Author Page for Nianru Chen

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Enhancing Resilience of Electric Vehicle Charging Management in Hydrogen–Electric Coupled Distribution Networks: A Risk-Characterization Multi-Agent Reinforcement Learning Approach

Number of pages: 21 Posted: 21 Aug 2025

Hongbin Xie, Haoran Zhang, Ge Song, Jingyuan Zhang, Hongdi Fu, Liyu Zhang, Nianru Chen and Xuan Song

Southern University of Science and Technology, Peking University, Southern University of Science and Technology, Southern University of Science and Technology, Peking University, Peking University, South China University of Technology and Southern University of Science and Technology

Downloads 70 (891,180)

Abstract:

Safety-Aware Meta-Reinforcement Learning for Large-Scale Hydrogen Injection Control in Hydrogen-Blended Natural Gas Pipeline Networks

Number of pages: 21 Posted: 02 Jun 2026

Panxi Chen, Ge Song, Nianru Chen, XU Hengyi, Hongbin Xie, Defan Feng, Liyu Zhang and Haoran Zhang

Tsinghua University - Tsinghua Shenzhen International Graduate School, Southern University of Science and Technology, South China University of Technology, The Chinese University of Hong Kong, affiliation not provided to SSRN, Southern University of Science and Technology, Peking University and Peking University

Downloads 10 (1,590,289)

Nianru Chen

South China University of Technology

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Scholarly Papers (2)

Enhancing Resilience of Electric Vehicle Charging Management in Hydrogen–Electric Coupled Distribution Networks: A Risk-Characterization Multi-Agent Reinforcement Learning Approach

Abstract:

Safety-Aware Meta-Reinforcement Learning for Large-Scale Hydrogen Injection Control in Hydrogen-Blended Natural Gas Pipeline Networks

Abstract: