Electrochemical Impedance Spectroscopy: A New Chapter in the Fast and Accurate Estimation of the State of Health for Lithium-Ion Batteries

被引:137
|
作者
Zhang, Ming [1 ]
Liu, Yanshuo [1 ]
Li, Dezhi [1 ]
Cui, Xiaoli [2 ]
Wang, Licheng [3 ]
Li, Liwei [4 ]
Wang, Kai [1 ]
机构
[1] Qingdao Univ, Sch Elect Engn, Weihai Innovat Res Inst, Qingdao 266000, Peoples R China
[2] ABB China Ltd, Xiamen Branch, Xiamen 361000, Peoples R China
[3] Zhejiang Univ Technol, Sch Informat Engn, Hangzhou 310014, Peoples R China
[4] Shandong Univ, Sch Control Sci & Engn, Jinan 250100, Peoples R China
基金
中国国家自然科学基金;
关键词
electrochemical impedance spectroscopy; lithium-ion battery; estimation of SOH; equivalent circuit model; data-driven method; CHARGE-TRANSFER; MODEL; BEHAVIOR; NANOSTRUCTURES; PROGNOSTICS; RESISTANCE; SPECTRA; SIGNALS; TIME;
D O I
10.3390/en16041599
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Lithium-ion batteries stand out from other clean energy sources because of their high energy density and small size. With the increasing application scope and scale of lithium-ion batteries, real-time and accurate monitoring of its state of health plays an important role in ensuring the healthy and stable operation of an energy storage system. Due to the interaction of various aging reactions in the aging process of lithium-ion batteries, the capacity attenuation shows no regularity. However, the traditional monitoring method is mainly based on voltage and current, which cannot reflect the internal mechanism, so the accuracy is greatly reduced. Recently, with the development of electrochemical impedance spectroscopy, it has been possible to estimate the state of health quickly and accurately online. Electrochemical impedance spectroscopy can measure battery impedance in a wide frequency range, so it can reflect the internal aging state of lithium-ion batteries. In this paper, the latest impedance spectroscopy measurement technology and electrochemical impedance spectroscopy based on lithium-ion battery health state estimation technology are summarized, along with the advantages and disadvantages of the summary and prospects. This fills the gap in this aspect and is conducive to the further development of this technology.
引用
收藏
页数:16
相关论文
共 50 条
  • [41] Convolutional autoencoder-based SOH estimation of lithium-ion batteries using electrochemical impedance spectroscopy
    Obregon, Josue
    Han, Yu-Ri
    Ho, Chang Won
    Mouraliraman, Devanadane
    Lee, Chang Woo
    Jung, Jae-Yoon
    JOURNAL OF ENERGY STORAGE, 2023, 60
  • [42] Capacity Estimation of Lithium-Ion Batteries Using Electrochemical Impedance Spectroscopy and Optimized Extreme Learning Machine
    Wu, Ji
    Luo, Lei
    Meng, Jinhao
    Lin, Mingqiang
    2023 IEEE/IAS INDUSTRIAL AND COMMERCIAL POWER SYSTEM ASIA, I&CPS ASIA, 2023, : 1758 - 1763
  • [43] Binary multi-frequency signal for accurate and rapid electrochemical impedance spectroscopy acquisition in lithium-ion batteries
    Liu, Xutao
    Tao, Shengyu
    Fu, Shiyi
    Ma, Ruifei
    Cao, Tingwei
    Fan, Hongtao
    Zuo, Junxiong
    Zhang, Xuan
    Wang, Yu
    Sun, Yaojie
    APPLIED ENERGY, 2024, 364
  • [44] Review of Power Converter Topologies for Electrochemical Impedance Spectroscopy of Lithium-Ion Batteries
    Beiranvand, Hamzeh
    Placzek, Julius M.
    Liserre, Marco
    Zampardi, Giorgia
    Brogioli, Doriano Constantino
    La Mantia, Fabio
    2022 24TH EUROPEAN CONFERENCE ON POWER ELECTRONICS AND APPLICATIONS (EPE'22 ECCE EUROPE), 2022,
  • [45] Application of Electrochemical Impedance Spectroscopy to Degradation and Aging Research of Lithium-Ion Batteries
    Yang, Yong
    Hu, Wenxuan
    Peng, Yufan
    Wei, Yimin
    JOURNAL OF PHYSICAL CHEMISTRY C, 2023, 127 (09): : 4465 - 4495
  • [46] Empirical Modeling of Lithium-ion Batteries Based on Electrochemical Impedance Spectroscopy Tests
    Samadani, Ehsan
    Farhad, Siamak
    Scott, William
    Mastali, Mehrdad
    Gimenez, Leonardo E.
    Fowler, Michael
    Fraser, Roydon A.
    ELECTROCHIMICA ACTA, 2015, 160 : 169 - 177
  • [47] A mathematical approach to survey electrochemical impedance spectroscopy for aging in lithium-ion batteries
    Chen, Bor-Rong
    Police, Yugandhar R. R.
    Li, Meng
    Chinnam, Paramesh R. R.
    Tanim, Tanvir R. R.
    Dufek, Eric J. J.
    FRONTIERS IN ENERGY RESEARCH, 2023, 11
  • [48] Dataset on broadband electrochemical impedance spectroscopy of Lithium-Ion batteries for different values of the state-of-charge
    Buchicchio, Emanuele
    De Angelis, Alessio
    Santoni, Francesco
    Carbone, Paolo
    Bianconi, Francesco
    Smeraldi, Fabrizio
    DATA IN BRIEF, 2022, 45
  • [49] Accurate estimation of state of health for lithium-ion batteries based on Pyraformer and TimeGAN data augmentation
    Liu, Xinhua
    Yang, Kaiyi
    Zou, Bosong
    Zhang, Xinkai
    Bao, Gengyi
    Ma, Bin
    Zhang, Lisheng
    Tan, Rui
    JOURNAL OF POWER SOURCES, 2025, 640
  • [50] State of charge and state of health estimation strategies for lithium-ion batteries
    Wang, Nanlan
    Xia, Xiangyang
    Zeng, Xiaoyong
    INTERNATIONAL JOURNAL OF LOW-CARBON TECHNOLOGIES, 2023, 18 : 443 - 448