3 papers
eess.SY2026
Context-Aware Model Predictive Control for Microgrid Energy Management via LLMs
Ruixiang Wu, Jiahao Ai, Tinko Sebastian Bartels +1
The optimal operation of modern microgrids, particularly those integrating stochastic renewable generation and battery energy storage system (BESS), relies heavily on load and dist…
eess.SY2025
InstructMPC: A Human-LLM-in-the-Loop Framework for Context-Aware Control
Ruixiang Wu, Jiahao Ai, Tongxin Li
Model Predictive Control (MPC) is a powerful control strategy widely utilized in domains like energy management, building control, and autonomous systems. However, its effectivenes…
stat.ME2025
Not all distributional shifts are equal: Fine-grained robust conformal inference
Jiahao Ai, Zhimei Ren
We introduce a fine-grained framework for uncertainty quantification of predictive models under distributional shifts. This framework distinguishes the shift in covariate distribut…