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Research directions

The current release is a complete simulation benchmark. These are extensions, not implemented features:

  • Calibrate L, C and loss parameters from measured data; validate on held-out experiments.
  • Add dead time, switch losses, thermal states and ADC quantization with independent tests.
  • Add hard/soft current constraints, terminal ingredients and delay-aware MPC prediction.
  • Compare against proportional-resonant control and independently tuned controller families.
  • Perform Monte Carlo uncertainty sweeps with confidence intervals and explicit tuning budgets.
  • Build hardware-in-the-loop and measured waveform import before claiming a calibrated twin.
  • Evaluate learned residual models only against held-out data and physics-only baselines.