A review of lithium-ion battery state of charge estimation based on deep learning: Directions for improvement and future trends

被引:0
|
作者
Liu, Yuefeng [1 ]
He, Yingjie [1 ]
Bian, Haodong [1 ]
Guo, Wei [1 ]
Zhang, Xiaoyan [1 ]
机构
[1] School of Information Engineering, Inner Mongolia University of Science and Technology, Baotou,014010, China
来源
Journal of Energy Storage | 2022年 / 52卷
关键词
90;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [41] State of Charge Estimation Model for Lithium-ion Batteries Based on Deep Learning Neural Networks
    Zhang, Song-Bo
    Wang, Xiao-Tian
    Wang, Jie-Sheng
    Liu, Xun
    Engineering Letters, 2024, 32 (02) : 209 - 219
  • [42] Learning of Battery Model Bias for Effective State of Charge Estimation of Lithium-Ion Batteries
    Xi, Zhimin
    Dahmardeh, Modjtaba
    Xia, Bing
    Fu, Yuhong
    Mi, Chris
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2019, 68 (09) : 8613 - 8628
  • [43] Transfer Learning-Based State of Charge Estimation for Lithium-Ion Battery at Varying Ambient Temperatures
    Qin, Yan
    Adams, Stefan
    Yuen, Chau
    IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (11) : 7304 - 7315
  • [44] A decade of machine learning in lithium-ion battery state estimation: a systematic review
    Al-Hashimi, Zaina
    Khamis, Taha
    Al Kouzbary, Mouaz
    Arifin, Nooranida
    Mokayed, Hamam
    Abu Osman, Noor Azuan
    IONICS, 2025, : 2351 - 2377
  • [45] Current Trends for State-of-Charge (SoC) Estimation in Lithium-Ion Battery Electric Vehicles
    Espedal, Ingvild B.
    Jinasena, Asanthi
    Burheim, Odne S.
    Lamb, Jacob J.
    ENERGIES, 2021, 14 (11)
  • [46] Adaptive state of charge estimation of Lithium-ion battery based on battery capacity degradation model
    Yang, Guodong
    Li, Junqiu
    Fu, Zijian
    Guo, Lin
    CLEANER ENERGY FOR CLEANER CITIES, 2018, 152 : 514 - 519
  • [47] Comprehensive Review of Lithium-Ion Battery State of Charge Estimation by Sliding Mode Observers
    Behnamgol, Vahid
    Asadi, Mohammad
    Mohamed, Mohamed A. A.
    Aphale, Sumeet S.
    Niri, Mona Faraji
    ENERGIES, 2024, 17 (22)
  • [48] Lithium-ion battery state of charge prediction based on machine learning approach
    Zazoum, Bouchaib
    ENERGY REPORTS, 2023, 9 : 1152 - 1158
  • [49] Modeling, state of charge estimation, and charging of lithium-ion battery in electric vehicle: A review
    Adaikkappan, Maheshwari
    Sathiyamoorthy, Nageswari
    INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2022, 46 (03) : 2141 - 2165
  • [50] Lithium-ion battery state of charge prediction based on machine learning approach
    Zazoum, Bouchaib
    ENERGY REPORTS, 2023, 9 : 1152 - 1158