Joint Prediction of Lithium Battery State of Health and Remaining Useful Life Based on Indirect Health Features Optimization and Multi-Model Fusion

被引：0
|
作者：
Cai, Yusi [1 ]
Li, Zewen [1 ]
Liu, Ping [1 ]
Xia, Xiangyang [1 ]
Wang, Wen [1 ]
机构：
[1] School of Electrical and Information Engineering, Changsha Ligong University, Changsha,410000, China
来源：
Diangong Jishu Xuebao/Transactions of China Electrotechnical Society | 2024年 / 39卷 / 18期
关键词：
Bayesian model averaging - Health factors - Indirect health factor - Mean absolute error - Remaining useful life predictions - Remaining useful lives - Root mean squared errors - Short term memory - State of health - Support vector regressions;
D O I：
10.19595/j.cnki.1000-6753.tces.231057
中图分类号：
学科分类号：
摘要：
24
引用
收藏
页码：5883 / 5898
相关论文
共 50 条
  • [31] A review of lithium-ion battery state of health and remaining useful life estimation methods based on bibliometric analysis
    Lei, Xu
    Xie, Fangjian
    Wang, Jialong
    Zhang, Chunling
    JOURNAL OF TRAFFIC AND TRANSPORTATION ENGINEERING-ENGLISH EDITION, 2024, 11 (06) : 1420 - 1446
  • [32] A review of lithium-ion battery state of health and remaining useful life estimation methods based on bibliometric analysis
    Lei, Xu
    Xie, Fangjian
    Wang, Jialong
    Zhang, Chunling
    Journal of Traffic and Transportation Engineering (English Edition), 2024, 11 (06) : 1420 - 1446
  • [33] State of health and remaining useful life estimation of lithium-ion battery based on parallel deep learning methods
    Zhu, Sichen
    Li, Chaoran
    Ruan, Peng
    Zhou, Shoubin
    Li, Jianke
    Luo, Shan
    Li, Menghan
    Zhang, Qiang
    INTERNATIONAL JOURNAL OF ELECTROCHEMICAL SCIENCE, 2025, 20 (05):
  • [34] Lithium Battery Remaining Useful Life Prediction Based on Multi-Kernel Support Vector Regression With Hybrid Optimization Algorithm
    Li, Hao
    Fu, Lijun
    Zhang, Yan
    JOURNAL OF ELECTROCHEMICAL ENERGY CONVERSION AND STORAGE, 2022, 19 (03)
  • [35] Prediction of Remaining Useful Life of Lithium-ion Battery Based on UKF
    Huang, Mengtao
    Zhang, Qibo
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 4502 - 4506
  • [36] Multi-state joint estimation of series battery pack based on multi-model fusion
    Liu, Fang
    Yu, Dan
    Su, Weixing
    Bu, Fantao
    ELECTROCHIMICA ACTA, 2023, 443
  • [37] Remaining Useful Life Prediction Method of Lithium‑Ion Battery Based on Bi‑LSTM Network Under Multi‑State Influence
    Zhang H.
    Hu C.-H.
    Du D.-B.
    Pei H.
    Zhang J.-X.
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2022, 50 (03): : 619 - 624
  • [38] Battery Health Monitoring and Remaining Useful Life Prediction Techniques: A Review of Technologies
    Ahwiadi, Mohamed
    Wang, Wilson
    BATTERIES-BASEL, 2025, 11 (01):
  • [39] A novel fusion prognostic approach for the prediction of the remaining useful life of a lithium-ion battery
    Mei, Xiaoyang
    Fang, Huajing
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 5801 - 5805
  • [40] Lithium battery remaining useful life prediction using VMD fusion with attention mechanism and TCN
    Wang, Guang
    Sun, Longfei
    Wang, Anjie
    Jiao, Jianfang
    Xie, Jiale
    JOURNAL OF ENERGY STORAGE, 2024, 93
12345