Kezheng Ren

A data-driven DRL-based home energy management system optimization framework considering uncertain household parameters

Kezheng Ren, Jun Liu, Zeyang Wu et al. · Applied Energy · 2023 · 103 citations

Architecture, Building Science, Design Optimization +10

Reinforcement Learning-Based Bi-Level strategic bidding model of Gas-fired unit in integrated electricity and natural gas markets preventing market manipulation

Kezheng Ren, Jun Liu, Xinglei Liu et al. · Applied Energy · 2023 · 28 citations

Natural Resources, Decision Sciences, Economics +17

An integrated fuzzy multi-energy transaction evaluation approach for energy internet markets considering judgement credibility and variable rough precision

Xinglei Liu, Jun Liu, Kezheng Ren et al. · Energy · 2022 · 24 citations

Business, Decision Sciences, Decision Analysis +14

Asynchronous Multi-Agent Reinforcement Learning-Based Framework for Bi-Level Noncooperative Game-Theoretic Demand Response

Yongxin Nie, Jun Liu, Xiaoming Liu et al. · IEEE Transactions on Smart Grid · 2024 · 16 citations

Management, Decision Sciences, Energy Economics +16

A Graph-based Deep Reinforcement Learning Framework for Autonomous Power Dispatch on Power Systems with Changing Topologies

Yu Zhao, Jun Liu, Xiaoming Liu et al. · 2022 IEEE Sustainable Power and Energy Conference (iSPEC) · 2022 · 13 citations

Computing, Autonomous Systems, Computer Science +15