Deep Deterministic Policy Gradient-DRL Enabled Multiphysics-Constrained Fast Charging of Lithium-Ion Battery

Zhongbao Wei; Zhongyi Quan; Jingda Wu; Yang Li; Josep Pou; Hao Zhong

doi:10.1109/tie.2021.3070514

journal article Open Access Mar 01, 2022

Deep Deterministic Policy Gradient-DRL Enabled Multiphysics-Constrained Fast Charging of Lithium-Ion Battery

Zhongbao Wei

IEEE Transactions on Industrial Electronics Vol. 69 No. 3 pp. 2588-2598 · Institute of Electrical and Electronics Engineers (IEEE)

View at Publisher Save 10.1109/tie.2021.3070514

Topics

No keywords indexed for this article. Browse by subject →

References

35

[1]

10.1109/tii.2020.2974907

[2]

10.1016/j.jpowsour.2019.227543

[3]

10.1109/tie.2018.2813964

[4]

10.1109/tii.2019.2941747

[5]

10.1109/tie.2019.2931275

[6]

10.1109/mie.2020.2964814

[7]

10.1016/j.jpowsour.2006.02.087

[8]

10.1016/j.jpowsour.2014.09.108

[9]

10.1016/j.jpowsour.2016.04.140

[10]

10.1016/j.jpowsour.2004.12.038

[11]

10.1016/j.apenergy.2019.04.143

[12]

10.1109/tie.2019.2962429

[13]

10.1016/j.apenergy.2016.10.059

[14]

10.1016/j.enconman.2017.12.092

[15]

10.1016/j.enconman.2019.04.065

[16]

10.1016/j.jpowsour.2016.01.096

[17]

10.1016/j.apenergy.2017.03.111

[18]

10.1109/tii.2019.2935326

[19]

10.1109/tcst.2011.2178604

[20]

10.1109/tcst.2016.2624143

[21]

10.1109/tie.2017.2772154

[22]

10.1109/tpel.2018.2791965

[23]

10.1016/j.jpowsour.2015.03.074

[24]

10.1016/j.energy.2017.09.048

[25]

10.1109/tcst.2016.2574761

[26]

10.1109/tii.2019.2951060

[27]

10.1109/tii.2018.2825245

[28]

10.1109/tii.2020.2983176

[29]

Reinforcement Learning: An Introduction

R.S. Sutton, A.G. Barto

IEEE Transactions on Neural Networks 10.1109/tnn.1998.712192

[30]

10.1109/tvt.2016.2603536

[31]

10.1109/tii.2020.2990397

[32]

10.1109/tsg.2020.2986333

[33]

10.1016/j.jpowsour.2014.01.097

[34]

10.1109/tvt.2012.2203836

[35]

10.1016/j.apenergy.2017.02.016

Cited By

211

Optimized fast-charging of lithium-ion battery packs via predictive-reinforcement hierarchical control framework

Tian-E Fan, Pei Gao · 2026

Journal of Energy Storage

Deep Reinforcement Learning-Aided Frequency Control of LCC-S Resonant Converters for Wireless Power Transfer Systems

Reza Safari, Mohsen Hamzeh · 2026

IEEE Journal of Emerging and Select...

The design of fast charging strategy for lithium-ion batteries and intelligent application: A comprehensive review

Guansong Ji, Lianfang He · 2025

Applied Energy

Optimization-enhanced stacked ensemble for predicting proton exchange membrane fuel cell degradation under dynamic load conditions

Nan Xiao, Huining Wu · 2025

Applied Thermal Engineering

Balancing Awareness Fast Charging Control for Lithium-Ion Battery Pack Using Deep Reinforcement Learning

Yikun Yang, Jiarui He · 2024

IEEE Transactions on Industrial Ele...

Multiphysics-Constrained Fast Charging of Lithium-Ion Battery With Active Set Predictive Control

Hao Zhong, Shujuan Meng · 2024

IEEE Transactions on Intelligent Tr...

Equivalent sampling-enabled module-level battery impedance measurement for in-situ lithium plating diagnostic

Sheng Zhang, Zhongbao Wei · 2024

Journal of Power Sources

AI enabled fast charging of lithium-ion batteries of electric vehicles during their life cycle: review, challenges and perspectives

Dong-Lei Sun, Dongxu Guo · 2024

Energy Environ. Sci.

Comprehensive Analysis of Fuel Cell Electric Vehicles: Challenges, Powertrain Configurations, and Energy Management Systems

Md Shahin Munsi, Ravi P. Joshi · 2024

IEEE Access

A Precise Minor-Fault Diagnosis Method for Lithium-Ion Batteries Based on Phase Plane Sample Entropy

Xin Gu, Jinglun Li · 2024

IEEE Transactions on Industrial Ele...

Advancing Lithium-Ion Battery Health Prognostics With Deep Learning: A Review and Case Study

Mohamed Massaoudi, Haitham Abu-Rub · 2024

IEEE Open Journal of Industry Appli...

Enabling Safety-Enhanced fast charging of electric vehicles via soft actor Critic-Lagrange DRL algorithm in a Cyber-Physical system

Xiaofeng Yang, Hongwen He · 2023

Applied Energy

Multilevel Data-Driven Battery Management: From Internal Sensing to Big Data Utilization

Zhongbao Wei, Kailong Liu · 2023

IEEE Transactions on Transportation...

Perspectives and challenges for future lithium-ion battery control and management

Yujie Wang, Xingchen Zhang · 2023

eTransportation

Mobile battery energy storage system control with knowledge‐assisted deep reinforcement learning

Huan Zhao, Zifan Liu · 2022

Energy Conversion and Economics

A study on trends and developments in electric vehicle charging technologies

S. Hemavathi, A. Shinisha · 2022

Journal of Energy Storage

A comprehensive review of digital twin — part 1: modeling and twinning enabling technologies

Adam Thelen, Xiaoge Zhang · 2022

Structural and Multidisciplinary Op...

Metrics

211

Citations

35

References

Details

Published: Mar 01, 2022
Vol/Issue: 69(3)
Pages: 2588-2598
License: View

Authors

Department of Computational Medicine and Bioinformatics University of Michigan Ann Arbor Michigan; School of Computer Science and Engineering Nanjing University of Science and Technology Nanjing China

Funding

National Natural Science Foundation of China Award: 52072038

Cite This Article

Zhongbao Wei, Zhongyi Quan, Jingda Wu, et al. (2022). Deep Deterministic Policy Gradient-DRL Enabled Multiphysics-Constrained Fast Charging of Lithium-Ion Battery. IEEE Transactions on Industrial Electronics, 69(3), 2588-2598. https://doi.org/10.1109/tie.2021.3070514

Deep Deterministic Policy Gradient-DRL Enabled Multiphysics-Constrained Fast Charging of Lithium-Ion Battery

You May Also Like