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

Fast charging is an enabling technique for the large-scale penetration of electric vehicles. This article proposes a knowledge-based, multiphysics-constrained fast charging strategy for lithium-ion battery (LIB), with a consciousness of the thermal safety and degradation. A universal algorithmic fra...

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Bibliographic Details
Published in:	IEEE transactions on industrial electronics (1982) Vol. 69; no. 3; pp. 2588 - 2598
Main Authors:	Wei, Zhongbao, Quan, Zhongyi, Wu, Jingda, Li, Yang, Pou, Josep, Zhong, Hao
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.03.2022 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms Batteries Battery health Charging Computational modeling Constraints deep deterministic policy gradient deep deterministic policy gradient (DDPG) Degradation Electric vehicles Fast charging Heating systems Integrated circuit modeling Life extension Lithium Lithium-ion batteries lithium-ion battery lithium-ion battery (LIB) Machine learning Multiple objective analysis Observers Optimization Predictive control Product safety Rechargeable batteries Safety State observers thermal safety Trajectory
ISSN:	0278-0046, 1557-9948, 1557-9948
Online Access:	Get full text
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