Fast estimation method for lithium battery state of health based on incremental capacity curve peak characteristics

被引:0
|
作者
Huang, Bixiong [1 ]
Xuan, Yan [1 ]
Liu, Xintian [1 ]
Liu, Dong [1 ]
机构
[1] Shanghai Univ Engn Sci, Sch Mech & Automot Engn, Longteng Rd 333, Shanghai 201620, Peoples R China
基金
中国国家自然科学基金;
关键词
Incremental capacity curve; capacity estimation; lithium-ion battery; rapid SOH estimation; temperature; charge-discharge rate; ION BATTERY;
D O I
10.1177/09544070241298988
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
State of Health (SOH) estimation for lithium-ion batteries is a complex task, often plagued by issues such as slow estimation speed and high practical application difficulty in existing methods. In this paper, capacity is established as the criterion for defining State of Health. We conducted an analysis of Incremental Capacity (IC) curves, examining the characteristic features of the incremental capacity curves throughout the entire lifecycle of lithium-ion batteries at different temperatures and charge-discharge rates. The investigation revealed that the peaks in the incremental capacity curves correspond to nearly constant State of Charge (SOC) values. Building upon this discovery, a rapid SOH estimation method based on IC curves is proposed. The method was validated using data from the complete lifecycle of 18,650 cells, yielding a maximum SOH estimation error of 3%. Furthermore, the proposed method was applied to 240 cells in an energy storage battery pack at a specific station, resulting in a maximum SOH estimation error of 3.9%. This demonstrates the feasibility of the method under practical conditions, highlighting its high precision in SOH estimation. The proposed approach holds significant promise for real-time and rapid SOH estimation and detection, offering valuable insights for battery health monitoring.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] A Fast Estimation Algorithm for State of Health of Lithium-ion Battery Modules Based on Lorenz Plot
    Wen, Xiankui
    Zhong, Jingliang
    LI, Xiang
    Lin, Zhicheng
    Wang, Luyan
    Liao, Qiangqiang
    ELECTROCHEMISTRY, 2023, 91 (06)
  • [32] ON-BOARD STATE OF HEALTH ESTIMATION OF LITHIUM ION BATTERIES WITH INCREMENTAL CAPACITY ANALYSIS BASED ON GAUSSIAN FUNCTION
    Liang, Tongyi
    Song, Lingjun
    PROCEEDINGS OF THE ASME INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, 2018, VOL 6A, 2019,
  • [33] State of Health Estimation in Lithium Polymer Battery
    Ramadan, M. Nisvo
    Pramana, Bhisma A.
    Cahyadi, Adha
    Wahyunggoro, Oyas
    ADVANCES OF SCIENCE AND TECHNOLOGY FOR SOCIETY, 2016, 1755
  • [34] Incremental capacity analysis based adaptive capacity estimation for lithium-ion battery considering charging condition
    Jiang, Bo
    Dai, Haifeng
    Wei, Xuezhe
    APPLIED ENERGY, 2020, 269 (269)
  • [35] An Incremental Capacity Parametric Model Based on Logistic Equations for Battery State Estimation and Monitoring
    Maures, Matthieu
    Mathieu, Romain
    Capitaine, Armande
    Deletage, Jean-Yves
    Vinassa, Jean-Michel
    Briat, Olivier
    BATTERIES-BASEL, 2022, 8 (05):
  • [36] Lithium-Ion Battery Capacity Estimation Based on Incremental Capacity Analysis and Deep Convolutional Neural Network
    Zeng, Sibo
    Chen, Sheng
    Alkali, Babakalli
    ENERGIES, 2024, 17 (06)
  • [37] A State of Charge Estimation Method of Lithium-Ion Battery Based on Fused Open Circuit Voltage Curve
    Wang, Yipeng
    Zhao, Lin
    Cheng, Jianhua
    Zhou, Junfeng
    Wang, Shuo
    APPLIED SCIENCES-BASEL, 2020, 10 (04):
  • [38] Synchronous estimation of state of health and remaining useful lifetime for lithium-ion battery using the incremental capacity and artificial neural networks
    Zhang, Shuzhi
    Zhai, Baoyu
    Guo, Xu
    Wang, Kaike
    Peng, Nian
    Zhang, Xiongwen
    JOURNAL OF ENERGY STORAGE, 2019, 26
  • [39] Research on the joint estimation method of charge state and health state of power lithium battery
    Wang, Zhifu
    Zhang, Shunshun
    Luo, Wei
    Yang, Zhongyi
    Gao, Yifang
    IONICS, 2025, : 3273 - 3294
  • [40] A State-of-Health Estimation Method for Lithium Batteries Based on Incremental Energy Analysis and Bayesian Transformer
    Li, Yanmei
    Tu, Liang
    Zhang, Chaolong
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2024, 2024