3 papers
eess.SY2024
Optimal Management of Grid-Interactive Efficient Buildings via Safe Reinforcement Learning
Xiang Huo, Boming Liu, Jin Dong +2
Reinforcement learning (RL)-based methods have achieved significant success in managing grid-interactive efficient buildings (GEBs). However, RL does not carry intrinsic guarantees…
eess.SY2024
A Review of Scalable and Privacy-Preserving Multi-Agent Frameworks for Distributed Energy Resources
Xiang Huo, Hao Huang, Katherine R. Davis +2
Distributed energy resources (DERs) are gaining prominence due to their advantages in improving energy efficiency, reducing carbon emissions, and enhancing grid resilience. Despite…
math.OC2023
On Privacy Preservation of Electric Vehicle Charging Control via State Obfuscation
Xiang Huo, Mingxi Liu
The electric vehicle (EV) industry is rapidly evolving owing to advancements in smart grid technologies and charging control strategies. While EVs are promising in decarbonizing th…