Add optional acausal low-pass filtering for joint velocities in AMPLoader and angle wrapping in velocity calculation #29
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This pull request enhances the
AMPLoaderclass inamp_rsl_rl/utils/motion_loader.pyto support improved velocity computation and optional acausal low-pass filtering. The most significant changes introduce robust handling of angular velocities and an option to filter velocities to reduce noise, which benefits downstream motion modeling and simulation stability.Velocity computation improvements
_compute_raw_derivativemethod now correctly handles wrapped angles for angular data, preventing artifacts from jumps across ±π. This is used for joint velocity calculation, ensuring accurate representation of rotational velocities. [1] [2]load_datais updated to use angular difference handling, and base velocities explicitly specify whether angular handling is needed. [1] [2]Optional acausal low-pass filtering
vel_filter_cutoff_hzparameter to theAMPLoaderconstructor, allowing users to specify a cutoff frequency for filtering velocities. [1] [2]_lowpass_acausalmethod using a 2nd-order Butterworth filter and zero-phase filtering (filtfilt), and applied it to all velocity signals inload_dataif the cutoff is set. This helps suppress high-frequency noise in both joint and base velocities. [1] [2]Dependency update
butterandfiltfiltfromscipy.signalto support the new filtering functionality.