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

Minimum Principle ◽

Approximate Pontryagin’s minimum principle applied to the energy management of plug-in hybrid electric vehicles

Applied Energy ◽

10.1016/j.apenergy.2013.11.002 ◽

2014 ◽

Vol 115 ◽

pp. 174-189 ◽

Cited By ~ 162

Author(s):

Cong Hou ◽

Minggao Ouyang ◽

Liangfei Xu ◽

Hewu Wang

Keyword(s):

Energy Management ◽

Electric Vehicles ◽

Minimum Principle ◽

Energy management of power-split plug-in hybrid electric vehicles based on simulated annealing and Pontryagin's minimum principle

Journal of Power Sources ◽

10.1016/j.jpowsour.2014.08.057 ◽

2014 ◽

Vol 272 ◽

pp. 160-168 ◽

Cited By ~ 61

Author(s):

Zheng Chen ◽

Chunting Chris Mi ◽

Bing Xia ◽

Chenwen You

Keyword(s):

Simulated Annealing ◽

Energy Management ◽

Electric Vehicles ◽

Minimum Principle ◽

Power Split ◽

International Journal of Precision Engineering and Manufacturing-Green Technology ◽

Adaptive Energy Management Strategy for Plug-in Hybrid Electric Vehicles with Pontryagin’s Minimum Principle Based on Daily Driving Patterns

10.1007/s40684-019-00046-z ◽

2019 ◽

Vol 6 (3) ◽

pp. 539-548 ◽

Cited By ~ 10

Author(s):

Namwook Kim ◽

Jongryeol Jeong ◽

Chunhua Zheng

Keyword(s):

Energy Management ◽

Electric Vehicles ◽

Management Strategy ◽

Minimum Principle ◽

Energy Management Strategy ◽

Driving Patterns ◽

Optimal Control of Hybrid Electric Vehicles Based on Pontryagin's Minimum Principle

IEEE Transactions on Control Systems Technology ◽

10.1109/tcst.2010.2061232 ◽

2011 ◽

Vol 19 (5) ◽

pp. 1279-1287 ◽

Cited By ~ 422

Author(s):

Namwook Kim ◽

Sukwon Cha ◽

Huei Peng

Keyword(s):

Optimal Control ◽

Electric Vehicles ◽

Minimum Principle ◽

Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering ◽

Sufficient conditions of optimal control based on Pontryagin’s minimum principle for use in hybrid electric vehicles

10.1177/0954407012438304 ◽

2012 ◽

Vol 226 (9) ◽

pp. 1160-1170 ◽

Cited By ~ 43

Author(s):

Namwook Kim ◽

Aymeric Rousseau

Keyword(s):

Optimal Control ◽

Electric Vehicles ◽

Minimum Principle ◽

Sufficient Conditions ◽

Real-time optimization of plug-in hybrid electric vehicles based on Pontryagin’s minimum principle

Clean Technologies and Environmental Policy ◽

10.1007/s10098-021-02168-y ◽

2021 ◽

Author(s):

Mojtaba Hassanzadeh ◽

Zahra Rahmani

Keyword(s):

Real Time ◽

Electric Vehicles ◽

Minimum Principle ◽

Time Optimization ◽

Hybrid Electric ◽

Real Time Optimization

Real-Time Energy Management of Battery/Supercapacitor Electric Vehicles Based on an Adaptation of Pontryagin's Minimum Principle

IEEE Transactions on Vehicular Technology ◽

10.1109/tvt.2018.2881057 ◽

2019 ◽

Vol 68 (1) ◽

pp. 203-212 ◽

Cited By ~ 32

Author(s):

Bao-Huy Nguyen ◽

Ronan German ◽

Joao Pedro F. Trovao ◽

Alain Bouscayrol

Keyword(s):

Real Time ◽

Energy Management ◽

Electric Vehicles ◽

Minimum Principle ◽

Pontryagin's Minimum Principle

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 ◽

Cited By ~ 23

Author(s):

Teng Liu ◽

Xiaosong Hu ◽

Weihao Hu ◽

Yuan Zou

Keyword(s):

Reinforcement Learning ◽

Energy Management ◽

Electric Vehicles ◽

Power Split ◽

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 ◽

Multi Mode

An Adaptive Energy Management Strategy for Extended-Range Electric Vehicles Based on Pontryagin's Minimum Principle

2018 IEEE Vehicle Power and Propulsion Conference (VPPC) ◽

10.1109/vppc.2018.8605042 ◽

2018 ◽

Cited By ~ 2

Author(s):

Woong Lee ◽

Haeseong Jeoung ◽

Dohyun Park ◽

Namwook Kim

Keyword(s):

Energy Management ◽

Electric Vehicles ◽

Management Strategy ◽

Minimum Principle ◽

Energy Management Strategy ◽

Extended Range ◽

Pontryagin's Minimum Principle