This Python package simulates the anodization process of metals, specifically designed for aluminum oxide (Al₂O₃) formation. The simulator models the growth of oxide layers and current decay during the anodization process using fundamental electrochemical equations.
The simulation is governed by three main equations:
-
Oxide Layer Growth (Faraday's Law):
d = (I * t * M) / ((x * y) * ρ * F * A)where:
- d: Coating thickness (m)
- I: Current (A)
- t: Time (s)
- M: Molar mass (kg/mol)
- x, y: Stoichiometric coefficients of the oxide (AlxOy)
- ρ: Density (kg/m³)
- F: Faraday's constant (C/mol)
- A: Surface area (m²)
-
Resistance Calculation:
R = (d * ρ) / Awhere:
- R: Resistance (Ω)
- ρ: Resistivity (Ω·m)
-
Current Decay (Ohm's Law):
I = U / Rwhere:
- U: Applied voltage (V)
- Time-dependent simulation of oxide layer growth
- Current decay modeling
- Customizable process parameters
- Real-time visualization of results
- Support for porous oxide formation
- Python 3.7+
- NumPy
- Matplotlib
- SciPy
params = {
'M': 0.102, # Molar mass of Al2O3 (kg/mol)
'x': 2, # Number of Al atoms
'y': 3, # Number of O atoms
'Density': 3950, # Density of Al2O3 (kg/m³)
'rho': 8e5, # Resistivity of Al2O3 (Ω·m)
'F': 96485, # Faraday's constant (C/mol)
'A': 0.2, # Surface area (m²)
'I0': 0.7, # Initial current (A)
'V': 60, # Applied voltage (V)
}
simulator = AnodizationSimulator(**params)
results = simulator.simulate()
simulator.plot_results(results)SimulationResults: Dataclass for storing simulation resultsAnodizationSimulator: Main simulation class__init__: Initialize simulation parameterssimulate: Run the simulationplot_results: Visualize the resultscurrent_decay: Calculate current at each time stepthickness_rate: Calculate oxide growth rate
M: Molar mass of the oxide compound (kg/mol)x,y: Stoichiometric coefficients for the oxide (AlxOy)Density: Material density (kg/m³)rho: Material resistivity (Ω·m)F: Faraday's constant (C/mol)A: Surface area (m²)I0: Initial current (A)V: Applied voltage (V)
pores_density: Fraction of porous space (default: 0.6)total_time: Total simulation time in seconds (default: 18000)num_points: Number of simulation points (default: 1000)efficiency: Anodization efficiency factor (default: 1)
The simulator generates two plots:
- Oxide layer thickness vs. time
- Current vs. time
Results can be saved as high-resolution images (300 DPI) if a save path is specified.
- Input validation for positive parameters
- Minimum thickness threshold handling
- Exception handling for invalid parameters
- The simulator assumes ideal conditions and uniform oxide growth
- Pore formation is modeled through density adjustment
- The efficiency factor can be adjusted to account for real-world losses