22 citations · 25 across the 11 of their papers we have counts for
4 papers · 1 filter
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…
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…
Exploration of For-Purpose Decentralized Algorithmic Cyber Attacks in EV Charging Control
Mahan Fakouri Fard, Xiang Huo, Mingxi Liu
Distributed and decentralized multi-agent optimization (DMAO) algorithms enable the control of large-scale grid-edge resources, such as electric vehicles (EV), to provide power gri…
Distributed Privacy-Preserving Electric Vehicle Charging Control Based on Secret Sharing
Xiang Huo, Mingxi Liu
Cooperative electric vehicle (EV) charging control has emerged as a key component in grid-edge resource (GER) management. However, customers' privacy remains a major barrier to lar…