38 citations · 103 across the 8 of their papers we have counts for
3 papers · 1 filter
Learning Provably Stable Local Volt/Var Controllers for Efficient Network Operation
Zhenyi Yuan, Guido Cavraro, Manish K. Singh +1
This paper develops a data-driven framework to synthesize local Volt/Var control strategies for distributed energy resources (DERs) in power distribution networks (DNs). Aiming to…
Learning Local Volt/Var Controllers Towards Efficient Network Operation with Stability Guarantees
Guido Cavraro, Zhenyi Yuan, Manish K. Singh +1
This paper considers the problem of voltage regulation in distribution networks. The primary motivation is to keep voltages within preassigned operating limits by commanding the re…
Reinforcement Learning for Distributed Transient Frequency Control with Stability and Safety Guarantees
Zhenyi Yuan, Changhong Zhao, Jorge Cortes
This paper proposes a reinforcement learning-based approach for optimal transient frequency control in power systems with stability and safety guarantees. Building on Lyapunov stab…