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

被引：16
|
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
来源：
IEEE-CAA JOURNAL OF AUTOMATICA SINICA | 2023年 / 10卷 / 03期
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 50 条
  • [21] A Quantitative Fault Diagnosis Method for Lithium-Ion Battery Based on MD-LSTM
    Li, Jinglun
    Mao, Ziheng
    Gu, Xin
    Tao, Xuewen
    Shang, Yunlong
    IEEE TRANSACTIONS ON TRANSPORTATION ELECTRIFICATION, 2025, 11 (01): : 2266 - 2276
  • [22] Fault Diagnosis Method of Lithium-Ion Battery Leakage Based on Electrochemical Impedance Spectroscopy
    Zhang, Yanru
    Zhang, Pengfei
    Hu, Jing
    Zhang, Caiping
    Zhang, Linjing
    Wang, Yubin
    Zhang, Weige
    IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2024, 60 (01) : 1879 - 1889
  • [23] Fault diagnosis of lithium-ion battery sensors based on multi-method fusion
    Yan, Yuan
    Luo, Wei
    Wang, Zhifu
    Xu, Song
    Yang, Zhongyi
    Zhang, Shunshun
    Hao, Wenmei
    Lu, Yanxi
    JOURNAL OF ENERGY STORAGE, 2024, 85
  • [24] A New Equalization Method for Lithium-Ion Battery Packs Based on CUK Converter
    Zhang, Yu
    Tian, Sheng
    Zhang, Yongkang
    Energy Engineering: Journal of the Association of Energy Engineering, 2024, 121 (06): : 1459 - 1472
  • [25] Few-shot fault diagnosis for lithium-ion battery packs based on a novel AVMDR-IDRSN model
    Zheng, Xiujuan
    Liu, Wenbo
    Wu, Huaiyu
    MEASUREMENT, 2025, 247
  • [26] Fault Diagnosis Method for Lithium-Ion Power Battery Incorporating Multidimensional Fault Features
    Zhang, Fan
    Zheng, Xiao
    Xing, Zixuan
    Wu, Minghu
    ENERGIES, 2024, 17 (07)
  • [27] Fault diagnosis and quantitative analysis of micro-short circuits for lithium-ion batteries in battery packs
    Kong, Xiangdong
    Zheng, Yuejiu
    Ouyang, Minggao
    Lu, Languang
    Li, Jianqiu
    Zhang, Zhendong
    JOURNAL OF POWER SOURCES, 2018, 395 : 358 - 368
  • [28] A LabVIEW-based fault diagnosis system for lithium-ion battery
    Tang Zining
    Fang Yunzhou
    Peng Qingfeng
    2011 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2011,
  • [29] Multi-Fault Diagnosis for Series-Connected Lithium-Ion Battery Packs Based on Improved Sensor Topology and Correlation Coefficient Method
    Cao, Yue
    Tian, Engang
    Chen, Hui
    Chen, Huwei
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2024,
  • [30] Fault Diagnosis Method for Lithium-Ion Battery Packs in Real-World Electric Vehicles Based on K-Means and the Frechet Algorithm
    Wu, Minghu
    Du, Wanyin
    Zhang, Fan
    Zhao, Nan
    Wang, Juan
    Wang, Lujun
    Huang, Wei
    ACS OMEGA, 2022, 7 (44): : 40145 - 40162
12345