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Open access 2026

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...

Ji-Yu Zhang, Ke-He Wu, Wen-Chao Cui et al. · 0 citations
Open access Aug 2026

Malicious encrypted traffic detection method for service chains in multi-cloud environments

To resolve the pain points of insufficient feature characterization, weak cross-domain generalization and data privacy constraints in malicious encrypted traffic detection for multi-cloud service chains, this paper proposes a hierarchical multimodal detection framework (HMM-CSCD) tailored for encrypted traffic in multi...

Yun Xie, Ke-He Wu, Yuan Jiang · 0 citations

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