2 papers
eess.SY2025
Comparative Field Deployment of Reinforcement Learning and Model Predictive Control for Residential HVAC
Ozan Baris Mulayim, Elias N. Pergantis, Levi D. Reyes Premer +4
Model Predictive Control (MPC) has demonstrated significant performance improvements over today's control methods for residential Heating, Ventilation, and Air Conditioning (HVAC),…
math.OC2025
Distributed Truncated Predictive Control for Networked Systems under Uncertainty: Stability and Near-Optimality Guarantee
Eric Xu, Soummya Kar, Guannan Qu
We study the problem of distributed online control of networked systems with time-varying cost functions and disturbances, where each node only has local information of the states…