An Early Minor-Fault Diagnosis Method for Lithium-Ion Battery Packs Based on Unsupervised Learning

被引:23
作者
Gu, Xin [1 ]
Shang, Yunlong [1 ]
Kang, Yongzhe [1 ]
Li, Jinglun [1 ]
Mao, Ziheng [1 ]
Zhang, Chenghui [1 ]
机构
[1] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Peoples R China
基金
中国国家自然科学基金;
关键词
SERIES;
D O I
10.1109/JAS.2023.123099
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
引用
收藏
页码:810 / 812
页数:3
相关论文
共 10 条
[1]   Micro-Short-Circuit Diagnosis for Series-Connected Lithium-Ion Battery Packs Using Mean-Difference Model [J].
Gao, Wenkai ;
Zheng, Yuejiu ;
Ouyang, Minggao ;
Li, Jianqiu ;
Lai, Xin ;
Hu, Xiaosong .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2019, 66 (03) :2132-2142
[2]   Multi-fault synergistic diagnosis of battery systems based on the modified multi-scale entropy [J].
Hong, Jichao ;
Wang, Zhenpo ;
Chen, Wen ;
Wang, Leyi .
INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2019, 43 (14) :8350-8369
[3]   Online multi-fault detection and diagnosis for battery packs in electric vehicles [J].
Kang, Yongzhe ;
Duan, Bin ;
Zhou, Zhongkai ;
Shang, Yunlong ;
Zhang, Chenghui .
APPLIED ENERGY, 2020, 259
[4]   Lithium-ion batteries fault diagnostic for electric vehicles using sample entropy analysis method [J].
Li, Xiaoyu ;
Dai, Kangwei ;
Wang, Zhenpo ;
Han, Weiji .
JOURNAL OF ENERGY STORAGE, 2020, 27
[5]   Towards Long Lifetime Battery: AI-Based Manufacturing and Management [J].
Liu, Kailong ;
Wei, Zhongbao ;
Zhang, Chenghui ;
Shang, Yunlong ;
Teodorescu, Remus ;
Han, Qing-Long .
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2022, 9 (07) :1139-1165
[6]   A Data-Driven Approach With Uncertainty Quantification for Predicting Future Capacities and Remaining Useful Life of Lithium-ion Battery [J].
Liu, Kailong ;
Shang, Yunlong ;
Ouyang, Quan ;
Widanage, Widanalage Dhammika .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2021, 68 (04) :3170-3180
[7]   Fault detection of the connection of lithium-ion power batteries in series for electric vehicles based on statistical analysis [J].
Ma, Mina ;
Wang, Yu ;
Duan, Qiangling ;
Wu, Tangqin ;
Sun, Jinhua ;
Wang, Qingsong .
ENERGY, 2018, 164 :745-756
[8]  
Richman JS, 2000, AM J PHYSIOL-HEART C, V278, pH2039
[9]   A multi-fault diagnosis method based on modified Sample Entropy for lithium-ion battery strings [J].
Shang, Yunlong ;
Lu, Gaopeng ;
Kang, Yongzhe ;
Zhou, Zhongkai ;
Duan, Bin ;
Zhang, Chenghui .
JOURNAL OF POWER SOURCES, 2020, 446
[10]   A fractional-order model-based battery external short circuit fault diagnosis approach for all-climate electric vehicles application [J].
Yang, Ruixin ;
Xiong, Rui ;
He, Hongwen ;
Chen, Zeyu .
JOURNAL OF CLEANER PRODUCTION, 2018, 187 :950-959