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General Discharge Voltage Information Enabled Health Evaluation for Lithium-Ion Batteries

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成果类型:
期刊论文
作者:
Deng, Zhongwei;Hu, Xiaosong;Lin, Xianke;Xu, Le;Che, Yunhong;...
作者机构:
[Hu, Xiaosong; Deng, Zhongwei; Xu, Le; Che, Yunhong] Chongqing Univ, Dept Automot Engn, Chongqing 400044, Peoples R China.
[Lin, Xianke] Univ Ontario Inst Technol, Dept Mech Engn, Oshawa, ON L1G 0C5, Canada.
[Hu, Lin] Changsha Univ Sci & Technol, Sch Automot & Mech Engn, Changsha 410114, Peoples R China.
语种:
英文
关键词:
Batteries;Discharges (electric);Feature extraction;Estimation;Correlation;Aging;Lithium-ion batteries;Data-driven method;feature extraction method;health indicator (HI);lithium-ion battery;state of health (SOH)
期刊:
IEEE-ASME Transactions on Mechatronics
ISSN:
1083-4435
年:
2020
卷:
26
期:
3
页码:
1295-1306
基金类别:
10.13039/501100001809-National Natural Science Foundation of China (Grant Number: 51875054) Chongqing Natural Science Foundation for Distinguished Young Scholars (Grant Number: cstc2019jcyjjq0010 and cstc2020jcyj-bsh0040) Chongqing Technological Foresight and Institutional (Grant Number: cstc2020jsyj-ydxwtA X0006) Hunan Science Foundation for Distinguished Young Scholars of China (Grant Number: 2019JJ20017)
机构署名:
本校为其他机构
院系归属:
汽车与机械工程学院
摘要:
State of health (SOH) is essential for battery management, timely maintenance, and safety incident avoidance. For specific applications, a variety of SOH estimation methods have been proposed. However, it is often difficult to apply these methods to other applications. In this article, a novel feature extraction method is proposed to extract health indicators (HIs) from general discharging conditions. A voltage partition strategy is used to obtain the discharge capacity differences of two cycles [oQ(V)] from nonmonotonic or pulse discharge voltage curve, and a filtering strategy is employed to...

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