces/hercules_interface.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 250d6e76..a8ab0d8a 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -182,8 +182,6 @@ def send_controls(
                 controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop(
                     "power_setpoints"
                 )
-
-        # Overwrite h_dict elements with controls_dict
-        h_dict = h_dict | controls_dict
+            h_dict[c] = h_dict[c] | controls_dict[c]
 
         return h_dict

From 1e6b42f9a73d1396827f04aa9b138e05660a7b27 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 28 Apr 2026 11:34:27 -0600
Subject: [PATCH 24/39] Add curtailing controller, not yet tested

---
 hycon/controllers/__init__.py                 |  1 +
 .../price_curtailing_controller.py            | 60 +++++++++++++++++++
 2 files changed, 61 insertions(+)
 create mode 100644 hycon/controllers/price_curtailing_controller.py

diff --git a/hycon/controllers/__init__.py b/hycon/controllers/__init__.py
index d416aa3f..a10ac27c 100644
--- a/hycon/controllers/__init__.py
+++ b/hycon/controllers/__init__.py
@@ -10,6 +10,7 @@
 from hycon.controllers.lookup_based_wake_steering_controller import (
     LookupBasedWakeSteeringController,
 )
+from hycon.controllers.price_curtailing_controller import PriceCurtailingController
 from hycon.controllers.solar_passthrough_controller import SolarPassthroughController
 from hycon.controllers.wake_steering_rosco_standin import WakeSteeringROSCOStandin
 from hycon.controllers.wind_farm_power_tracking_controller import (
diff --git a/hycon/controllers/price_curtailing_controller.py b/hycon/controllers/price_curtailing_controller.py
new file mode 100644
index 00000000..e26211b3
--- /dev/null
+++ b/hycon/controllers/price_curtailing_controller.py
@@ -0,0 +1,60 @@
+from hycon.controllers.controller_base import ControllerBase
+
+
+class PriceCurtailingController(ControllerBase):
+    """
+    Curtails the component if the real-time price drops below a user-defined threshold.
+    Otherwise, simply passes through the power reference.
+    """
+
+    def __init__(self, interface, cname, controller_parameters={}, verbose=True):
+        """
+        Constructor for PriceCurtailingController.
+
+        Args:
+            interface (InterfaceBase): Interface object for communicating with the plant.
+            cname (str): Name of the controller, used for indexing into measurements and controls
+                dictionaries. Should match the component name in the plant model.
+            controller_parameters (dict): Dictionary of controller parameters. See
+                set_controller_parameters for details on expected controller parameters.
+        """
+        super().__init__(interface, cname, verbose)
+        self.check_controller_parameters(controller_parameters)
+        self.set_controller_parameters(**controller_parameters)
+
+    def set_controller_parameters(self, curtailment_price=0.0):
+        """
+        Set controller parameters for PriceCurtailingController.
+
+        Args:
+            curtailment_price: Real-time price threshold for curtailment. If the real-time price
+                drops below this threshold, the controller will curtail the component (i.e., set
+                power reference to 0). Defaults to 0.0.
+        """
+        if not isinstance(curtailment_price, (int, float)):
+            raise ValueError("curtailment_price must be a single numeric value.")
+        self.curtailment_price = curtailment_price
+
+    def compute_controls(self, measurements_dict):
+        if "RT_LMP" not in measurements_dict:
+            raise KeyError(
+                "measurements_dict must contain key 'RT_LMP' to use "
+                + self.__class__.__name__
+                + "."
+            )
+        elif "power_reference" not in measurements_dict[self.cname]:
+            raise KeyError(
+                "measurements_dict['"
+                + self.cname
+                + "'] must contain key 'power_reference' to use "
+                + self.__class__.__name__
+                + "."
+            )
+
+        # Threshold based on curtailment price
+        if measurements_dict["RT_LMP"] <= self.curtailment_price:
+            power_setpoint = 0.0
+        else:
+            power_setpoint = measurements_dict[self.cname]["power_reference"]
+
+        return {self.cname: {"power_setpoint": power_setpoint}}

From 2b229760ec2e49d101edb98b08f8f90161784cb9 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 28 Apr 2026 11:59:50 -0600
Subject: [PATCH 25/39] Minor bugfix and price curtailing test

---
 hycon/interfaces/hercules_interface.py |  4 ++-
 tests/controller_library_test.py       | 44 ++++++++++++++++++++++++++
 2 files changed, 47 insertions(+), 1 deletion(-)

diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index a8ab0d8a..26c305c9 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -6,6 +6,7 @@
 # Key: Hercules name. Value: Name to use in controller measurements dictionary
 hercules_data_channel_map = {
     "power": "power",
+    "power_reference": "power_reference",
     "soc": "state_of_charge",
     "turbine_powers": "turbine_powers",
     "turbine_speeds": "turbine_speeds",
@@ -182,6 +183,7 @@ def send_controls(
                 controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop(
                     "power_setpoints"
                 )
-            h_dict[c] = h_dict[c] | controls_dict[c]
+            if c in controls_dict:
+                h_dict[c] = h_dict[c] | controls_dict[c]
 
         return h_dict
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index c93f0f95..6afe7a98 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -11,6 +11,7 @@
     HybridSupervisoryControllerGeneric,
     HydrogenPlantController,
     LookupBasedWakeSteeringController,
+    PriceCurtailingController,
     SolarPassthroughController,
     WindFarmPowerDistributingController,
     WindFarmPowerTrackingController,
@@ -543,3 +544,46 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
             interface=test_interface_hercules,
             controller_parameters=external_controller_parameters,
         )
+
+def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
+    """
+    Tests that the PriceCurtailingController outputs a reasonable signal
+    """
+    # Consider a solar farm only
+    test_interface_hercules.component_names = ["solar_farm"]
+    test_controller = PriceCurtailingController(
+        interface=test_interface_hercules,
+        cname="solar_farm",
+        controller_parameters={"curtailment_price": 50}
+    )
+
+    # Test with price above curtailment threshold
+    power_setpoint_ref = 1000
+    test_hercules_dict["external_signals"]["lmp_rt"] = 100
+    test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, power_setpoint_ref)
+
+    # Test with price below curtailment threshold
+    test_hercules_dict["external_signals"]["lmp_rt"] = 25
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, 0)
+
+    # Test again with negative threshold
+    test_controller.set_controller_parameters(curtailment_price=-10)
+    test_hercules_dict["external_signals"]["lmp_rt"] = -5
+    test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, power_setpoint_ref)
+
+    test_hercules_dict["external_signals"]["lmp_rt"] = -15
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, 0)
+
+    # TODO: Add test for case where there is a lower-level reference tracking
+    # controller chained in.
+    
\ No newline at end of file

From 992de65f17cb29285d8c126fd069511710cf505f Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Wed, 29 Apr 2026 09:29:51 -0600
Subject: [PATCH 26/39] switch to using main power_setpoint key for wind also

---
 hycon/controllers/controller_base.py          |  2 +
 .../price_curtailing_controller.py            | 17 +++++++--
 .../wind_farm_power_tracking_controller.py    |  8 ++--
 hycon/interfaces/hercules_interface.py        |  5 +--
 hycon/interfaces/hercules_v1_interface.py     |  7 ++--
 tests/controller_library_test.py              | 37 ++++++++++++++++---
 tests/hercules_interface_test.py              | 12 +++---
 tests/hercules_v1_interfaces_test.py          | 10 ++---
 8 files changed, 66 insertions(+), 32 deletions(-)

diff --git a/hycon/controllers/controller_base.py b/hycon/controllers/controller_base.py
index 8c6a300f..66489dc3 100644
--- a/hycon/controllers/controller_base.py
+++ b/hycon/controllers/controller_base.py
@@ -66,6 +66,8 @@ def check_controller_parameters(self, controller_parameters):
             raise KeyError("Missing required controller parameters: " + str(missing_required_cps))
 
         return None
+    
+    # TODO: Consider an "update controller parameters" method. Not urgent.
 
     def compute_controls_without_updating_state(self, measurements_dict):
         """
diff --git a/hycon/controllers/price_curtailing_controller.py b/hycon/controllers/price_curtailing_controller.py
index e26211b3..e83b0953 100644
--- a/hycon/controllers/price_curtailing_controller.py
+++ b/hycon/controllers/price_curtailing_controller.py
@@ -22,7 +22,7 @@ def __init__(self, interface, cname, controller_parameters={}, verbose=True):
         self.check_controller_parameters(controller_parameters)
         self.set_controller_parameters(**controller_parameters)
 
-    def set_controller_parameters(self, curtailment_price=0.0):
+    def set_controller_parameters(self, curtailment_price=0.0, power_tracking_controller=None):
         """
         Set controller parameters for PriceCurtailingController.
 
@@ -33,7 +33,13 @@ def set_controller_parameters(self, curtailment_price=0.0):
         """
         if not isinstance(curtailment_price, (int, float)):
             raise ValueError("curtailment_price must be a single numeric value.")
+        if power_tracking_controller is None:
+            raise ValueError("price_curtailing_controller must be provided.")
+        elif not isinstance(power_tracking_controller, ControllerBase):
+            raise ValueError("price_curtailing_controller must be an instance of ControllerBase.")
+
         self.curtailment_price = curtailment_price
+        self.power_tracking_controller = power_tracking_controller
 
     def compute_controls(self, measurements_dict):
         if "RT_LMP" not in measurements_dict:
@@ -53,8 +59,11 @@ def compute_controls(self, measurements_dict):
 
         # Threshold based on curtailment price
         if measurements_dict["RT_LMP"] <= self.curtailment_price:
-            power_setpoint = 0.0
+            measurements_dict[self.cname]["power_reference"] = 0.0
         else:
-            power_setpoint = measurements_dict[self.cname]["power_reference"]
+            pass
+
+        # Compute controls using the underlying price_curtailing_controller
+        controls_dict = self.power_tracking_controller.compute_controls(measurements_dict)
 
-        return {self.cname: {"power_setpoint": power_setpoint}}
+        return {self.cname: {"power_setpoint": controls_dict[self.cname]["power_setpoint"]}}
diff --git a/hycon/controllers/wind_farm_power_tracking_controller.py b/hycon/controllers/wind_farm_power_tracking_controller.py
index ebd53df6..3903399a 100644
--- a/hycon/controllers/wind_farm_power_tracking_controller.py
+++ b/hycon/controllers/wind_farm_power_tracking_controller.py
@@ -76,14 +76,14 @@ def compute_controls(self, measurements_dict):
         else:
             farm_power_reference = POWER_SETPOINT_DEFAULT
 
-        turbine_power_setpoints = self.turbine_power_references(
+        controls_dict = self.turbine_power_references(
             farm_power_reference=farm_power_reference,
             turbine_powers=measurements_dict[self.cname]["turbine_powers"],
         )
 
         self._first_call = False
 
-        return turbine_power_setpoints
+        return controls_dict
 
     def turbine_power_references(
         self, farm_power_reference=POWER_SETPOINT_DEFAULT, turbine_powers=None
@@ -105,7 +105,7 @@ def turbine_power_references(
         # Apply ramp rate limit
         turbine_power_setpoints = self.apply_ramp_rate_limit(turbine_power_setpoints)
 
-        return {self.cname: {"power_setpoints": turbine_power_setpoints.tolist()}}
+        return {self.cname: {"power_setpoint": turbine_power_setpoints.tolist()}}
 
     def apply_ramp_rate_limit(self, unclipped_setpoints):
         if self._first_call:
@@ -199,4 +199,4 @@ def turbine_power_references(
         # Apply ramp rate limit
         turbine_power_setpoints = self.apply_ramp_rate_limit(unclipped_setpoints)
 
-        return {self.cname: {"power_setpoints": list(turbine_power_setpoints)}}
+        return {self.cname: {"power_setpoint": turbine_power_setpoints.tolist()}}
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 26c305c9..1b1cafd4 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -93,7 +93,6 @@ def __init__(self, h_dict):
     def check_controls(self, controls_dict):
         available_controls = [
             "power_setpoint",
-            "power_setpoints",
         ]
 
         # Check valid control keys _for each component_ on the hybrid plant
@@ -180,9 +179,7 @@ def send_controls(
         for c in self.component_names:
             c_type = self.component_types[c]
             if c_type in hercules_wind_types:
-                controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop(
-                    "power_setpoints"
-                )
+                controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop("power_setpoint")
             if c in controls_dict:
                 h_dict[c] = h_dict[c] | controls_dict[c]
 
diff --git a/hycon/interfaces/hercules_v1_interface.py b/hycon/interfaces/hercules_v1_interface.py
index 5cca23b1..c3ac9b76 100644
--- a/hycon/interfaces/hercules_v1_interface.py
+++ b/hycon/interfaces/hercules_v1_interface.py
@@ -57,7 +57,7 @@ def get_measurements(self, hercules_dict):
         return measurements
 
     def check_controls(self, controls_dict):
-        available_controls = ["yaw_angles", "power_setpoints"]
+        available_controls = ["yaw_angles", "power_setpoint"]
 
         for c in controls_dict.keys():
             for k in controls_dict[c].keys():
@@ -67,7 +67,7 @@ def check_controls(self, controls_dict):
     def send_controls(self, hercules_dict, controls_dict):
         yaw_angles = controls_dict["wind_farm"].get("yaw_angles", [-1000] * self.n_turbines)
         power_setpoints = controls_dict["wind_farm"].get(
-            "power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
+            "power_setpoint", [POWER_SETPOINT_DEFAULT] * self.n_turbines
         )
 
         hercules_dict["hercules_comms"]["amr_wind"][self.wf_name]["turbine_yaw_angles"] = yaw_angles
@@ -204,7 +204,6 @@ def get_measurements(self, hercules_dict):
     def check_controls(self, controls_dict):
         available_controls = [
             "power_setpoint",
-            "power_setpoints",
             "yaw_angles",
         ]
 
@@ -220,7 +219,7 @@ def send_controls(
     ):
         if self._has_wind_component:
             wind_power_setpoints = controls_dict["wind_farm"].get(
-                "power_setpoints", [POWER_SETPOINT_DEFAULT] * self.n_turbines
+                "power_setpoint", [POWER_SETPOINT_DEFAULT] * self.n_turbines
             )
             hercules_dict["hercules_comms"]["amr_wind"][self.wind_name][
                 "turbine_power_setpoints"
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 6afe7a98..056f100b 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -554,7 +554,12 @@ def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
     test_controller = PriceCurtailingController(
         interface=test_interface_hercules,
         cname="solar_farm",
-        controller_parameters={"curtailment_price": 50}
+        controller_parameters={
+            "curtailment_price": 50,
+            "power_tracking_controller": SolarPassthroughController(
+                test_interface_hercules, "solar_farm"
+            ),
+        }
     )
 
     # Test with price above curtailment threshold
@@ -572,7 +577,10 @@ def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
     assert np.isclose(power_setpoint_test, 0)
 
     # Test again with negative threshold
-    test_controller.set_controller_parameters(curtailment_price=-10)
+    test_controller.set_controller_parameters(
+        curtailment_price=-10,
+        power_tracking_controller=SolarPassthroughController(test_interface_hercules, "solar_farm"),
+    )
     test_hercules_dict["external_signals"]["lmp_rt"] = -5
     test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
     out_dict = test_controller.step(test_hercules_dict)
@@ -584,6 +592,25 @@ def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
     power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
     assert np.isclose(power_setpoint_test, 0)
 
-    # TODO: Add test for case where there is a lower-level reference tracking
-    # controller chained in.
-    
\ No newline at end of file
+    # Test with wind farm
+    test_interface_hercules.component_names = ["wind_farm"]
+    test_controller = PriceCurtailingController(
+        interface=test_interface_hercules,
+        cname="wind_farm",
+        controller_parameters={
+            "curtailment_price": 50,
+            "power_tracking_controller": WindFarmPowerDistributingController(
+                test_interface_hercules, "wind_farm"
+            ),
+        }
+    )
+    test_hercules_dict["external_signals"]["lmp_rt"] = 100
+    test_hercules_dict["wind_farm"]["power_reference"] = power_setpoint_ref
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    assert np.isclose(power_setpoint_test, power_setpoint_ref)
+
+    test_hercules_dict["external_signals"]["lmp_rt"] = 25
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    assert np.isclose(power_setpoint_test, 0)
diff --git a/tests/hercules_interface_test.py b/tests/hercules_interface_test.py
index 912dbc41..28e21264 100644
--- a/tests/hercules_interface_test.py
+++ b/tests/hercules_interface_test.py
@@ -41,11 +41,11 @@ def test_HerculesInterface_windonly(test_hercules_dict):
     assert measurements["forecast"] == test_forecast
 
     # Test check_controls()
-    controls_dict = {"wind_farm": {"power_setpoints": [2000.0, 3000.0]}}
+    controls_dict = {"wind_farm": {"power_setpoint": [2000.0, 3000.0]}}
     # Invalid key
     bad_controls_dict1 = {
         "wind_farm": {
-            "wind_power_setpoints": [2000.0, 3000.0],
+            "wind_power_setpoint": [2000.0, 3000.0],
             "unavailable_control": [0.0, 0.0],
         }
     }
@@ -58,7 +58,7 @@ def test_HerculesInterface_windonly(test_hercules_dict):
     # test send_controls()
     test_hercules_dict_out = interface.send_controls(test_hercules_dict, controls_dict)
     assert (
-        controls_dict["wind_farm"]["power_setpoints"]
+        controls_dict["wind_farm"]["power_setpoint"]
         == test_hercules_dict_out["wind_farm"]["turbine_power_setpoints"]
     )
 
@@ -108,13 +108,13 @@ def test_HerculesInterface_hybrid(test_hercules_dict):
 
     # Test check_controls()
     controls_dict = {
-        "wind_farm": {"power_setpoints": [2000.0, 3000.0]},
+        "wind_farm": {"power_setpoint": [2000.0, 3000.0]},
         "solar_farm": {"power_setpoint": 500.0},
         "battery": {"power_setpoint": -1000.0},
         # "hydrogen_power_setpoint": 0.02,
     }
     bad_controls_dict1 = {
-        "wind_farm": {"power_setpoints": [2000.0, 3000.0]},
+        "wind_farm": {"power_setpoint": [2000.0, 3000.0]},
         "solar_farm": {"power_setpoint": 500.0},
         "battery": {"unavailable_control": [0.0, 0.0]},
     }
@@ -128,7 +128,7 @@ def test_HerculesInterface_hybrid(test_hercules_dict):
     # Test send_controls()
     test_hercules_dict_out = interface.send_controls(test_hercules_dict, controls_dict)
     assert (
-        controls_dict["wind_farm"]["power_setpoints"]
+        controls_dict["wind_farm"]["power_setpoint"]
         == test_hercules_dict_out["wind_farm"]["turbine_power_setpoints"]
     )
     assert (
diff --git a/tests/hercules_v1_interfaces_test.py b/tests/hercules_v1_interfaces_test.py
index 35716011..9f69ecc3 100644
--- a/tests/hercules_v1_interfaces_test.py
+++ b/tests/hercules_v1_interfaces_test.py
@@ -44,7 +44,7 @@ def test_HerculesADInterface(test_hercules_v1_dict):
     controls_dict2 = {
         "wind_farm": {
             "yaw_angles": [270.0, 268.9],
-            "power_setpoints": [3000.0, 3000.0],
+            "power_setpoint": [3000.0, 3000.0],
         }
     }
     interface.check_controls(controls_dict)
@@ -54,7 +54,7 @@ def test_HerculesADInterface(test_hercules_v1_dict):
     bad_controls_dict2 = {
         "wind_farm": {
             "yaw_angles": [270.0, 268.9],
-            "power_setpoints": [3000.0, 3000.0],
+            "power_setpoint": [3000.0, 3000.0],
             "unavailable_control": [0.0, 0.0],
         }
     }
@@ -131,12 +131,12 @@ def test_HerculesHybridADInterface(test_hercules_v1_dict):
 
     # Test check_controls()
     controls_dict = {
-        "wind_farm": {"power_setpoints": [1000.0, 1000.0]},
+        "wind_farm": {"power_setpoint": [1000.0, 1000.0]},
         "solar_farm": {"power_setpoint": 1000.0},
         "battery": {"power_setpoint": 0.0},
     }
     bad_controls_dict = {
-        "wind_farm": {"power_setpoints": [1000.0, 1000.0]},
+        "wind_farm": {"power_setpoint": [1000.0, 1000.0]},
         "solar_farm": {"power_setpoint": 1000.0},
         "battery": {"power_setpoint": 0.0, "unavailable_control": 0.0},
     }
@@ -157,7 +157,7 @@ def test_HerculesHybridADInterface(test_hercules_v1_dict):
     )
     assert (
         test_hercules_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-        == controls_dict["wind_farm"]["power_setpoints"]
+        == controls_dict["wind_farm"]["power_setpoint"]
     )
     assert (
         test_hercules_dict_out["py_sims"]["inputs"]["solar_setpoint_mw"]

From cd5f9916458cd152b7fda54f2dc79dd92976d15f Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Wed, 29 Apr 2026 09:46:58 -0600
Subject: [PATCH 27/39] Formatting

---
 hycon/controllers/controller_base.py | 2 +-
 tests/controller_library_test.py     | 5 +++--
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/hycon/controllers/controller_base.py b/hycon/controllers/controller_base.py
index 66489dc3..1962b72e 100644
--- a/hycon/controllers/controller_base.py
+++ b/hycon/controllers/controller_base.py
@@ -66,7 +66,7 @@ def check_controller_parameters(self, controller_parameters):
             raise KeyError("Missing required controller parameters: " + str(missing_required_cps))
 
         return None
-    
+
     # TODO: Consider an "update controller parameters" method. Not urgent.
 
     def compute_controls_without_updating_state(self, measurements_dict):
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 056f100b..d54332b8 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -545,6 +545,7 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
             controller_parameters=external_controller_parameters,
         )
 
+
 def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
     """
     Tests that the PriceCurtailingController outputs a reasonable signal
@@ -559,7 +560,7 @@ def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
             "power_tracking_controller": SolarPassthroughController(
                 test_interface_hercules, "solar_farm"
             ),
-        }
+        },
     )
 
     # Test with price above curtailment threshold
@@ -602,7 +603,7 @@ def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
             "power_tracking_controller": WindFarmPowerDistributingController(
                 test_interface_hercules, "wind_farm"
             ),
-        }
+        },
     )
     test_hercules_dict["external_signals"]["lmp_rt"] = 100
     test_hercules_dict["wind_farm"]["power_reference"] = power_setpoint_ref

From f790f75583193e769e272872b35fa94bcbc9c3b9 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Thu, 30 Apr 2026 16:12:11 -0600
Subject: [PATCH 28/39] Update error message

---
 hycon/controllers/price_curtailing_controller.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/hycon/controllers/price_curtailing_controller.py b/hycon/controllers/price_curtailing_controller.py
index e83b0953..f2a9effb 100644
--- a/hycon/controllers/price_curtailing_controller.py
+++ b/hycon/controllers/price_curtailing_controller.py
@@ -34,9 +34,9 @@ def set_controller_parameters(self, curtailment_price=0.0, power_tracking_contro
         if not isinstance(curtailment_price, (int, float)):
             raise ValueError("curtailment_price must be a single numeric value.")
         if power_tracking_controller is None:
-            raise ValueError("price_curtailing_controller must be provided.")
+            raise ValueError("power_tracking_controller must be provided.")
         elif not isinstance(power_tracking_controller, ControllerBase):
-            raise ValueError("price_curtailing_controller must be an instance of ControllerBase.")
+            raise ValueError("power_tracking_controller must be an instance of ControllerBase.")
 
         self.curtailment_price = curtailment_price
         self.power_tracking_controller = power_tracking_controller
@@ -63,7 +63,7 @@ def compute_controls(self, measurements_dict):
         else:
             pass
 
-        # Compute controls using the underlying price_curtailing_controller
+        # Compute controls using the underlying power_tracking_controller
         controls_dict = self.power_tracking_controller.compute_controls(measurements_dict)
 
         return {self.cname: {"power_setpoint": controls_dict[self.cname]["power_setpoint"]}}

From 21282d3405d80b5c60ff1c304452b01011b30bac Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Fri, 1 May 2026 11:39:56 -0600
Subject: [PATCH 29/39] Handle disallowing grid charging

---
 docs/examples.md                              |  2 +-
 .../simple_hybrid_plant/hercules_input.yaml   |  2 +-
 .../hybrid_supervisory_controller.py          | 22 +++++++++++++++++--
 .../price_curtailing_controller.py            |  6 ++---
 hycon/interfaces/hercules_interface.py        |  4 +---
 tests/controller_library_test.py              | 22 ++++++++++++++++---
 6 files changed, 45 insertions(+), 13 deletions(-)

diff --git a/docs/examples.md b/docs/examples.md
index 04d9b4a7..1349ae7d 100644
--- a/docs/examples.md
+++ b/docs/examples.md
@@ -82,7 +82,7 @@ Example of a wind + solar + battery hybrid power plant using the
 {ref}`controllers_generichybrid` to
 track a steady power reference. The plant comprises 10 NREL 5MW reference wind turbines
 (50 MW total wind capacity); a 100MW solar PV array; and a 4-hour, 20MW battery (80MWh energy
-storage capacity).
+storage capacity) that can only charge from the local wind and solar generation.
 
 To run this example, navigate to the examples/simple_hybrid_plant folder and execute the python script runscript.py.
 
diff --git a/examples/simple_hybrid_plant/hercules_input.yaml b/examples/simple_hybrid_plant/hercules_input.yaml
index 56a07e0e..dd412d22 100644
--- a/examples/simple_hybrid_plant/hercules_input.yaml
+++ b/examples/simple_hybrid_plant/hercules_input.yaml
@@ -53,7 +53,7 @@ battery:
   discharge_rate: 20000 # discharge rate of the battery in kW
   max_SOC: 0.9 # upper boundary on battery SOC
   min_SOC: 0.1 # lower boundary on battery SOC
-  allow_grid_power_consumption: True
+  allow_grid_power_consumption: False
   initial_conditions:
     SOC: 0.88   # initial state of charge of the battery in percentage of total size
   log_channels:
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index a9068fd9..6a7b294a 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -138,8 +138,18 @@ def compute_controls(self, measurements_dict):
 
         # Initialize overall quantities
         power_export_total = 0.0
+        locally_generated_power_total = 0.0
         controls_dict = {}
 
+        # Compute total locally generated power from generators
+        locally_generated_power_total = sum(
+            [
+                measurements_dict[cc.cname]["power"]
+                for cc in self.component_controllers
+                if cc.plant_parameters[cc.cname]["component_category"] == "generator"
+            ]
+        )
+
         # Loop over curtailment order in reverse to bring in power for each component until we hit
         # the interconnection limit, then curtail as needed according to the order.
         for cidx in self.curtailment_order[::-1]:
@@ -148,11 +158,19 @@ def compute_controls(self, measurements_dict):
             if cc.plant_parameters[cc.cname]["component_category"] == "generator":
                 power_reference_component = power_reference_with_storage - power_export_total
             elif cc.plant_parameters[cc.cname]["component_category"] == "storage":
-                power_reference_component = power_reference_total - power_export_total
+                if cc.plant_parameters[cc.cname].get("allow_grid_charging", True):
+                    power_reference_component = power_reference_total - power_export_total
+                else:
+                    power_reference_component = max(
+                        power_reference_total - power_export_total,
+                        -locally_generated_power_total,
+                    )
+                    # Reduce or increase the available power to store
+                    locally_generated_power_total += measurements_dict[cc.cname]["power"]
 
             # Assign power_reference_component the upper limit for the component's power output,
             # as well as the power reference. Component controllers can then chose which to use.
-            measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component
+            measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component  # Not used
             measurements_dict[cc.cname]["power_reference"] = power_reference_component
 
             controls_dict.update(cc.compute_controls(measurements_dict))
diff --git a/hycon/controllers/price_curtailing_controller.py b/hycon/controllers/price_curtailing_controller.py
index f2a9effb..37d9a5ba 100644
--- a/hycon/controllers/price_curtailing_controller.py
+++ b/hycon/controllers/price_curtailing_controller.py
@@ -32,11 +32,11 @@ def set_controller_parameters(self, curtailment_price=0.0, power_tracking_contro
                 power reference to 0). Defaults to 0.0.
         """
         if not isinstance(curtailment_price, (int, float)):
-            raise ValueError("curtailment_price must be a single numeric value.")
+            raise ValueError("`curtailment_price` must be a single numeric value.")
         if power_tracking_controller is None:
-            raise ValueError("power_tracking_controller must be provided.")
+            raise ValueError("`power_tracking_controller` must be provided.")
         elif not isinstance(power_tracking_controller, ControllerBase):
-            raise ValueError("power_tracking_controller must be an instance of ControllerBase.")
+            raise ValueError("`power_tracking_controller` must be an instance of ControllerBase.")
 
         self.curtailment_price = curtailment_price
         self.power_tracking_controller = power_tracking_controller
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 1b1cafd4..c624ba4a 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -74,9 +74,7 @@ def __init__(self, h_dict):
                     "energy_capacity": h_dict[c]["energy_capacity"],
                     "charge_rate": h_dict[c]["charge_rate"],
                     "discharge_rate": h_dict[c]["discharge_rate"],
-                    "allow_grid_power_consumption": h_dict[c].get(
-                        "allow_grid_power_consumption", False
-                    ),
+                    "allow_grid_charging": h_dict[c].get("allow_grid_power_consumption", True),
                     "state_of_charge_max": h_dict[c].get("max_SOC", 1.0),
                     "state_of_charge_min": h_dict[c].get("min_SOC", 0.0),
                 }
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index d54332b8..2ab3f6d4 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -233,9 +233,9 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     test_interface = test_interface_hercules
 
     # Alter dict for test
-    solar_current = 800
-    wind_current = 900
-    power_ref = 1000
+    solar_current = 800.0
+    wind_current = 900.0
+    power_ref = 1000.0
 
     test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
     test_hercules_dict["wind_farm"]["power"] = wind_current
@@ -305,7 +305,23 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
         [solar_setpoint_test, battery_setpoint_test], [solar_setpoint_ref, battery_setpoint_ref]
     )
 
+    ## Test also the case where the battery is not allowed to charge from the grid
+    # Start with allowing grid charging
+    test_hercules_dict["external_signals"]["plant_power_reference"] = -100.0  # Must charge
+    out_dict = test_controller.step(test_hercules_dict)
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
+    assert np.isclose(battery_setpoint_test, -100.0 - solar_current)
+
+    # Switch to not allowing grid charging, capped at solar output
+    test_controller.component_controllers[1].plant_parameters["battery"]["allow_grid_charging"] = (
+        False
+    )
+    out_dict = test_controller.step(test_hercules_dict)
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
+    assert np.isclose(battery_setpoint_test, -solar_current)
+
     ## Only wind controller
+    test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
     test_interface.component_names = ["wind_farm"]
     test_controller = HybridSupervisoryControllerGeneric(
         interface=test_interface,

From 9541c3ffb2455c8cb49027f5d7d243979989269d Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Mon, 4 May 2026 17:30:44 -0600
Subject: [PATCH 30/39] Pass upper and lower limits to SOC controller

---
 hycon/controllers/battery_controller.py            | 11 +++++++++--
 hycon/controllers/hybrid_supervisory_controller.py | 10 +++++++---
 2 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 2ae6ae7a..1464e2ee 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -109,8 +109,8 @@ def compute_controls(self, measurements_dict):
 
         controls_dict = {self.cname: {"power_setpoint": current_power + u}}
 
-        # if np.isclose(controls_dict[self.cname]["power_setpoint"], 14.45, atol=1e-2):
-        #     import ipdb; ipdb.set_trace()
+        # TODO: Implement upper limit (interconnect limitation) and lower limit
+        # (if no grid charging)
 
         return controls_dict
 
@@ -148,6 +148,8 @@ def compute_controls(self, measurements_dict):
         """
         Main compute_controls method for BatteryPassthroughController.
         """
+        # TODO: Implement upper limit (interconnect limitation) and lower limit
+        # (if no grid charging)
         return {self.cname: {"power_setpoint": measurements_dict[self.cname]["power_reference"]}}
 
 
@@ -285,4 +287,9 @@ def compute_controls(self, measurements_dict):
             if soc >= self.plant_parameters[self.cname]["state_of_charge_max"]:  # Fully charged
                 power_setpoint = 0.0
 
+        # Apply limitations based on super controller
+        power_limit_lower = measurements_dict[self.cname].get("power_limit_lower", -np.inf)
+        power_limit_upper = measurements_dict[self.cname].get("power_limit_upper", np.inf)
+        power_setpoint = np.clip(power_setpoint, power_limit_lower, power_limit_upper)
+
         return {self.cname: {"power_setpoint": power_setpoint}}
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 6a7b294a..5187757b 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -160,17 +160,21 @@ def compute_controls(self, measurements_dict):
             elif cc.plant_parameters[cc.cname]["component_category"] == "storage":
                 if cc.plant_parameters[cc.cname].get("allow_grid_charging", True):
                     power_reference_component = power_reference_total - power_export_total
+                    measurements_dict[cc.cname]["power_limit_lower"] = -np.inf
+                    measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component
                 else:
                     power_reference_component = max(
                         power_reference_total - power_export_total,
                         -locally_generated_power_total,
                     )
+                    measurements_dict[cc.cname][
+                        "power_limit_lower"
+                    ] = -locally_generated_power_total
+                    measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component
                     # Reduce or increase the available power to store
                     locally_generated_power_total += measurements_dict[cc.cname]["power"]
 
-            # Assign power_reference_component the upper limit for the component's power output,
-            # as well as the power reference. Component controllers can then chose which to use.
-            measurements_dict[cc.cname]["power_limit_upper"] = power_reference_component  # Not used
+            # Assign power_reference_component for use by lower level controller
             measurements_dict[cc.cname]["power_reference"] = power_reference_component
 
             controls_dict.update(cc.compute_controls(measurements_dict))

From 04b64b0549210327ae9f0905e20408348a90041e Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 06:38:09 -0600
Subject: [PATCH 31/39] Add upper and lower limits to all battery controls;
 reorganize battery tests

---
 hycon/controllers/battery_controller.py |  17 ++--
 tests/battery_test.py                   | 116 +++++++++++++++++++++++-
 tests/controller_library_test.py        | 111 -----------------------
 3 files changed, 125 insertions(+), 119 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 1464e2ee..441cfd75 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -95,6 +95,11 @@ def compute_controls(self, measurements_dict):
         reference_power = measurements_dict[self.cname]["power_reference"]
         current_power = measurements_dict[self.cname]["power"]
         soc = measurements_dict[self.cname]["state_of_charge"]
+        power_lower_limit = measurements_dict[self.cname].get("power_lower_limit", -np.inf)
+        power_upper_limit = measurements_dict[self.cname].get("power_upper_limit", np.inf)
+
+        # Clip according to upper and lower limits
+        reference_power = np.clip(reference_power, power_lower_limit, power_upper_limit)
 
         # Apply reference clipping
         reference_power = self.soc_clipping(soc, reference_power)
@@ -109,9 +114,6 @@ def compute_controls(self, measurements_dict):
 
         controls_dict = {self.cname: {"power_setpoint": current_power + u}}
 
-        # TODO: Implement upper limit (interconnect limitation) and lower limit
-        # (if no grid charging)
-
         return controls_dict
 
 
@@ -148,9 +150,12 @@ def compute_controls(self, measurements_dict):
         """
         Main compute_controls method for BatteryPassthroughController.
         """
-        # TODO: Implement upper limit (interconnect limitation) and lower limit
-        # (if no grid charging)
-        return {self.cname: {"power_setpoint": measurements_dict[self.cname]["power_reference"]}}
+        power_setpoint = np.clip(
+            measurements_dict[self.cname]["power_reference"],
+            measurements_dict[self.cname].get("power_lower_limit", -np.inf),
+            measurements_dict[self.cname].get("power_upper_limit", np.inf),
+        )
+        return {self.cname: {"power_setpoint": power_setpoint}}
 
 
 class BatteryPriceSOCController(ControllerBase):
diff --git a/tests/battery_test.py b/tests/battery_test.py
index e87f5fc3..8c01fa22 100644
--- a/tests/battery_test.py
+++ b/tests/battery_test.py
@@ -1,7 +1,119 @@
-from hycon.controllers.battery_controller import (
+import numpy as np
+from hycon.controllers import (
+    BatteryController,
     BatteryPriceSOCController,
 )
-from hycon.interfaces import HerculesInterface
+from hycon.interfaces import (
+    HerculesInterface,
+)
+
+
+def test_BatteryController(test_hercules_dict):
+    test_hercules_dict["component_names"] = ["battery"]
+
+    test_interface = HerculesInterface(test_hercules_dict)
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.1})
+
+    # Test when starting with 0 power output
+    power_ref = 1000
+    test_hercules_dict["battery"]["power"] = 0
+    test_hercules_dict["battery"]["soc"] = 0.3
+    test_hercules_dict["battery"]["power_reference"] = power_ref
+    test_controller.step(test_hercules_dict)
+    out_0 = test_controller._controls_dict["battery"]["power_setpoint"]
+    assert 0 < out_0 < power_ref
+
+    # Test that increasing the gain increases the control response
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.5})
+    test_controller.step(test_hercules_dict)
+    out_1 = test_controller._controls_dict["battery"]["power_setpoint"]
+    assert out_0 < out_1 < power_ref
+
+    # Decreasing the gain slows the response
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.01})
+    test_controller.step(test_hercules_dict)
+    out_2 = test_controller._controls_dict["battery"]["power_setpoint"]
+    assert 0 < out_2 < out_0
+
+    # More complex test for smoothing capabilities (mid-low gain)
+    power_refs_in = np.tile(np.array([1000.0, -1000.0]), 5)
+    power_refs_out = np.zeros_like(power_refs_in)
+    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.1})
+
+    battery_power = 0
+    for i, pr_in in enumerate(power_refs_in):
+        test_hercules_dict["external_signals"]["plant_power_reference"] = pr_in
+        test_hercules_dict["battery"]["power"] = -battery_power
+        test_hercules_dict["time"] += 1
+        out = test_controller.step(test_hercules_dict)
+        battery_power = out["battery"]["power_setpoint"]
+        power_refs_out[i] = battery_power
+
+    assert (power_refs_out > -1000.0).all()
+    assert (power_refs_out < 1000.0).all()
+
+    # Test SOC-based clipping
+    clipping_threshold_0 = [0.0, 0.0, 1.0, 1.0]  # No clipping
+    clipping_threshold_1 = [0.1, 0.2, 0.8, 0.9]  # Clipping at 10%--20% and 80%--90%
+    clipping_threshold_2 = [0.0, 0.5, 0.5, 1.0]  # Clipping throughout
+
+    # at 30% SOC, all should match if power reference is small
+    test_hercules_dict["battery"]["power"] = 0.0
+    test_hercules_dict["battery"]["soc"] = 0.3
+    test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
+    test_controller_0 = BatteryController(
+        test_interface,
+        "battery",
+        {"clipping_thresholds": clipping_threshold_0},
+    )
+    test_controller_0.step(test_hercules_dict)
+    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
+
+    test_controller_1 = BatteryController(
+        test_interface,
+        "battery",
+        {"clipping_thresholds": clipping_threshold_1},
+    )
+    test_controller_1.step(test_hercules_dict)
+    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
+
+    test_controller_2 = BatteryController(
+        test_interface,
+        "battery",
+        {"clipping_thresholds": clipping_threshold_2},
+    )
+    test_controller_2.step(test_hercules_dict)
+    out_2 = test_controller_2._controls_dict["battery"]["power_setpoint"]
+
+    assert out_0 == out_1
+    assert out_0 == out_0
+
+    # Clipping comes into play in 2 when the reference is large
+    test_controller_0.x = 0
+    test_controller_1.x = 0
+    test_controller_2.x = 0
+    test_hercules_dict["battery"]["power_reference"] = 20000
+    test_controller_0.step(test_hercules_dict)
+    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
+    test_controller_1.step(test_hercules_dict)
+    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
+    test_controller_2.step(test_hercules_dict)
+    out_2 = test_controller_2._controls_dict["battery"]["power_setpoint"]
+
+    assert out_0 == out_1
+    assert out_0 > out_2
+
+    # at 85% SOC and large reference, 1 should be clipped
+    test_hercules_dict["battery"]["power"] = 0.0
+    test_hercules_dict["battery"]["soc"] = 0.85
+    test_controller_0.x = 0
+    test_controller_1.x = 0
+    test_controller_0.step(test_hercules_dict)
+    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
+    test_controller_1.step(test_hercules_dict)
+    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
+
+    assert out_0 > out_1
 
 
 def test_BatteryPriceSOCController_init(test_hercules_dict):
diff --git a/tests/controller_library_test.py b/tests/controller_library_test.py
index 2ab3f6d4..91638192 100644
--- a/tests/controller_library_test.py
+++ b/tests/controller_library_test.py
@@ -3,10 +3,7 @@
 import numpy as np
 import pandas as pd
 import pytest
-
-# import pandas as pd
 from hycon.controllers import (
-    BatteryController,
     BatteryPassthroughController,
     HybridSupervisoryControllerGeneric,
     HydrogenPlantController,
@@ -17,9 +14,6 @@
     WindFarmPowerTrackingController,
 )
 from hycon.controllers.wind_farm_power_tracking_controller import POWER_SETPOINT_DEFAULT
-from hycon.interfaces import (
-    HerculesBatteryInterface,
-)
 
 
 def test_controller_instantiation(test_interface_standin):
@@ -31,8 +25,6 @@ def test_controller_instantiation(test_interface_standin):
     _ = WindFarmPowerDistributingController(interface=test_interface_standin, cname="wind_farm")
     _ = WindFarmPowerTrackingController(interface=test_interface_standin, cname="wind_farm")
     _ = SolarPassthroughController(interface=test_interface_standin, cname="solar_farm")
-    _ = BatteryPassthroughController(interface=test_interface_standin, cname="battery")
-    _ = BatteryController(interface=test_interface_standin, cname="battery")
 
 
 def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface_hercules_ad):
@@ -351,109 +343,6 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     assert np.isclose(out_dict["battery"]["power_setpoint"], power_ref)
 
 
-def test_BatteryController(test_hercules_v1_dict):
-    test_interface = HerculesBatteryInterface(test_hercules_v1_dict)
-    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.1})
-
-    # Test when starting with 0 power output
-    power_ref = 1000
-    test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"] = {"power": 0, "soc": 0.3}
-    test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
-    test_controller.step(test_hercules_v1_dict)
-    out_0 = test_controller._controls_dict["battery"]["power_setpoint"]
-    assert 0 < out_0 < power_ref
-
-    # Test that increasing the gain increases the control response
-    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.5})
-    test_controller.step(test_hercules_v1_dict)
-    out_1 = test_controller._controls_dict["battery"]["power_setpoint"]
-    assert out_0 < out_1 < power_ref
-
-    # Decreasing the gain slows the response
-    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.01})
-    test_controller.step(test_hercules_v1_dict)
-    out_2 = test_controller._controls_dict["battery"]["power_setpoint"]
-    assert 0 < out_2 < out_0
-
-    # More complex test for smoothing capabilities (mid-low gain)
-    power_refs_in = np.tile(np.array([1000.0, -1000.0]), 5)
-    power_refs_out = np.zeros_like(power_refs_in)
-    test_controller = BatteryController(test_interface, "battery", {"k_batt": 0.1})
-
-    battery_power = 0
-    for i, pr_in in enumerate(power_refs_in):
-        test_hercules_v1_dict["external_signals"]["plant_power_reference"] = pr_in
-        test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"]["power"] = -battery_power
-        test_hercules_v1_dict["time"] += 1
-        out = test_controller.step(test_hercules_v1_dict)
-        battery_power = out["py_sims"]["inputs"]["battery_signal"]
-        power_refs_out[i] = battery_power
-
-    assert (power_refs_out > -1000.0).all()
-    assert (power_refs_out < 1000.0).all()
-
-    # Test SOC-based clipping
-    clipping_threshold_0 = [0.0, 0.0, 1.0, 1.0]  # No clipping
-    clipping_threshold_1 = [0.1, 0.2, 0.8, 0.9]  # Clipping at 10%--20% and 80%--90%
-    clipping_threshold_2 = [0.0, 0.5, 0.5, 1.0]  # Clipping throughout
-
-    # at 30% SOC, all should match if power reference is small
-    test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"] = {"power": 0, "soc": 0.3}
-    test_hercules_v1_dict["external_signals"]["plant_power_reference"] = power_ref
-    test_controller_0 = BatteryController(
-        test_interface,
-        "battery",
-        {"clipping_thresholds": clipping_threshold_0},
-    )
-    test_controller_0.step(test_hercules_v1_dict)
-    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
-
-    test_controller_1 = BatteryController(
-        test_interface,
-        "battery",
-        {"clipping_thresholds": clipping_threshold_1},
-    )
-    test_controller_1.step(test_hercules_v1_dict)
-    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
-
-    test_controller_2 = BatteryController(
-        test_interface,
-        "battery",
-        {"clipping_thresholds": clipping_threshold_2},
-    )
-    test_controller_2.step(test_hercules_v1_dict)
-    out_2 = test_controller_2._controls_dict["battery"]["power_setpoint"]
-
-    assert out_0 == out_1
-    assert out_0 == out_0
-
-    # Clipping comes into play in 2 when the reference is large
-    test_controller_0.x = 0
-    test_controller_1.x = 0
-    test_controller_2.x = 0
-    test_hercules_v1_dict["external_signals"]["plant_power_reference"] = 20000
-    test_controller_0.step(test_hercules_v1_dict)
-    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
-    test_controller_1.step(test_hercules_v1_dict)
-    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
-    test_controller_2.step(test_hercules_v1_dict)
-    out_2 = test_controller_2._controls_dict["battery"]["power_setpoint"]
-
-    assert out_0 == out_1
-    assert out_0 > out_2
-
-    # at 85% SOC and large reference, 1 should be clipped
-    test_hercules_v1_dict["py_sims"]["test_battery"]["outputs"] = {"power": 0, "soc": 0.85}
-    test_controller_0.x = 0
-    test_controller_1.x = 0
-    test_controller_0.step(test_hercules_v1_dict)
-    out_0 = test_controller_0._controls_dict["battery"]["power_setpoint"]
-    test_controller_1.step(test_hercules_v1_dict)
-    out_1 = test_controller_1._controls_dict["battery"]["power_setpoint"]
-
-    assert out_0 > out_1
-
-
 def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     """
     Tests that the HydrogenPlantController outputs a reasonable signal

From 8021525060abb17ed8f85a01684e5cf943c806ce Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 06:52:53 -0600
Subject: [PATCH 32/39] Reorganize tests

---
 ...ry_test.py => battery_controllers_test.py} |   0
 tests/controller_base_test.py                 |   8 +
 tests/general_controllers_test.py             |  77 ++++++
 ...ary_test.py => hybrid_controllers_test.py} | 229 ------------------
 tests/wind_controllers_test.py                | 151 ++++++++++++
 5 files changed, 236 insertions(+), 229 deletions(-)
 rename tests/{battery_test.py => battery_controllers_test.py} (100%)
 create mode 100644 tests/general_controllers_test.py
 rename tests/{controller_library_test.py => hybrid_controllers_test.py} (53%)
 create mode 100644 tests/wind_controllers_test.py

diff --git a/tests/battery_test.py b/tests/battery_controllers_test.py
similarity index 100%
rename from tests/battery_test.py
rename to tests/battery_controllers_test.py
diff --git a/tests/controller_base_test.py b/tests/controller_base_test.py
index c2f5ab10..c3a2510f 100644
--- a/tests/controller_base_test.py
+++ b/tests/controller_base_test.py
@@ -1,4 +1,5 @@
 import pytest
+from hycon.controllers import WindFarmPowerTrackingController
 from hycon.controllers.controller_base import ControllerBase
 
 
@@ -45,3 +46,10 @@ def test_inherited_methods(test_interface_standin):
         _ = InheritanceTestClassBad(test_interface_standin)
 
     _ = InheritanceTestClassGood(test_interface_standin)
+
+
+def test_inherited_instantiation(test_interface_standin):
+    """
+    Check that a subclass of InterfaceBase can be instantiated.
+    """
+    _ = WindFarmPowerTrackingController(interface=test_interface_standin, cname="test_cname")
diff --git a/tests/general_controllers_test.py b/tests/general_controllers_test.py
new file mode 100644
index 00000000..d5094a1f
--- /dev/null
+++ b/tests/general_controllers_test.py
@@ -0,0 +1,77 @@
+import numpy as np
+from hycon.controllers import (
+    PriceCurtailingController,
+    SolarPassthroughController,
+    WindFarmPowerDistributingController,
+)
+
+
+def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
+    """
+    Tests that the PriceCurtailingController outputs a reasonable signal
+    """
+    # Consider a solar farm only
+    test_interface_hercules.component_names = ["solar_farm"]
+    test_controller = PriceCurtailingController(
+        interface=test_interface_hercules,
+        cname="solar_farm",
+        controller_parameters={
+            "curtailment_price": 50,
+            "power_tracking_controller": SolarPassthroughController(
+                test_interface_hercules, "solar_farm"
+            ),
+        },
+    )
+
+    # Test with price above curtailment threshold
+    power_setpoint_ref = 1000
+    test_hercules_dict["external_signals"]["lmp_rt"] = 100
+    test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, power_setpoint_ref)
+
+    # Test with price below curtailment threshold
+    test_hercules_dict["external_signals"]["lmp_rt"] = 25
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, 0)
+
+    # Test again with negative threshold
+    test_controller.set_controller_parameters(
+        curtailment_price=-10,
+        power_tracking_controller=SolarPassthroughController(test_interface_hercules, "solar_farm"),
+    )
+    test_hercules_dict["external_signals"]["lmp_rt"] = -5
+    test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, power_setpoint_ref)
+
+    test_hercules_dict["external_signals"]["lmp_rt"] = -15
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
+    assert np.isclose(power_setpoint_test, 0)
+
+    # Test with wind farm
+    test_interface_hercules.component_names = ["wind_farm"]
+    test_controller = PriceCurtailingController(
+        interface=test_interface_hercules,
+        cname="wind_farm",
+        controller_parameters={
+            "curtailment_price": 50,
+            "power_tracking_controller": WindFarmPowerDistributingController(
+                test_interface_hercules, "wind_farm"
+            ),
+        },
+    )
+    test_hercules_dict["external_signals"]["lmp_rt"] = 100
+    test_hercules_dict["wind_farm"]["power_reference"] = power_setpoint_ref
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    assert np.isclose(power_setpoint_test, power_setpoint_ref)
+
+    test_hercules_dict["external_signals"]["lmp_rt"] = 25
+    out_dict = test_controller.step(test_hercules_dict)
+    power_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
+    assert np.isclose(power_setpoint_test, 0)
diff --git a/tests/controller_library_test.py b/tests/hybrid_controllers_test.py
similarity index 53%
rename from tests/controller_library_test.py
rename to tests/hybrid_controllers_test.py
index 91638192..943b6af6 100644
--- a/tests/controller_library_test.py
+++ b/tests/hybrid_controllers_test.py
@@ -1,173 +1,15 @@
 import copy
 
 import numpy as np
-import pandas as pd
 import pytest
 from hycon.controllers import (
     BatteryPassthroughController,
     HybridSupervisoryControllerGeneric,
     HydrogenPlantController,
-    LookupBasedWakeSteeringController,
-    PriceCurtailingController,
     SolarPassthroughController,
     WindFarmPowerDistributingController,
     WindFarmPowerTrackingController,
 )
-from hycon.controllers.wind_farm_power_tracking_controller import POWER_SETPOINT_DEFAULT
-
-
-def test_controller_instantiation(test_interface_standin):
-    """
-    Tests whether all controllers can be imported correctly and that they
-    each implement the required methods specified by ControllerBase.
-    """
-    _ = LookupBasedWakeSteeringController(interface=test_interface_standin, cname="wind_farm")
-    _ = WindFarmPowerDistributingController(interface=test_interface_standin, cname="wind_farm")
-    _ = WindFarmPowerTrackingController(interface=test_interface_standin, cname="wind_farm")
-    _ = SolarPassthroughController(interface=test_interface_standin, cname="solar_farm")
-
-
-def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface_hercules_ad):
-    # No lookup table passed; simply passes through wind direction to yaw angles
-    test_controller = LookupBasedWakeSteeringController(
-        interface=test_interface_hercules_ad, cname="wind_farm"
-    )
-
-    # Check that the controller can be stepped
-    test_hercules_v1_dict["time"] = 20
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_angles = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_yaw_angles"]
-    )
-    wind_directions = np.array(
-        test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_wind_directions"]
-    )
-    assert np.allclose(test_angles, wind_directions)
-
-    # Lookup table that specified 20 degree offset for T000, 10 degree offset for T001 for all
-    # wind directions
-    test_offsets = np.array([20.0, 10.0])
-    df_opt_test = pd.DataFrame(
-        data={
-            "wind_direction": [220.0, 220.0, 320.0, 320.0],
-            "wind_speed": [0.0, 20.0, 0.0, 20.0],
-            "yaw_angles_opt": [test_offsets] * 4,
-            "turbulence_intensity": [0.06] * 4,
-        }
-    )
-    test_controller = LookupBasedWakeSteeringController(
-        interface=test_interface_hercules_ad,
-        cname="wind_farm",
-        controller_parameters={"df_yaw": df_opt_test},
-    )
-
-    test_hercules_v1_dict["time"] = 20
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_angles = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_yaw_angles"]
-    )
-    wind_directions = np.array(
-        test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_wind_directions"]
-    )
-    assert np.allclose(test_angles, wind_directions - test_offsets)
-
-
-def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interface_hercules_ad):
-    test_controller = WindFarmPowerDistributingController(
-        interface=test_interface_hercules_ad, cname="wind_farm"
-    )
-
-    # Default behavior when no power reference is given
-    test_hercules_v1_dict["time"] = 20
-    test_hercules_v1_dict["external_signals"] = {}
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert np.allclose(
-        test_power_setpoints,
-        POWER_SETPOINT_DEFAULT / 2,
-    )
-
-    # Test with power reference
-    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert np.allclose(test_power_setpoints, 500)
-
-    # Test that ramp rate limits are applied
-    test_controller = WindFarmPowerDistributingController(
-        interface=test_interface_hercules_ad,
-        cname="wind_farm",
-        controller_parameters={"ramp_rate_limit": 200},
-    )
-    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
-    test_controller.step(input_dict=test_hercules_v1_dict)  # To initialize previous power setpoints
-    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 500
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert np.allclose(test_power_setpoints, (1000 - 200) / 2)
-
-    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 2000
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert np.allclose(test_power_setpoints, 1000 / 2)
-
-
-def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_hercules_ad):
-    test_controller = WindFarmPowerTrackingController(
-        interface=test_interface_hercules_ad, cname="wind_farm"
-    )
-
-    # Test no change to power setpoints if producing desired power
-    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [500, 500]
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert np.allclose(test_power_setpoints, 500)
-
-    # Test if power exceeds farm reference, power setpoints are reduced
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [600, 600]
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert (
-        test_power_setpoints
-        <= test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"]
-    ).all()
-
-    # Test if power is less than farm reference, power setpoints are increased
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [550, 400]
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert (
-        test_power_setpoints
-        >= test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"]
-    ).all()
-
-    # Test that more aggressive control leads to faster response
-    test_controller = WindFarmPowerTrackingController(
-        interface=test_interface_hercules_ad,
-        cname="wind_farm",
-        controller_parameters={"proportional_gain": 2},
-    )
-    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [600, 600]
-    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
-    test_power_setpoints_a = np.array(
-        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
-    )
-    assert (test_power_setpoints_a < test_power_setpoints).all()
 
 
 def test_HybridSupervisoryControllerGeneric_reference_tracking(
@@ -449,74 +291,3 @@ def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
             interface=test_interface_hercules,
             controller_parameters=external_controller_parameters,
         )
-
-
-def test_PriceCurtailingController(test_hercules_dict, test_interface_hercules):
-    """
-    Tests that the PriceCurtailingController outputs a reasonable signal
-    """
-    # Consider a solar farm only
-    test_interface_hercules.component_names = ["solar_farm"]
-    test_controller = PriceCurtailingController(
-        interface=test_interface_hercules,
-        cname="solar_farm",
-        controller_parameters={
-            "curtailment_price": 50,
-            "power_tracking_controller": SolarPassthroughController(
-                test_interface_hercules, "solar_farm"
-            ),
-        },
-    )
-
-    # Test with price above curtailment threshold
-    power_setpoint_ref = 1000
-    test_hercules_dict["external_signals"]["lmp_rt"] = 100
-    test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
-    out_dict = test_controller.step(test_hercules_dict)
-    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
-    assert np.isclose(power_setpoint_test, power_setpoint_ref)
-
-    # Test with price below curtailment threshold
-    test_hercules_dict["external_signals"]["lmp_rt"] = 25
-    out_dict = test_controller.step(test_hercules_dict)
-    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
-    assert np.isclose(power_setpoint_test, 0)
-
-    # Test again with negative threshold
-    test_controller.set_controller_parameters(
-        curtailment_price=-10,
-        power_tracking_controller=SolarPassthroughController(test_interface_hercules, "solar_farm"),
-    )
-    test_hercules_dict["external_signals"]["lmp_rt"] = -5
-    test_hercules_dict["solar_farm"]["power_reference"] = power_setpoint_ref
-    out_dict = test_controller.step(test_hercules_dict)
-    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
-    assert np.isclose(power_setpoint_test, power_setpoint_ref)
-
-    test_hercules_dict["external_signals"]["lmp_rt"] = -15
-    out_dict = test_controller.step(test_hercules_dict)
-    power_setpoint_test = np.array(out_dict["solar_farm"]["power_setpoint"])
-    assert np.isclose(power_setpoint_test, 0)
-
-    # Test with wind farm
-    test_interface_hercules.component_names = ["wind_farm"]
-    test_controller = PriceCurtailingController(
-        interface=test_interface_hercules,
-        cname="wind_farm",
-        controller_parameters={
-            "curtailment_price": 50,
-            "power_tracking_controller": WindFarmPowerDistributingController(
-                test_interface_hercules, "wind_farm"
-            ),
-        },
-    )
-    test_hercules_dict["external_signals"]["lmp_rt"] = 100
-    test_hercules_dict["wind_farm"]["power_reference"] = power_setpoint_ref
-    out_dict = test_controller.step(test_hercules_dict)
-    power_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
-    assert np.isclose(power_setpoint_test, power_setpoint_ref)
-
-    test_hercules_dict["external_signals"]["lmp_rt"] = 25
-    out_dict = test_controller.step(test_hercules_dict)
-    power_setpoint_test = sum(out_dict["wind_farm"]["turbine_power_setpoints"])
-    assert np.isclose(power_setpoint_test, 0)
diff --git a/tests/wind_controllers_test.py b/tests/wind_controllers_test.py
new file mode 100644
index 00000000..fa9cbe4f
--- /dev/null
+++ b/tests/wind_controllers_test.py
@@ -0,0 +1,151 @@
+import numpy as np
+import pandas as pd
+from hycon.controllers import (
+    LookupBasedWakeSteeringController,
+    WindFarmPowerDistributingController,
+    WindFarmPowerTrackingController,
+)
+from hycon.controllers.wind_farm_power_tracking_controller import POWER_SETPOINT_DEFAULT
+
+
+def test_LookupBasedWakeSteeringController(test_hercules_v1_dict, test_interface_hercules_ad):
+    # No lookup table passed; simply passes through wind direction to yaw angles
+    test_controller = LookupBasedWakeSteeringController(
+        interface=test_interface_hercules_ad, cname="wind_farm"
+    )
+
+    # Check that the controller can be stepped
+    test_hercules_v1_dict["time"] = 20
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_angles = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_yaw_angles"]
+    )
+    wind_directions = np.array(
+        test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_wind_directions"]
+    )
+    assert np.allclose(test_angles, wind_directions)
+
+    # Lookup table that specified 20 degree offset for T000, 10 degree offset for T001 for all
+    # wind directions
+    test_offsets = np.array([20.0, 10.0])
+    df_opt_test = pd.DataFrame(
+        data={
+            "wind_direction": [220.0, 220.0, 320.0, 320.0],
+            "wind_speed": [0.0, 20.0, 0.0, 20.0],
+            "yaw_angles_opt": [test_offsets] * 4,
+            "turbulence_intensity": [0.06] * 4,
+        }
+    )
+    test_controller = LookupBasedWakeSteeringController(
+        interface=test_interface_hercules_ad,
+        cname="wind_farm",
+        controller_parameters={"df_yaw": df_opt_test},
+    )
+
+    test_hercules_v1_dict["time"] = 20
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_angles = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_yaw_angles"]
+    )
+    wind_directions = np.array(
+        test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_wind_directions"]
+    )
+    assert np.allclose(test_angles, wind_directions - test_offsets)
+
+
+def test_WindFarmPowerDistributingController(test_hercules_v1_dict, test_interface_hercules_ad):
+    test_controller = WindFarmPowerDistributingController(
+        interface=test_interface_hercules_ad, cname="wind_farm"
+    )
+
+    # Default behavior when no power reference is given
+    test_hercules_v1_dict["time"] = 20
+    test_hercules_v1_dict["external_signals"] = {}
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert np.allclose(
+        test_power_setpoints,
+        POWER_SETPOINT_DEFAULT / 2,
+    )
+
+    # Test with power reference
+    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert np.allclose(test_power_setpoints, 500)
+
+    # Test that ramp rate limits are applied
+    test_controller = WindFarmPowerDistributingController(
+        interface=test_interface_hercules_ad,
+        cname="wind_farm",
+        controller_parameters={"ramp_rate_limit": 200},
+    )
+    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
+    test_controller.step(input_dict=test_hercules_v1_dict)  # To initialize previous power setpoints
+    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 500
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert np.allclose(test_power_setpoints, (1000 - 200) / 2)
+
+    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 2000
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert np.allclose(test_power_setpoints, 1000 / 2)
+
+
+def test_WindFarmPowerTrackingController(test_hercules_v1_dict, test_interface_hercules_ad):
+    test_controller = WindFarmPowerTrackingController(
+        interface=test_interface_hercules_ad, cname="wind_farm"
+    )
+
+    # Test no change to power setpoints if producing desired power
+    test_hercules_v1_dict["external_signals"]["wind_power_reference"] = 1000
+    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [500, 500]
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert np.allclose(test_power_setpoints, 500)
+
+    # Test if power exceeds farm reference, power setpoints are reduced
+    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [600, 600]
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert (
+        test_power_setpoints
+        <= test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"]
+    ).all()
+
+    # Test if power is less than farm reference, power setpoints are increased
+    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [550, 400]
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert (
+        test_power_setpoints
+        >= test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"]
+    ).all()
+
+    # Test that more aggressive control leads to faster response
+    test_controller = WindFarmPowerTrackingController(
+        interface=test_interface_hercules_ad,
+        cname="wind_farm",
+        controller_parameters={"proportional_gain": 2},
+    )
+    test_hercules_v1_dict["hercules_comms"]["amr_wind"]["test_farm"]["turbine_powers"] = [600, 600]
+    test_dict_out = test_controller.step(input_dict=test_hercules_v1_dict)
+    test_power_setpoints_a = np.array(
+        test_dict_out["hercules_comms"]["amr_wind"]["test_farm"]["turbine_power_setpoints"]
+    )
+    assert (test_power_setpoints_a < test_power_setpoints).all()

From 4daa2df9c9106a3c66bb3dd8447f97287ee69aa7 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 10:53:02 -0600
Subject: [PATCH 33/39] Add battery limits and tests

---
 .../hercules_input.yaml                       |  2 +-
 .../hybrid_supervisory_controller.py          | 13 ++---
 tests/battery_controllers_test.py             | 21 +++++++
 tests/conftest.py                             |  1 +
 tests/hybrid_controllers_test.py              | 56 +++++++++++++++++++
 5 files changed, 84 insertions(+), 9 deletions(-)

diff --git a/examples/single_turbine_flexible_interconnect/hercules_input.yaml b/examples/single_turbine_flexible_interconnect/hercules_input.yaml
index bb230e11..f32fc7f3 100644
--- a/examples/single_turbine_flexible_interconnect/hercules_input.yaml
+++ b/examples/single_turbine_flexible_interconnect/hercules_input.yaml
@@ -34,7 +34,7 @@ battery:
   discharge_rate: 500 # discharge rate of the battery in kW
   max_SOC: 0.9 # upper boundary on battery SOC
   min_SOC: 0.1 # lower boundary on battery SOC
-  allow_grid_power_consumption: True
+  allow_grid_power_consumption: False
   initial_conditions:
     SOC: 0.88   # initial state of charge of the battery in percentage of total size
   log_channels:
diff --git a/hycon/controllers/hybrid_supervisory_controller.py b/hycon/controllers/hybrid_supervisory_controller.py
index 5187757b..db51009d 100644
--- a/hycon/controllers/hybrid_supervisory_controller.py
+++ b/hycon/controllers/hybrid_supervisory_controller.py
@@ -38,13 +38,10 @@ def __init__(
         self.set_controller_parameters(**controller_parameters)
 
         # Extract interconnection limit, if specified
-        self.static_interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
-        if self.static_interconnect_limit == -1 or self.static_interconnect_limit is None:
-            self.static_interconnect_limit = np.inf
-        if (
-            not isinstance(self.static_interconnect_limit, (float, int))
-            or self.static_interconnect_limit < -1
-        ):
+        self._interconnect_limit = self.plant_parameters.get("interconnect_limit", np.inf)
+        if self._interconnect_limit == -1 or self._interconnect_limit is None:
+            self._interconnect_limit = np.inf
+        if not isinstance(self._interconnect_limit, (float, int)) or self._interconnect_limit < -1:
             raise ValueError(
                 "interconnect_limit must be a positive value (or -1, indicating no limit)."
             )
@@ -130,7 +127,7 @@ def compute_controls(self, measurements_dict):
             provided_power_reference = None
 
         power_reference_total = min(
-            self.static_interconnect_limit,
+            self._interconnect_limit,
             measurements_dict.get("dynamic_interconnect_limit", np.inf),
             provided_power_reference if provided_power_reference is not None else np.inf,
         )
diff --git a/tests/battery_controllers_test.py b/tests/battery_controllers_test.py
index 8c01fa22..875d14ec 100644
--- a/tests/battery_controllers_test.py
+++ b/tests/battery_controllers_test.py
@@ -115,6 +115,27 @@ def test_BatteryController(test_hercules_dict):
 
     assert out_0 > out_1
 
+    # Check upper and lower limits work (using the no-clipping controller for clarity)
+    measurements_dict = {
+        "battery": {
+            "state_of_charge": 0.5,
+            "power": 0.0,
+            "power_reference": 100,
+            "power_limit_lower": -50,
+            "power_limit_upper": 50,
+        }
+    }
+    test_setpoint = test_controller_0.compute_controls(measurements_dict)["battery"][
+        "power_setpoint"
+    ]
+    np.isclose(test_setpoint, 50)
+
+    measurements_dict["battery"]["power_reference"] = -100
+    test_setpoint = test_controller_0.compute_controls(measurements_dict)["battery"][
+        "power_setpoint"
+    ]
+    np.isclose(test_setpoint, -50)
+
 
 def test_BatteryPriceSOCController_init(test_hercules_dict):
     test_interface = HerculesInterface(test_hercules_dict)
diff --git a/tests/conftest.py b/tests/conftest.py
index b50ec669..0e6e0fd9 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -70,6 +70,7 @@ def test_hercules_dict():
             "component_category": "storage",
             "max_SOC": 0.95,
             "min_SOC": 0.05,
+            "allow_grid_charging": False,
         },
         "electrolyzer": {
             "H2_mfr": 0.03,
diff --git a/tests/hybrid_controllers_test.py b/tests/hybrid_controllers_test.py
index 943b6af6..bc662fc0 100644
--- a/tests/hybrid_controllers_test.py
+++ b/tests/hybrid_controllers_test.py
@@ -185,6 +185,62 @@ def test_HybridSupervisoryControllerGeneric_subsets(test_hercules_dict, test_int
     assert np.isclose(out_dict["battery"]["power_setpoint"], power_ref)
 
 
+def test_HybridSupervisoryControllerGeneric_limits(test_hercules_dict, test_interface_hercules):
+    """
+    Tests that the HybridSupervisoryControllerGeneric respects interconnection limits.
+    """
+    # Set an interconnection limit
+    interconnect_limit = 1500.0
+    test_hercules_dict["plant"]["interconnect_limit"] = interconnect_limit
+    test_interface_hercules.plant_parameters["interconnect_limit"] = interconnect_limit
+    test_hercules_dict["component_names"] = ["solar_farm", "battery"]
+    test_interface_hercules.component_names = ["solar_farm", "battery"]
+    # Establish lower controllers
+    solar_controller = SolarPassthroughController(test_interface_hercules, "solar_farm")
+    battery_controller = BatteryPassthroughController(test_interface_hercules, "battery")
+
+    test_controller = HybridSupervisoryControllerGeneric(
+        interface=test_interface_hercules,
+        controller_parameters={
+            "component_controllers": [solar_controller, battery_controller],
+        },
+    )
+
+    solar_current = 800.0
+    power_ref = 2000.0  # Over interconnection limit
+
+    test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
+    test_hercules_dict["solar_farm"]["power"] = solar_current
+
+    # Step controller
+    out_dict = test_controller.step(test_hercules_dict)
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
+
+    assert np.isclose(battery_setpoint_test, interconnect_limit - solar_current)
+
+    # Now check lower limit for no grid charging case
+    test_controller.component_controllers[1].plant_parameters["battery"]["allow_grid_charging"] = (
+        True
+    )
+    solar_current = 500.0
+    power_ref = -100.0
+    test_hercules_dict["external_signals"]["plant_power_reference"] = power_ref
+    test_hercules_dict["solar_farm"]["power"] = solar_current
+    out_dict = test_controller.step(test_hercules_dict)
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
+
+    assert np.isclose(battery_setpoint_test, power_ref - solar_current)
+
+    # Switch to disallowing grid charging
+    test_controller.component_controllers[1].plant_parameters["battery"]["allow_grid_charging"] = (
+        False
+    )
+    out_dict = test_controller.step(test_hercules_dict)
+    battery_setpoint_test = out_dict["battery"]["power_setpoint"]
+
+    assert np.isclose(battery_setpoint_test, -solar_current)
+
+
 def test_HydrogenPlantController(test_hercules_dict, test_interface_hercules):
     """
     Tests that the HydrogenPlantController outputs a reasonable signal

From d34d6e8a782c1a227b5c578a9b63ccda3599ee68 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 11:33:07 -0600
Subject: [PATCH 34/39] Minor example plots updates

---
 docs/examples.md                              |   2 +-
 docs/graphics/battery-market.png              | Bin 593027 -> 457815 bytes
 docs/graphics/flexible-interconnect.png       | Bin 423395 -> 421769 bytes
 docs/graphics/simple-hybrid-example-plot.png  | Bin 174898 -> 232757 bytes
 .../battery_control_comparison/runscript.py   |  12 +++++++++++-
 .../plot_outputs.py                           |  16 ++++++++++++++--
 .../plot_output_data.py                       |   2 +-
 examples/simple_hybrid_plant/plot_outputs.py  |  15 ++++++++++++++-
 .../plot_outputs.py                           |  15 ++++++++++++++-
 .../wind_farm_power_tracking/plot_outputs.py  |  15 ++++++++++++++-
 10 files changed, 69 insertions(+), 8 deletions(-)

diff --git a/docs/examples.md b/docs/examples.md
index 1349ae7d..2678f632 100644
--- a/docs/examples.md
+++ b/docs/examples.md
@@ -162,6 +162,6 @@ Running the simulation produces the following plot:
 )
 as well printing
 ```
-Real-time revenue over simulation: $6636.5
+Real-time revenue over simulation: $6775.44
 ```
 to the console.
\ No newline at end of file
diff --git a/docs/graphics/battery-market.png b/docs/graphics/battery-market.png
index bbe87cbf3496e5e39894e95ee84dea9defc4cae7..a08c943471e375a7b45bf6b02d03bf5860fb6200 100644
GIT binary patch
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diff --git a/examples/battery_control_comparison/runscript.py b/examples/battery_control_comparison/runscript.py
index 52b73fee..d207bc56 100644
--- a/examples/battery_control_comparison/runscript.py
+++ b/examples/battery_control_comparison/runscript.py
@@ -1,3 +1,5 @@
+import argparse
+
 import matplotlib.pyplot as plt
 import numpy as np
 import pandas as pd
@@ -10,7 +12,15 @@
 
 prepare_output_directory()
 
-save_figs = False
+parser = argparse.ArgumentParser(description="Plot outputs of battery market example")
+
+parser.add_argument(
+    "--save_plots", type=bool, default=False, help="Whether to save the generated plots"
+)
+
+args = parser.parse_args()
+
+save_figs = args.save_plots
 
 # Generate the reference signal to track. We will simplify things by using an
 # existing input file.
diff --git a/examples/battery_market_revenue_control/plot_outputs.py b/examples/battery_market_revenue_control/plot_outputs.py
index baf2da5b..66b8641e 100644
--- a/examples/battery_market_revenue_control/plot_outputs.py
+++ b/examples/battery_market_revenue_control/plot_outputs.py
@@ -1,4 +1,5 @@
 # Plot the outputs of the simulation for the wind and storage example
+import argparse
 
 import matplotlib.pyplot as plt
 import numpy as np
@@ -138,12 +139,23 @@ def plot_outputs():
 
     # Compute total revenue on real-time market
     df["revenue_rt"] = df["battery.power"] / 1e3 * df["external_signals.lmp_rt"] / 3600
-    print("Real-time revenue over simulation: ${:.1f}".format(df["revenue_rt"].sum()))
+    print("Real-time revenue over simulation: ${:.2f}".format(df["revenue_rt"].sum()))
 
     return fig
 
 
 if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Plot outputs of battery market example")
+
+    parser.add_argument(
+        "--save_plots", type=bool, default=False, help="Whether to save the generated plots"
+    )
+
+    args = parser.parse_args()
+
     fig = plot_outputs()
-    # fig.savefig("../../docs/graphics/battery-market.png", dpi=300, format="png")
+
+    if args.save_plots:
+        fig.savefig("../../docs/graphics/battery-market.png", dpi=300, format="png")
+
     plt.show()
diff --git a/examples/lookup-based_wake_steering_florisstandin/plot_output_data.py b/examples/lookup-based_wake_steering_florisstandin/plot_output_data.py
index e73ca3f8..9a21e7a2 100644
--- a/examples/lookup-based_wake_steering_florisstandin/plot_output_data.py
+++ b/examples/lookup-based_wake_steering_florisstandin/plot_output_data.py
@@ -61,6 +61,6 @@
 # wind direction propagates instantaneously into the power signal (as steady-state FLORIS is used
 # in place of the dynamic AMR-wind simulation.
 
-# Note that in the upper plot, T000 dir., T001 dir., and T001 yaw are identical througout.
+# Note that in the upper plot, T000 dir., T001 dir., and T001 yaw are identical throughout.
 
 plt.show()
diff --git a/examples/simple_hybrid_plant/plot_outputs.py b/examples/simple_hybrid_plant/plot_outputs.py
index dd6c366e..3a4840f2 100644
--- a/examples/simple_hybrid_plant/plot_outputs.py
+++ b/examples/simple_hybrid_plant/plot_outputs.py
@@ -1,3 +1,5 @@
+import argparse
+
 import matplotlib.pyplot as plt
 import numpy as np
 from hercules import HerculesOutput
@@ -103,6 +105,17 @@ def plot_outputs():
 
 
 if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Plot outputs of battery market example")
+
+    parser.add_argument(
+        "--save_plots", type=bool, default=False, help="Whether to save the generated plots"
+    )
+
+    args = parser.parse_args()
+
     fig = plot_outputs()
-    # fig.savefig("../../docs/graphics/simple-hybrid-example-plot.png", dpi=300, format="png")
+
+    if args.save_plots:
+        fig.savefig("../../docs/graphics/simple-hybrid-example-plot.png", dpi=300, format="png")
+
     plt.show()
diff --git a/examples/single_turbine_flexible_interconnect/plot_outputs.py b/examples/single_turbine_flexible_interconnect/plot_outputs.py
index 8b0db1d6..12024969 100644
--- a/examples/single_turbine_flexible_interconnect/plot_outputs.py
+++ b/examples/single_turbine_flexible_interconnect/plot_outputs.py
@@ -1,3 +1,5 @@
+import argparse
+
 import matplotlib.pyplot as plt
 import numpy as np
 from hercules import HerculesOutput
@@ -139,6 +141,17 @@ def plot_outputs():
 
 
 if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Plot outputs of battery market example")
+
+    parser.add_argument(
+        "--save_plots", type=bool, default=False, help="Whether to save the generated plots"
+    )
+
+    args = parser.parse_args()
+
     fig = plot_outputs()
-    # fig.savefig("../../docs/graphics/flexible-interconnect.png", dpi=300, format="png")
+
+    if args.save_plots:
+        fig.savefig("../../docs/graphics/flexible-interconnect.png", dpi=300, format="png")
+
     plt.show()
diff --git a/examples/wind_farm_power_tracking/plot_outputs.py b/examples/wind_farm_power_tracking/plot_outputs.py
index 7115dce8..c3dd9e4e 100644
--- a/examples/wind_farm_power_tracking/plot_outputs.py
+++ b/examples/wind_farm_power_tracking/plot_outputs.py
@@ -1,3 +1,5 @@
+import argparse
+
 import matplotlib.pyplot as plt
 from hercules import HerculesOutput
 
@@ -66,6 +68,17 @@ def plot_outputs():
 # both controllers meet the setpoint.
 
 if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description="Plot outputs of battery market example")
+
+    parser.add_argument(
+        "--save_plots", type=bool, default=False, help="Whether to save the generated plots"
+    )
+
+    args = parser.parse_args()
+
     fig = plot_outputs()
-    # fig.savefig("../../docs/graphics/wf-power-tracking-plot.png", dpi=300, format="png")
+
+    if args.save_plots:
+        fig.savefig("../../docs/graphics/wf-power-tracking-plot.png", dpi=300, format="png")
+
     plt.show()

From b48aa076b63dc003370240c8d7070f2333dcfee7 Mon Sep 17 00:00:00 2001
From: misi9170 <39596329+misi9170@users.noreply.github.com>
Date: Tue, 5 May 2026 13:17:37 -0600
Subject: [PATCH 35/39] Apply suggestions from code review

Apply copilot commit suggestions

Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>
---
 hycon/controllers/controller_base.py   |  2 +-
 hycon/interfaces/hercules_interface.py | 12 ++++++++----
 2 files changed, 9 insertions(+), 5 deletions(-)

diff --git a/hycon/controllers/controller_base.py b/hycon/controllers/controller_base.py
index 1962b72e..8e18e024 100644
--- a/hycon/controllers/controller_base.py
+++ b/hycon/controllers/controller_base.py
@@ -111,7 +111,7 @@ def cname(self):
             else:
                 return self._cname
         else:
-            return ValueError("cname has not been set for this controller.")
+            raise ValueError("cname has not been set for this controller.")
 
     @cname.setter
     def cname(self, value):
diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index c624ba4a..00ffe1a1 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -83,7 +83,7 @@ def __init__(self, h_dict):
             elif c_type in hercules_thermal_types:
                 self.plant_parameters[c] = {"type": "thermal", "component_category": "generator"}
             else:
-                raise ValueError("Component type " + type + " not recognized by Hycon.")
+                raise ValueError(f"Component '{c}' has unrecognized type '{c_type}' for Hycon.")
 
         # Pre-compute LMP keys to avoid string formatting in get_measurements
         self._lmp_da_keys = tuple(f"lmp_da_{h:02d}" for h in range(24))
@@ -175,10 +175,14 @@ def send_controls(
         controls_dict = copy.deepcopy(controls_dict)
         # Translate controls_dict as needed
         for c in self.component_names:
-            c_type = self.component_types[c]
-            if c_type in hercules_wind_types:
-                controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop("power_setpoint")
             if c in controls_dict:
+                c_type = self.component_types[c]
+                if c_type in hercules_wind_types:
+                    if "power_setpoint" not in controls_dict[c]:
+                        raise ValueError(
+                            "Missing required control 'power_setpoint' for wind component " + c + "."
+                        )
+                    controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop("power_setpoint")
                 h_dict[c] = h_dict[c] | controls_dict[c]
 
         return h_dict

From 5cdba97541f8fc8b3e75e778f7558c03304e252c Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 13:18:05 -0600
Subject: [PATCH 36/39] Fixes as suggested by copilot reviewer

---
 hycon/controllers/battery_controller.py          | 10 +++++-----
 hycon/controllers/hydrogen_plant_controller.py   |  1 -
 hycon/controllers/price_curtailing_controller.py | 15 ++++++++++-----
 3 files changed, 15 insertions(+), 11 deletions(-)

diff --git a/hycon/controllers/battery_controller.py b/hycon/controllers/battery_controller.py
index 441cfd75..02541414 100644
--- a/hycon/controllers/battery_controller.py
+++ b/hycon/controllers/battery_controller.py
@@ -95,11 +95,11 @@ def compute_controls(self, measurements_dict):
         reference_power = measurements_dict[self.cname]["power_reference"]
         current_power = measurements_dict[self.cname]["power"]
         soc = measurements_dict[self.cname]["state_of_charge"]
-        power_lower_limit = measurements_dict[self.cname].get("power_lower_limit", -np.inf)
-        power_upper_limit = measurements_dict[self.cname].get("power_upper_limit", np.inf)
+        power_limit_lower = measurements_dict[self.cname].get("power_limit_lower", -np.inf)
+        power_limit_upper = measurements_dict[self.cname].get("power_limit_upper", np.inf)
 
         # Clip according to upper and lower limits
-        reference_power = np.clip(reference_power, power_lower_limit, power_upper_limit)
+        reference_power = np.clip(reference_power, power_limit_lower, power_limit_upper)
 
         # Apply reference clipping
         reference_power = self.soc_clipping(soc, reference_power)
@@ -152,8 +152,8 @@ def compute_controls(self, measurements_dict):
         """
         power_setpoint = np.clip(
             measurements_dict[self.cname]["power_reference"],
-            measurements_dict[self.cname].get("power_lower_limit", -np.inf),
-            measurements_dict[self.cname].get("power_upper_limit", np.inf),
+            measurements_dict[self.cname].get("power_limit_lower", -np.inf),
+            measurements_dict[self.cname].get("power_limit_upper", np.inf),
         )
         return {self.cname: {"power_setpoint": power_setpoint}}
 
diff --git a/hycon/controllers/hydrogen_plant_controller.py b/hycon/controllers/hydrogen_plant_controller.py
index 15e5bcc7..d5006499 100644
--- a/hycon/controllers/hydrogen_plant_controller.py
+++ b/hycon/controllers/hydrogen_plant_controller.py
@@ -37,7 +37,6 @@ def set_controller_parameters(
         nominal_hydrogen_rate_kgps,
         generator_controller,
         hydrogen_controller_gain=1.0,
-        **_,  # <- Allows arbitrary additional parameters to be passed, which are ignored
     ):
         """
         Set gains and threshold limits for HydrogenPlantController.
diff --git a/hycon/controllers/price_curtailing_controller.py b/hycon/controllers/price_curtailing_controller.py
index 37d9a5ba..d88126c5 100644
--- a/hycon/controllers/price_curtailing_controller.py
+++ b/hycon/controllers/price_curtailing_controller.py
@@ -1,3 +1,5 @@
+import copy
+
 from hycon.controllers.controller_base import ControllerBase
 
 
@@ -42,9 +44,11 @@ def set_controller_parameters(self, curtailment_price=0.0, power_tracking_contro
         self.power_tracking_controller = power_tracking_controller
 
     def compute_controls(self, measurements_dict):
-        if "RT_LMP" not in measurements_dict:
+        if ("RT_LMP" not in measurements_dict
+            or not isinstance(measurements_dict["RT_LMP"], (int, float))
+        ):
             raise KeyError(
-                "measurements_dict must contain key 'RT_LMP' to use "
+                "measurements_dict must contain key scalar 'RT_LMP' to use "
                 + self.__class__.__name__
                 + "."
             )
@@ -58,12 +62,13 @@ def compute_controls(self, measurements_dict):
             )
 
         # Threshold based on curtailment price
-        if measurements_dict["RT_LMP"] <= self.curtailment_price:
-            measurements_dict[self.cname]["power_reference"] = 0.0
+        measurements_dict_local = copy.deepcopy(measurements_dict)
+        if measurements_dict_local["RT_LMP"] <= self.curtailment_price:
+            measurements_dict_local[self.cname]["power_reference"] = 0.0
         else:
             pass
 
         # Compute controls using the underlying power_tracking_controller
-        controls_dict = self.power_tracking_controller.compute_controls(measurements_dict)
+        controls_dict = self.power_tracking_controller.compute_controls(measurements_dict_local)
 
         return {self.cname: {"power_setpoint": controls_dict[self.cname]["power_setpoint"]}}

From 8e68096edb848bce580f627045f5200c1abb537b Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 13:18:46 -0600
Subject: [PATCH 37/39] Remove unneeded commented code

---
 hycon/interfaces/hercules_interface.py | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index 00ffe1a1..c9334f5a 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -33,12 +33,6 @@ def __init__(self, h_dict):
         super().__init__()
         self.dt = h_dict["dt"]
 
-        # # Controller parameters
-        # if "controller" in h_dict and h_dict["controller"] is not None:
-        #     self.controller_parameters = copy.deepcopy(h_dict["controller"])
-        # else:
-        #     self.controller_parameters = {}
-
         # Plant parameters
         if "plant" in h_dict and h_dict["plant"] is not None:
             self.plant_parameters = copy.deepcopy(h_dict["plant"])

From a62fd641897a78e872f252b5af0e6ae68142f4e0 Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 13:19:18 -0600
Subject: [PATCH 38/39] Formatting

---
 hycon/controllers/price_curtailing_controller.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/hycon/controllers/price_curtailing_controller.py b/hycon/controllers/price_curtailing_controller.py
index d88126c5..21c6a4c0 100644
--- a/hycon/controllers/price_curtailing_controller.py
+++ b/hycon/controllers/price_curtailing_controller.py
@@ -44,8 +44,8 @@ def set_controller_parameters(self, curtailment_price=0.0, power_tracking_contro
         self.power_tracking_controller = power_tracking_controller
 
     def compute_controls(self, measurements_dict):
-        if ("RT_LMP" not in measurements_dict
-            or not isinstance(measurements_dict["RT_LMP"], (int, float))
+        if "RT_LMP" not in measurements_dict or not isinstance(
+            measurements_dict["RT_LMP"], (int, float)
         ):
             raise KeyError(
                 "measurements_dict must contain key scalar 'RT_LMP' to use "

From 82b73323a187b5ff0821214923218abb309e0cdd Mon Sep 17 00:00:00 2001
From: misi9170 <michael.sinner@nrel.gov>
Date: Tue, 5 May 2026 13:29:17 -0600
Subject: [PATCH 39/39] Formatting after copilot changes

---
 hycon/interfaces/hercules_interface.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/hycon/interfaces/hercules_interface.py b/hycon/interfaces/hercules_interface.py
index c9334f5a..f50997b6 100644
--- a/hycon/interfaces/hercules_interface.py
+++ b/hycon/interfaces/hercules_interface.py
@@ -174,9 +174,13 @@ def send_controls(
                 if c_type in hercules_wind_types:
                     if "power_setpoint" not in controls_dict[c]:
                         raise ValueError(
-                            "Missing required control 'power_setpoint' for wind component " + c + "."
+                            "Missing required control 'power_setpoint' for wind component "
+                            + c
+                            + "."
                         )
-                    controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop("power_setpoint")
+                    controls_dict[c]["turbine_power_setpoints"] = controls_dict[c].pop(
+                        "power_setpoint"
+                    )
                 h_dict[c] = h_dict[c] | controls_dict[c]
 
         return h_dict