Improved LightGBM Based Remaining Useful Life Prediction of Lithium-Ion Battery under Driving Conditions

被引:0
|
作者
Xiao, Qian [1 ]
Mu, Yunfei [1 ]
Jiao, Zhipeng [2 ]
Meng, Jinhao [3 ]
Jia, Hongjie [1 ]
机构
[1] Key Laboratory of Smart Grid of Ministry of Education, Tianjin University, Tianjin,300072, China
[2] State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin,300130, China
[3] College of Electrical Engineering, Sichuan University, Chengdu,610065, China
关键词
D O I
10.19595/j.cnki.1000-6753.tces.211075
中图分类号
学科分类号
摘要
Lithium-ion batteries
引用
收藏
页码:4517 / 4527
相关论文
共 50 条
  • [1] LightGBM Based Remaining Useful Life Prediction of Electric Vehicle Lithium-Ion Battery under Driving Conditions
    Xiao, Qian
    Jiao, Zhipeng
    Mu, Yunfei
    Lu, Wenbiao
    Jia, Hongjie
    [J]. Diangong Jishu Xuebao/Transactions of China Electrotechnical Society, 2021, 36 (24): : 5176 - 5185
  • [2] LightGBM-Based Framework for Lithium-Ion Battery Remaining Useful Life Prediction Under Driving Conditions
    Jiao, Zhipeng
    Wang, Hongda
    Xing, Jianchun
    Yang, Qiliang
    Yang, Man
    Zhou, Yutao
    Zhao, Jiubin
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2023, 19 (11) : 11353 - 11362
  • [3] Prediction of Remaining Useful Life of the Lithium-Ion Battery Based on Improved Particle Filtering
    Wu, Tiezhou
    Zhao, Tong
    Xu, Siyun
    [J]. FRONTIERS IN ENERGY RESEARCH, 2022, 10
  • [4] Prediction of Remaining Useful Life of Lithium-ion Battery Based on UKF
    Huang, Mengtao
    Zhang, Qibo
    [J]. 2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 4502 - 4506
  • [5] Remaining useful life prediction of lithium-ion battery based on an improved particle filter algorithm
    Xie, Guo
    Peng, Xi
    Li, Xin
    Hei, Xinhong
    Hu, Shaolin
    [J]. CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 2020, 98 (06): : 1365 - 1376
  • [6] Prediction of Remaining Useful Life of Lithium-ion Battery Based on Improved Auxiliary Particle Filter
    Li, Huan
    Liu, Zhitao
    Su, Hongye
    [J]. PROCEEDINGS OF THE 33RD CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2021), 2021, : 1267 - 1272
  • [7] Remaining useful life prediction of automotive lithium-ion battery
    Space Control and Inertial Technology Research Center, Harbin Institute of Technology, Harbin
    150020, China
    [J]. Qiche Gongcheng, 4 (476-479):
  • [8] Lithium-Ion Battery Remaining Useful Life Prediction Based on Hybrid Model
    Tang, Xuliang
    Wan, Heng
    Wang, Weiwen
    Gu, Mengxu
    Wang, Linfeng
    Gan, Linfeng
    [J]. SUSTAINABILITY, 2023, 15 (07)
  • [9] Remaining useful life Prediction for lithium-ion battery based on CEEMDAN and SVR
    Shi, Yuanhao
    Yang, Yanru
    Wen, Jie
    Cui, Fangshu
    Wang, Jingcheng
    [J]. 2020 IEEE 18TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), VOL 1, 2020, : 888 - 893
  • [10] Improved LightGBM-Based Framework for Electric Vehicle Lithium-Ion Battery Remaining Useful Life Prediction Using Multi Health Indicators
    Liu, Huiqiao
    Xiao, Qian
    Jin, Yu
    Mu, Yunfei
    Meng, Jinhao
    Zhang, Tianyu
    Jia, Hongjie
    Teodorescu, Remus
    [J]. SYMMETRY-BASEL, 2022, 14 (08):