Reinforcement Learning-Enabled Intelligent Energy Management for Hybrid Electric Vehicles

Synthesis Lectures on Advances in Automotive Technology ◽

10.2200/s00934ed1v01y201907aat009 ◽

2019 ◽

Vol 3 (5) ◽

pp. 1-99

Author(s):

Teng Liu

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Hybrid Electric Vehicles ◽

Hybrid Electric

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A Heuristic Planning Reinforcement Learning-Based Energy Management for Power-Split Plug-in Hybrid Electric Vehicles

IEEE Transactions on Industrial Informatics ◽

10.1109/tii.2019.2903098 ◽

2019 ◽

Vol 15 (12) ◽

pp. 6436-6445 ◽

Author(s):

Teng Liu ◽

Xiaosong Hu ◽

Weihao Hu ◽

Yuan Zou

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Hybrid Electric Vehicles ◽

Power Split ◽

Hybrid Electric

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Reinforcement Learning based Energy Management of Multi-Mode Plug-in Hybrid Electric Vehicles for Commuter Route

10.4271/2020-01-1189 ◽

2020 ◽

Author(s):

Pengyue Wang ◽

William Northrop

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Hybrid Electric Vehicles ◽

Hybrid Electric ◽

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Novel Research for Energy Management of Plug-In Hybrid Electric Vehicles with Dual Motors Based on Pontryagin’s Minimum Principle Optimized by Reinforcement Learning

10.4271/2021-01-0726 ◽

2021 ◽

Author(s):

Rong Guo ◽

Ziyi Sun

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Hybrid Electric Vehicles ◽

Minimum Principle ◽

Pontryagin’S Minimum Principle ◽

Pontryagin's Minimum Principle ◽

Hybrid Electric

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A Real-Time Intelligent Energy Management Strategy for Hybrid Electric Vehicles Using Reinforcement Learning

IEEE Access ◽

10.1109/access.2021.3079903 ◽

2021 ◽

pp. 1-1

Author(s):

Woong Lee ◽

Haeseong Jeoung ◽

Dohyun Park ◽

Tacksu Kim ◽

Heeyun Lee ◽

...

Keyword(s):

Reinforcement Learning ◽

Real Time ◽

Energy Management ◽

Electric Vehicles ◽

Management Strategy ◽

Hybrid Electric Vehicles ◽

Energy Management Strategy ◽

Hybrid Electric

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A Deep Reinforcement Learning Based Energy Management Strategy for Hybrid Electric Vehicles in Connected Traffic Environment

IFAC-PapersOnLine ◽

10.1016/j.ifacol.2021.10.156 ◽

2021 ◽

Vol 54 (10) ◽

pp. 150-156

Author(s):

Jie Li ◽

Xiaodong Wu ◽

Sunan Hu ◽

Jiawei Fan

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Management Strategy ◽

Hybrid Electric Vehicles ◽

Energy Management Strategy ◽

Traffic Environment ◽

Hybrid Electric

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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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Deep Reinforcement Learning for Advanced Energy Management of Hybrid Electric Vehicles

Proceedings of the 10th International Conference on Agents and Artificial Intelligence ◽

10.5220/0006573000610072 ◽

2018 ◽

Author(s):

Roman Liessner ◽

Christian Schroer ◽

Ansgar Dietermann ◽

Bernard Bäker

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Hybrid Electric Vehicles ◽

Hybrid Electric

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Reinforcement Learning based Energy Management for Fuel Cell Hybrid Electric Vehicles

10.1109/iecon48115.2021.9589725 ◽

2021 ◽

Author(s):

Liang Guo ◽

Zhongliang Li ◽

Rachid Outbib

Keyword(s):

Reinforcement Learning ◽

Fuel Cell ◽

Energy Management ◽

Electric Vehicles ◽

Cell Hybrid ◽

Hybrid Electric Vehicles ◽

Hybrid Electric ◽

Fuel Cell Hybrid

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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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