Curriculum Learning Stage 5

Final hysteresis stage of Curriculum Learning where the model learns full hysteresis behavior by simulating an iron core with Jiles-Atherton model for hysteresis.

Parameters

parameters = JilesAthertonParameters(  
    a = 2150.86,  # A/m  
    alpha = 0.0013740,  
    c = 0.0172,  
    k = 2000,  # A/m  
    Ms = 1728184,  # A/m  
)

Results

Next Steps

• Train TFT on curriculum 5 and compare against curriculum learning [priority:: lowest] [completion:: 2025-09-01]

Further steps will be to add dynamic effects, and perhaps rate-dependent hysteresis. Finally we will try to transfer the model to measured data. If this works well we will scale this up to a larger model, if needed.

Related Concepts

• Curriculum Learning Stage 4 - Previous weak hysteresis stage
• Jiles-Atherton model for hysteresis - Physics model used
• Transfer Learning - Next step for real data application