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Price-Based Residential Demand Response Management in Smart Grids: A Reinforcement Learning-Based Approach

Yanni Wan Jiahu Qin Xinghuo Yu Tao Yang Yu Kang

自动化学报(英文版)2022,Vol.9Issue(1):123-134,12.
自动化学报(英文版)2022,Vol.9Issue(1):123-134,12.

Price-Based Residential Demand Response Management in Smart Grids: A Reinforcement Learning-Based Approach

Price-Based Residential Demand Response Management in Smart Grids: A Reinforcement Learning-Based Approach

Yanni Wan 1Jiahu Qin 2Xinghuo Yu 3Tao Yang 4Yu Kang5

作者信息

  • 1. Department of Automation,University of Science and Technology of China,Hefei 230027,China
  • 2. Institute of Artificial Intelligence,Hefei Comprehensive National Science Center,Hefei 230088,China
  • 3. School of Engineering,RMIT University,VIC 3000,Australia
  • 4. State Key Laboratory of Synthetical Automation for Process Industries,Northeastern University,Shenyang 110819,China
  • 5. Department of Automation,State Key Laboratory of Fire Science,Institute of Advanced Technology,University of Science and Technology of China,Hefei 230027,China
  • 折叠

摘要

关键词

Demand response management (DRM)/Markovian decision process (MDP)/Monte Carlo simulation/reinforcement learning (RL)/smart grid

Key words

Demand response management (DRM)/Markovian decision process (MDP)/Monte Carlo simulation/reinforcement learning (RL)/smart grid

引用本文复制引用

Yanni Wan,Jiahu Qin,Xinghuo Yu,Tao Yang,Yu Kang..Price-Based Residential Demand Response Management in Smart Grids: A Reinforcement Learning-Based Approach[J].自动化学报(英文版),2022,9(1):123-134,12.

基金项目

This work was supported in part by the National Natural Science Foundation of China(61922076,61725304,61873252,61991403,61991400)and in part by the Australian Research Council Discovery Program(DP200101199). (61922076,61725304,61873252,61991403,61991400)

自动化学报(英文版)

OACSCDCSTPCDEI

2329-9266

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