A feedforward neural network distilled from beam-search FCS-MPC maintains voltage regulation and flying-capacitor balance in FC-TLBCs under parameter variations and transfers to an NPC buck converter with improved sample efficiency.
From MPC-based to end-to-end (E2E) learning- based control policy for grid-tied 3l-NPC transformerless inverter,
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Robust Neural Policy Distillation of Long-Horizon FCS-MPC for Flying-Capacitor Three-Level Boost Converters
A feedforward neural network distilled from beam-search FCS-MPC maintains voltage regulation and flying-capacitor balance in FC-TLBCs under parameter variations and transfers to an NPC buck converter with improved sample efficiency.