Search Results for author: Ruichang Zhang

Found 3 papers, 0 papers with code

Controllability of networked multiagent systems based on linearized Turing's model

no code implementations26 Oct 2023 TianHao Li, Ruichang Zhang, Zhixin Liu, Zhuo Zou, Xiaoming Hu

Under mild conditions on the parameters of the linearized Turing's model, we prove the equivalence between controllability of the linearized Turing's model and controllability of a Laplace dynamic system with agents of first order dynamics.

Deep Reinforcement Learning for Optimal Power Flow with Renewables Using Graph Information

no code implementations22 Dec 2021 Jinhao Li, Ruichang Zhang, Hao Wang, Zhi Liu, Hongyang Lai, Yanru Zhang

Considering uncertainties and voltage fluctuation issues introduced by RERs, in this paper, we propose a deep reinforcement learning (DRL)-based strategy leveraging spatial-temporal (ST) graphical information of power systems, to dynamically search for the optimal operation, i. e., optimal power flow (OPF), of power systems with a high uptake of RERs.

reinforcement-learning Reinforcement Learning (RL)

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