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.
Switched event- triggering secondary frequency control of power systems considering wind and solar stochastics under denial of service attack
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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.