Search Results for author: Zhenyi Yuan

Found 5 papers, 0 papers with code

Unsupervised Learning for Equitable DER Control

no code implementations17 Mar 2024 Zhenyi Yuan, Guido Cavraro, Ahmed S. Zamzam, Jorge Cortés

In the context of managing distributed energy resources (DERs) within distribution networks (DNs), this work focuses on the task of developing local controllers.


Constraints on OPF Surrogates for Learning Stable Local Volt/Var Controllers

no code implementations7 Jun 2023 Zhenyi Yuan, Guido Cavraro, Jorge Cortés

We consider the problem of learning local Volt/Var controllers in distribution grids (DGs).

Learning Provably Stable Local Volt/Var Controllers for Efficient Network Operation

no code implementations26 Sep 2022 Zhenyi Yuan, Guido Cavraro, Manish K. Singh, Jorge Cortés

We identify the conditions on the surrogates and control parameters to ensure that the locally acting controllers collectively converge, in a global asymptotic sense, to a DN operating point agreeing with the local surrogates.

Reinforcement Learning for Distributed Transient Frequency Control with Stability and Safety Guarantees

no code implementations7 Jul 2022 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.

reinforcement-learning Reinforcement Learning (RL)

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