InstructMPC uses an LLM plus tunable last layer to map operational context to disturbance trajectories for MPC, proving an O(sqrt(T log T)) regret bound for linear systems and showing lower grid costs on the OpenCEM microgrid.
Power system stability with high penetration of renewable energy sources: Challenges, assessment, and mitigation strategies,
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Context-Aware Model Predictive Control for Microgrid Energy Management via LLMs
InstructMPC uses an LLM plus tunable last layer to map operational context to disturbance trajectories for MPC, proving an O(sqrt(T log T)) regret bound for linear systems and showing lower grid costs on the OpenCEM microgrid.