Research IdeaNov 28, 2025
Adaptive Hybrid Storage Orchestration with LLM-Powered Predictive Control
A novel framework combining large language models with hybrid energy storage systems (batteries, hydrogen, supercapacitors) to optimize energy dispatch and storage allocation. The system uses LLMs to analyze weather patterns, market conditions, and historical data to make intelligent storage decisions while incorporating non-linear control techniques for real-time optimization.
hybrid-energy-storagellm-controlnon-linear-optimization