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

共 50 条

[31] Batch Reinforcement Learning for Smart Home Energy Management
Berlink, Heider
Reali Costa, Anna Helena
PROCEEDINGS OF THE TWENTY-FOURTH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI), 2015, : 2561 - 2567
[32] Optimal Energy Storage Scheduling for Wind Curtailment Reduction and Energy Arbitrage: A Deep Reinforcement Learning Approach
Li, Jinhao
Wang, Changlong
Wang, Hao
2023 IEEE POWER & ENERGY SOCIETY GENERAL MEETING, PESGM, 2023,
[33] Energy digital twins in smart manufacturing systems: A case study
Billey, Anna
Wuest, Thorsten
ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2024, 88
[34] Deep Reinforcement Learning-Based Demand Response for Smart Facilities Energy Management
Lu, Renzhi
Bai, Ruichang
Luo, Zhe
Jiang, Junhui
Sun, Mingyang
Zhang, Hai-Tao
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2022, 69 (08) : 8554 - 8565
[35] Real-Time Energy Management in Smart Homes Through Deep Reinforcement Learning
Aldahmashi, Jamal
Ma, Xiandong
IEEE ACCESS, 2024, 12 : 43155 - 43172
[36] Energy-Net: A Deep Learning Approach for Smart Energy Management in IoT-Based Smart Cities
Abdel-Basset, Mohamed
Hawash, Hossam
Chakrabortty, Ripon K.
Ryan, Michael
IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (15) : 12422 - 12435
[37] An overview of reinforcement learning-based approaches for smart home energy management systems with energy storages
Pinthurat, Watcharakorn
Surinkaew, Tossaporn
Hredzak, Branislav
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2024, 202
[38] Integration of an energy management tool and digital twin for coordination and control of multi-vector smart energy systems
O'Dwyer, Edward
Pan, Indranil
Charlesworth, Richard
Butler, Sarah
Shah, Nilay
SUSTAINABLE CITIES AND SOCIETY, 2020, 62
[39] Energy Management for Microgrids: a Reinforcement Learning Approach
Levent, Tanguy
Preux, Philippe
Le Pennec, Erwan
Badosa, Jordi
Henri, Gonzague
Bonnassieux, Yvan
PROCEEDINGS OF 2019 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES EUROPE (ISGT-EUROPE), 2019,
[40] Deep Reinforcement Learning Based Acceleration Approach for Day-Ahead Optimal Dispatch of Integrated Energy Systems
Lu, Yudong
Yang, Miao
Jia, Wenhao
He, Xinran
Fang, Yunhui
Ding, Tao
2023 5TH ASIA ENERGY AND ELECTRICAL ENGINEERING SYMPOSIUM, AEEES, 2023, : 1783 - 1789

← 1 2 3 4 5 →