Data-driven district energy management with surrogate models and deep reinforcement learning

Applied Energy ◽

10.1016/j.apenergy.2021.117642 ◽

2021 ◽

Vol 304 ◽

pp. 117642

Author(s):

Giuseppe Pinto ◽

Davide Deltetto ◽

Alfonso Capozzoli

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Surrogate Models ◽

Data Driven ◽

District Energy

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Data-Driven Reinforcement Learning–Based Real-Time Energy Management System for Plug-In Hybrid Electric Vehicles

Transportation Research Record Journal of the Transportation Research Board ◽

10.3141/2572-01 ◽

2016 ◽

Vol 2572 (1) ◽

pp. 1-8 ◽

Author(s):

Xuewei Qi ◽

Guoyuan Wu ◽

Kanok Boriboonsomsin ◽

Matthew J. Barth ◽

Jeffrey Gonder

Keyword(s):

Reinforcement Learning ◽

Real Time ◽

Energy Management ◽

Electric Vehicles ◽

Management System ◽

Hybrid Electric Vehicles ◽

Data Driven ◽

Energy Management System ◽

Hybrid Electric

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Data-driven reinforcement-learning-based hierarchical energy management strategy for fuel cell/battery/ultracapacitor hybrid electric vehicles

Journal of Power Sources ◽

10.1016/j.jpowsour.2020.227964 ◽

2020 ◽

Vol 455 ◽

pp. 227964 ◽

Author(s):

Haochen Sun ◽

Zhumu Fu ◽

Fazhan Tao ◽

Longlong Zhu ◽

Pengju Si

Keyword(s):

Reinforcement Learning ◽

Fuel Cell ◽

Energy Management ◽

Electric Vehicles ◽

Management Strategy ◽

Hybrid Electric Vehicles ◽

Data Driven ◽

Energy Management Strategy ◽

Hybrid Electric

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An adaptive hierarchical energy management strategy for hybrid electric vehicles combining heuristic domain knowledge and data-driven deep reinforcement learning

IEEE Transactions on Transportation Electrification ◽

10.1109/tte.2021.3132773 ◽

2021 ◽

pp. 1-1

Author(s):

Bo Hu ◽

Jiaxi Li

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Domain Knowledge ◽

Management Strategy ◽

Hybrid Electric Vehicles ◽

Data Driven ◽

Energy Management Strategy ◽

Hybrid Electric

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Energy Management Strategy of Fuel Cell Electric Vehicles Using Model-Based Reinforcement Learning With Data-Driven Model Update

IEEE Access ◽

10.1109/access.2021.3072903 ◽

2021 ◽

Vol 9 ◽

pp. 59244-59254

Author(s):

Heeyun Lee ◽

Suk Won Cha

Keyword(s):

Reinforcement Learning ◽

Fuel Cell ◽

Energy Management ◽

Electric Vehicles ◽

Management Strategy ◽

Data Driven ◽

Energy Management Strategy ◽

Model Based ◽

Model Update ◽

Fuel Cell Electric Vehicles

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Weather-Aware Data-Driven Microgrid Energy Management Using Deep Reinforcement Learning

10.1109/naps52732.2021.9654550 ◽

2021 ◽

Author(s):

Amin Shojaeighadikolaei ◽

Arman Ghasemi ◽

Alexandru G. Bardas ◽

Reza Ahmadi ◽

Morteza Hashemi

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Data Driven ◽

Microgrid Energy Management

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Data-driven optimal energy management for a wind-solar-diesel-battery-reverse osmosis hybrid energy system using a deep reinforcement learning approach

Energy Conversion and Management ◽

10.1016/j.enconman.2020.113608 ◽

2021 ◽

Vol 227 ◽

pp. 113608

Author(s):

Guozhou Zhang ◽

Weihao Hu ◽

Di Cao ◽

Wen Liu ◽

Rui Huang ◽

...

Keyword(s):

Reinforcement Learning ◽

Reverse Osmosis ◽

Energy Management ◽

Energy System ◽

Data Driven ◽

Learning Approach ◽

Hybrid Energy System ◽

Hybrid Energy ◽

Optimal Energy ◽

Optimal Energy Management

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Battery Health-Aware and Deep Reinforcement Learning-Based Energy Management for Naturalistic Data-Driven Driving Scenarios

IEEE Transactions on Transportation Electrification ◽

10.1109/tte.2021.3107143 ◽

2021 ◽

pp. 1-1 ◽

Author(s):

Xiaolin Tang ◽

Jieming Zhang ◽

Dawei Pi ◽

Xianke Lin ◽

Lech M. Grzesiak ◽

...

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

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A Multi-Agent Reinforcement Learning-Based Data-Driven Method for Home Energy Management

IEEE Transactions on Smart Grid ◽

10.1109/tsg.2020.2971427 ◽

2020 ◽

Vol 11 (4) ◽

pp. 3201-3211 ◽

Author(s):

Xu Xu ◽

Youwei Jia ◽

Yan Xu ◽

Zhao Xu ◽

Songjian Chai ◽

...

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Data Driven ◽

Home Energy Management ◽

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Real-time Energy Management of Microgrid Using Reinforcement Learning

2020 19th International Symposium on Distributed Computing and Applications for Business Engineering and Science (DCABES) ◽

10.1109/dcabes50732.2020.00019 ◽

2020 ◽

Author(s):

Wenzheng Bi ◽

Yuankai Shu ◽

Wei Dong ◽

Qiang Yang

Keyword(s):

Reinforcement Learning ◽

Real Time ◽

Energy Management

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Intelligent Energy Management Strategy Based on an Improved Reinforcement Learning Algorithm With Exploration Factor for a Plug-in PHEV

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3085710 ◽

2021 ◽

pp. 1-11

Author(s):

Xinyou Lin ◽

Kuncheng Zhou ◽

Liping Mo ◽

Hailin Li

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Management Strategy ◽

Learning Algorithm ◽

Energy Management Strategy ◽

Reinforcement Learning Algorithm

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