Research IdeaNov 27, 2025
Self-Calibrating Microgrids: Integrating LLM-based Reasoning for Adaptive Power Management
A novel framework combining large language models' reasoning capabilities with microgrid control systems to enable more intelligent and adaptive power management. The system uses self-certainty metrics and chain-of-thought reasoning to optimize microgrid operations across multiple timescales while handling uncertainties in renewable generation and demand.
LLM-based-controlmicrogrid-optimizationself-certainty