Wen-Chao Cui

Knowledge Graph-Enhanced Deep Reinforcement Learning for Optimal Dispatch of Microgrids

: To address the challenges of incomplete state representation, hard-to-guarantee safety constraints, and slow convergence driven by sparse rewards in microgrid dispatch, a knowledge graph-enhanced deep reinforcement learning (DRL) optimization method is proposed. Based on the Soft Actor-Critic (SAC) framework, the app...