Hierarchical Optimal Energy Management of Electric Vehicles

Project Information

HOEMEV

Grant agreement ID: 845102

DOI

10.3030/845102

Project closed

EC signature date 20 March 2019

Start date 1 August 2019

End date 31 July 2021

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 224 933,76

EU contribution

€ 224 933,76

Coordinated by

QUEEN MARY UNIVERSITY OF LONDON
United Kingdom

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Peer reviewed articles (44)

An adaptive multi-state estimation algorithm for lithium-ion batteries incorporating temperature compensation

Author(s): Xing Shu, Guang Li, Jiangwei Shen, Zhenzhen Lei, Zheng Chen, Yonggang Liu
Published in: Energy, Issue 207, 2020, Page(s) 118262, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2020.118262

Trip-Oriented Model Predictive Energy Management Strategy for Plug-in Hybrid Electric Vehicles

Author(s): Zhenzhen Lei, Dongye Sun, Junjun Liu, Daqi Chen, Yonggang Liu, Zheng Chen
Published in: IEEE Access, Issue 7, 2019, Page(s) 113771-113785, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2933015

Design of an Improved Implicit Generalized Predictive Controller for Temperature Control Systems

Author(s): Zheng Chen, Jialun Cui, Zhenzhen Lei, Jiangwei Shen, Renxin Xiao
Published in: IEEE Access, Issue 8, 2020, Page(s) 13924-13936, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.2965021

A survey on key techniques and development perspectives of equivalent consumption minimisation strategy for hybrid electric vehicles

Author(s): Z. Chen, Y. Liu, M. Ye, Y. Zhang, Z. Chen, G. Li
Published in: Renewable and Sustainable Energy Reviews, Issue 151, 2021, Page(s) 111607, ISSN 1364-0321
Publisher: Elsevier BV
DOI: 10.1016/j.rser.2021.111607

A Flexible State of Health Prediction Scheme for Lithium-Ion Battery Packs with Long Short-Term Memory Network and Transfer Learning

Author(s): Xing Shu, Jiangwei Shen, Guang Li, Yuanjian Zhang, Zheng Chen, Yonggang Liu
Published in: IEEE Transactions on Transportation Electrification, 2021, Page(s) 1-1, ISSN 2332-7782
Publisher: IEEE
DOI: 10.1109/tte.2021.3074638

Prediction of vehicle driving conditions with incorporation of stochastic forecasting and machine learning and a case study in energy management of plug-in hybrid electric vehicles

Author(s): Yonggang Liu, Jie Li, Jun Gao, Zhenzhen Lei, Yuanjian Zhang, Zheng Chen
Published in: Mechanical Systems and Signal Processing, Issue 158, 2021, Page(s) 107765, ISSN 0888-3270
Publisher: Academic Press
DOI: 10.1016/j.ymssp.2021.107765

Rule learning based energy management strategy of fuel cell hybrid vehicles considering multi-objective optimization

Author(s): Yonggang Liu, Junjun Liu, Yuanjian Zhang, Yitao Wu, Zheng Chen, Ming Ye
Published in: Energy, Issue 207, 2020, Page(s) 118212, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2020.118212

Stochastic model predictive control for energy management of power-split plug-in hybrid electric vehicles based on reinforcement learning

Author(s): Zheng Chen, Hengjie Hu, Yitao Wu, Yuanjian Zhang, Guang Li, Yonggang Liu
Published in: Energy, Issue 211, 2020, Page(s) 118931, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2020.118931

Cooperative charging management for electric vehicles via mobile edge computation

Author(s): Yuanjian Zhang, Chong Guo, Chao Sun, Zheng Chen, Guang Li, Yonggang Liu
Published in: Journal of Power Sources, Issue 474, 2020, Page(s) 228533, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2020.228533

State of charge prediction framework for lithium-ion batteries incorporating long short-term memory network and transfer learning

Author(s): Yu Liu, Xing Shu, Hanzhengnan Yu, Jiangwei Shen, Yuanjian Zhang, Yonggang Liu, Zheng Chen
Published in: Journal of Energy Storage, Issue 37, 2021, Page(s) 102494, ISSN 2352-152X
Publisher: Elsevier
DOI: 10.1016/j.est.2021.102494

Optimal charging strategy design for lithium‐ion batteries considering minimization of temperature rise and energy loss

Author(s): Zheng Chen, Xing Shu, Renxin Xiao, Wensheng Yan, Yonggang Liu, Jiangwei Shen
Published in: International Journal of Energy Research, Issue 43/9, 2019, Page(s) 4344-4358, ISSN 0363-907X
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/er.4560

An adaptive equivalent consumption minimization strategy for plug-in hybrid electric vehicles based on traffic information

Author(s): Zhenzhen Lei, Datong Qin, Liliang Hou, Jingyu Peng, Yonggang Liu, Zheng Chen
Published in: Energy, Issue 190, 2020, Page(s) 116409, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2019.116409

State of Health Estimation for Lithium-ion Batteries Based on Fusion of Autoregressive Moving Average Model and Elman Neural Network

Author(s): Zheng Chen, Qiao Xue, Renxin Xiao, Yonggang Liu, Jiangwei Shen
Published in: IEEE Access, Issue 7, 2019, Page(s) 102662-102678, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2930680

Capacity Prediction and Validation of Lithium-Ion Batteries Based on Long Short-Term Memory Recurrent Neural Network

Author(s): Zheng Chen, Qiao Xue, Yitao Wu, Shiquan Shen, Yuanjian Zhang, Jiangwei Shen
Published in: IEEE Access, Issue 8, 2020, Page(s) 172783-172798, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.3025766

Model-Based Adaptive Joint Estimation of the State of Charge and Capacity for Lithium–Ion Batteries in Their Entire Lifespan

Author(s): Zheng Chen, Jiapeng Xiao, Xing Shu, Shiquan Shen, Jiangwei Shen, Yonggang Liu
Published in: Energies, Issue 13/6, 2020, Page(s) 1410, ISSN 1996-1073
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/en13061410

Online diagnosis of state of health for lithium-ion batteries based on short-term charging profiles

Author(s): Xing Shu, Guang Li, Yuanjian Zhang, Jiangwei Shen, Zheng Chen, Yonggang Liu
Published in: Journal of Power Sources, Issue 471, 2020, Page(s) 228478, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2020.228478

Research on Classification and Recognition of Driving Styles Based on Feature Engineering

Author(s): Yonggang Liu, Jiming Wang, Pan Zhao, Datong Qin, Zheng Chen
Published in: IEEE Access, Issue 7, 2019, Page(s) 89245-89255, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2926593

State of charge estimation framework for lithium‐ion batteries based on square root cubature Kalman filter under wide operation temperature range

Author(s): Jiangwei Shen, Jian Xiong, Xing Shu, Guang Li, Yuanjian Zhang, Zheng Chen, Yonggang Liu
Published in: International Journal of Energy Research, Issue 45/4, 2021, Page(s) 5586-5601, ISSN 0363-907X
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/er.6186

A Novel Learning Based Model Predictive Control Strategy for Plug-in Hybrid Electric Vehicle

Author(s): Yuanjian Zhang, Yanjun Huang, Zheng Chen, Guang Li, Yonggang Liu
Published in: IEEE Transactions on Transportation Electrification, 2021, Page(s) 1-1, ISSN 2332-7782
Publisher: IEEE
DOI: 10.1109/tte.2021.3069924

An optimal control strategy design for plug-in hybrid electric vehicles based on internet of vehicles

Author(s): Yuanjian Zhang, Yonggang Liu, Yanjun Huang, Zheng Chen, Guang Li, Wanming Hao, Geoff Cunningham, Juliana Early
Published in: Energy, Issue 228, 2021, Page(s) 120631, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2021.120631

Data-driven based eco-driving control for plug-in hybrid electric vehicles

Author(s): Jie Li, Yonggang Liu, Yuanjian Zhang, Zhenzhen Lei, Zheng Chen, Guang Li
Published in: Journal of Power Sources, Issue 498, 2021, Page(s) 229916, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2021.229916

An adaptive fusion estimation algorithm for state of charge of lithium-ion batteries considering wide operating temperature and degradation

Author(s): Xing Shu, Guang Li, Jiangwei Shen, Wensheng Yan, Zheng Chen, Yonggang Liu
Published in: Journal of Power Sources, Issue 462, 2020, Page(s) 228132, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2020.228132

Machine Leaning Based Vehicle Model Construction and Validation -Towards Optimal Control Strategy Development for Plug-in Hybrid Electric Vehicles

Author(s): Yuanjian Zhang, Zheng Chen, Guang Li, Yonggang Liu, Haibo Chen, Geoff Cunningham, Juliana Early
Published in: IEEE Transactions on Transportation Electrification, 2021, Page(s) 1-1, ISSN 2332-7782
Publisher: IEEE
DOI: 10.1109/tte.2021.3111966

Research on Equivalent Factor Boundary of Equivalent Consumption Minimization Strategy for PHEVs

Author(s): Jie Li, Yonggang Liu, Datong Qin, Guang Li, Zheng Chen
Published in: IEEE Transactions on Vehicular Technology, Issue 69/6, 2020, Page(s) 6011-6024, ISSN 0018-9545
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvt.2020.2986541

A predictive energy management strategy for multi-mode plug-in hybrid electric vehicles based on multi neural networks

Author(s): Yitao Wu, Yuanjian Zhang, Guang Li, Jiangwei Shen, Zheng Chen, Yonggang Liu
Published in: Energy, Issue 208, 2020, Page(s) 118366, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2020.118366

Synthetic state of charge estimation for lithium-ion batteries based on long short-term memory network modeling and adaptive H-Infinity filter

Author(s): Zheng Chen, Hongqian Zhao, Xing Shu, Yuanjian Zhang, Jiangwei Shen, Yonggang Liu
Published in: Energy, Issue 228, 2021, Page(s) 120630, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2021.120630

Stage of Charge Estimation of Lithium-ion Battery Packs Based on Improved Cubature Kalman Filter with Long Short-Term Memory Model

Author(s): Xing Shu, Guang Li, Yuanjian Zhang, Shiquan Shen, Zheng Chen, Yonggang Liu
Published in: IEEE Transactions on Transportation Electrification, 2020, Page(s) 1-1, ISSN 2332-7782
Publisher: IEEE
DOI: 10.1109/tte.2020.3041757

Driving behavior oriented torque demand regulation for electric vehicles with single pedal driving

Author(s): Yuanjian Zhang, Yanjun Huang, Haibo Chen, Xiaoxiang Na, Zheng Chen, Yonggang Liu
Published in: Energy, Issue 228, 2021, Page(s) 120568, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2021.120568

Dynamic Lane-Changing Trajectory Planning for Autonomous Vehicles Based on Discrete Global Trajectory

Author(s): Yonggang Liu, Bobo Zhou, Xiao Wang, Liang Li, Shuo Cheng, Zheng Chen, Guang Li, Lu Zhang
Published in: IEEE Transactions on Intelligent Transportation Systems, 2021, Page(s) 1-15, ISSN 1524-9050
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tits.2021.3083541

A real-time blended energy management strategy of plug-in hybrid electric vehicles considering driving conditions

Author(s): Zhenzhen Lei, Datong Qin, Pan Zhao, Jie Li, Yonggang Liu, Zheng Chen
Published in: Journal of Cleaner Production, Issue 252, 2020, Page(s) 119735, ISSN 0959-6526
Publisher: Elsevier BV
DOI: 10.1016/j.jclepro.2019.119735

A uniform estimation framework for state of health of lithium-ion batteries considering feature extraction and parameters optimization

Author(s): Xing Shu, Guang Li, Jiangwei Shen, Zhenzhen Lei, Zheng Chen, Yonggang Liu
Published in: Energy, Issue 204, 2020, Page(s) 117957, ISSN 0360-5442
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.energy.2020.117957

Cooperative control strategy for plug-in hybrid electric vehicles based on a hierarchical framework with fast calculation

Author(s): Yuanjian Zhang, Chong Guo, Guang Li, Yonggang Liu, Zheng Chen
Published in: Journal of Cleaner Production, Issue 251, 2020, Page(s) 119627, ISSN 0959-6526
Publisher: Elsevier BV
DOI: 10.1016/j.jclepro.2019.119627

State of Health Estimation for Lithium-Ion Batteries Based on Healthy Features and Long Short-Term Memory

Author(s): Yitao Wu, Qiao Xue, Jiangwei Shen, Zhenzhen Lei, Zheng Chen, Yonggang Liu
Published in: IEEE Access, Issue 8, 2020, Page(s) 28533-28547, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2020.2972344

Remaining Useful Life Prediction for Lithium-Ion Batteries Based on Capacity Estimation and Box-Cox Transformation

Author(s): Qiao Xue, Shiquan Shen, Guang Li, Yuanjian Zhang, Zheng Chen, Yonggang Liu
Published in: IEEE Transactions on Vehicular Technology, Issue 69/12, 2020, Page(s) 14765-14779, ISSN 0018-9545
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvt.2020.3039553

An Adaptive Equivalent Consumption Minimization Strategy for Plug-In Hybrid Electric Vehicles Based on Energy Balance Principle

Author(s): Yonggang Liu, Jie Li, Zhenzhen Lei, Wenzhi Li, Datong Qin, Zheng Chen
Published in: IEEE Access, Issue 7, 2019, Page(s) 67589-67601, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2918277

Cooperative optimization of velocity planning and energy management for connected plug-in hybrid electric vehicles

Author(s): Yonggang Liu, Zhenzhen Huang, Jie Li, Ming Ye, Yuanjian Zhang, Zheng Chen
Published in: Applied Mathematical Modelling, Issue 95, 2021, Page(s) 715-733, ISSN 0307-904X
Publisher: Elsevier BV
DOI: 10.1016/j.apm.2021.02.033

Design, Control and Validation of Two-Speed Clutch-less Automatic Transmission for Electric Vehicle

Author(s): Yonggang Liu, Jun Xie, Datong Qin, Yuanjian Zhang, Zheng Chen, Guang Li, Yi Zhang
Published in: IEEE/ASME Transactions on Mechatronics, 2021, Page(s) 1-1, ISSN 1083-4435
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmech.2021.3086678

A Vehicle-Environment Cooperative Control Based Velocity Profile Prediction Method and Case Study in Energy Management of Plug-in Hybrid Electric Vehicles

Author(s): Si Zhang, Wenxue Dou, Yuanjian Zhang, Wanming Hao, Zheng Chen, Yonggang Liu
Published in: IEEE Access, Issue 7, 2019, Page(s) 75965-75975, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2921949

Research on a multi-objective hierarchical prediction energy management strategy for range extended fuel cell vehicles

Author(s): Yonggang Liu, Jie Li, Zheng Chen, Datong Qin, Yi Zhang
Published in: Journal of Power Sources, Issue 429, 2019, Page(s) 55-66, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2019.04.118

Driving Intention Identification Based on Long Short-Term Memory and A Case Study in Shifting Strategy Optimization

Author(s): Yonggang Liu, Pan Zhao, Datong Qin, Guang Li, Zheng Chen, Yi Zhang
Published in: IEEE Access, Issue 7, 2019, Page(s) 128593-128605, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2019.2940114

Fault diagnosis and abnormality detection of lithium-ion battery packs based on statistical distribution

Author(s): Qiao Xue, Guang Li, Yuanjian Zhang, Shiquan Shen, Zheng Chen, Yonggang Liu
Published in: Journal of Power Sources, Issue 482, 2021, Page(s) 228964, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2020.228964

A novel strategy for power sources management in connected plug-in hybrid electric vehicles based on mobile edge computation framework

Author(s): Yuanjian Zhang, Chong Guo, Yonggang Liu, Fei Ding, Zheng Chen, Wanming Hao
Published in: Journal of Power Sources, Issue 477, 2020, Page(s) 228650, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2020.228650

A novel optimal power management strategy for plug-in hybrid electric vehicle with improved adaptability to traffic conditions

Author(s): Yuanjian Zhang, Chongfeng Wei, Yonggang Liu, Zheng Chen, Zhuoran Hou, Nan Xu
Published in: Journal of Power Sources, Issue 489, 2021, Page(s) 229512, ISSN 0378-7753
Publisher: Elsevier BV
DOI: 10.1016/j.jpowsour.2021.229512

Online energy management strategy of fuel cell hybrid electric vehicles based on rule learning

Author(s): Yonggang Liu, Junjun Liu, Datong Qin, Guang Li, Zheng Chen, Yi Zhang
Published in: Journal of Cleaner Production, Issue 260, 2020, Page(s) 121017, ISSN 0959-6526
Publisher: Elsevier BV
DOI: 10.1016/j.jclepro.2020.121017