Optimal energy management in smart energy systems: A deep reinforcement learning approach and a digital twin case-study

被引：0
|
作者：
Bousnina, Dhekra [1 ,2 ]
Guerassimoff, Gilles [1 ]
机构：
[1] Mines Paris, PSL Research University, Centre de Mathématiques Appliquées (CMA), 1 Rue Claude Daunesse, Sophia-Antipolis,06904, France
[2] Idex, Direction des Usages Numériques (DUN), 18-20 Quai du Point du Jour, Boulogne-Billancourt,92100, France
来源：
Smart Energy | 2024年 / 16卷
关键词：
Compendex;
D O I：
10.1016/j.segy.2024.100163
中图分类号：
学科分类号：
摘要：
Decision making - Deep learning - Deep reinforcement learning - Geothermal heat pumps - Reinforcement learning
引用
下载
收藏
相关论文
共 50 条
  • [1] Deep Reinforcement Learning for Optimal Energy Management of Multi-energy Smart Grids
    Bousnina, Dhekra
    Guerassimoff, Gilles
    MACHINE LEARNING, OPTIMIZATION, AND DATA SCIENCE (LOD 2021), PT II, 2022, 13164 : 15 - 30
  • [2] Optimal energy management strategies for energy Internet via deep reinforcement learning approach
    Hua, Haochen
    Qin, Yuchao
    Hao, Chuantong
    Cao, Junwei
    APPLIED ENERGY, 2019, 239 (598-609) : 598 - 609
  • [3] Deep Reinforcement Learning for Smart Home Energy Management
    Yu, Liang
    Xie, Weiwei
    Xie, Di
    Zou, Yulong
    Zhang, Dengyin
    Sun, Zhixin
    Zhang, Linghua
    Zhang, Yue
    Jiang, Tao
    IEEE INTERNET OF THINGS JOURNAL, 2020, 7 (04) : 2751 - 2762
  • [4] Optimal energy management of energy hub: A reinforcement learning approach
    Yadollahi, Zahra
    Gharibi, Reza
    Dashti, Rahman
    Jahromi, Amin Torabi
    SUSTAINABLE CITIES AND SOCIETY, 2024, 102
  • [5] A Review of Deep Reinforcement Learning for Smart Building Energy Management
    Yu, Liang
    Qin, Shuqi
    Zhang, Meng
    Shen, Chao
    Jiang, Tao
    Guan, Xiaohong
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (15): : 12046 - 12063
  • [6] Renewable-based microgrids' energy management using smart deep learning techniques: Realistic digital twin case
    Li, Qinghui
    Cui, Zhigao
    Cai, Yanping
    Su, Yanzhao
    Wang, Bo
    SOLAR ENERGY, 2023, 250 : 128 - 138
  • [7] A Multi-Objective Approach for Optimal Energy Management in Smart Home Using the Reinforcement Learning
    Diyan, Muhammad
    Silva, Bhagya Nathali
    Han, Kijun
    SENSORS, 2020, 20 (12) : 1 - 20
  • [8] Reinforcement Learning Approach for Optimal Distributed Energy Management in a Microgrid
    Foruzan, Elham
    Soh, Leen-Kiat
    Asgarpoor, Sohrab
    IEEE TRANSACTIONS ON POWER SYSTEMS, 2018, 33 (05) : 5749 - 5758
  • [9] Efficient Deep Reinforcement Learning for Smart Buildings: Integrating Energy Storage Systems Through Advanced Energy Management Strategies
    Farhana, Artika
    Satheesh, Nimmati
    Ramya, M.
    Ramesh, Janjhyam Venkata Naga
    El-Ebiary, Yousef A. Baker
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (12) : 548 - 559
  • [10] Deep reinforcement learning-based energy management system enhancement using digital twin for electric vehicles
    Ye, Yiming
    Xu, Bin
    Wang, Hanchen
    Zhang, Jiangfeng
    Lawler, Benjamin
    Ayalew, Beshah
    Energy, 2024, 312
12345