State of Charge Estimation of Power Lithium Battery Based on Extended Kalman Filter

被引:0
作者
Feng, Huizong [1 ]
Qin, Liangyan [1 ]
Xu, Yang [1 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Automat, Chongqing, Peoples R China
来源
2019 CHINESE AUTOMATION CONGRESS (CAC2019) | 2019年
关键词
SOC; Equivalent circuit model; EKF algorithm; MANAGEMENT-SYSTEMS; PACKS;
D O I
10.1109/cac48633.2019.8996745
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The chemical reaction process of the vehicle power lithium battery is complicated, and the battery has typical time-varying and nonlinear characteristics. High precision SOC (State Of Charge) estimation algorithm takes a long time and is computationally intensive. In practical use, the ampere-hour integral method is applied more, but it is easy to cause time accumulation error. In this paper, considering the simplification and accuracy of the algorithm, the second-order RC equivalent circuit model is built according to the battery test data, and the SOC estimation of the battery is completed by EKF (Extended Kalman Filtering) algorithm. The simulation results show that the estimation accuracy can be kept within 3%.
引用
收藏
页码:518 / 523
页数:6
相关论文
共 8 条
  • [1] Jiang Y. X., 2018, POWER TECHNOLOGY, V42, P296
  • [2] A comparative study of different equivalent circuit models for estimating state-of-charge of lithium-ion batteries
    Lai, Xin
    Zheng, Yuejiu
    Sun, Tao
    [J]. ELECTROCHIMICA ACTA, 2018, 259 : 566 - 577
  • [3] State of charge estimation for Li-ion battery based on extended Kalman filter
    Li Zhi
    Zhang Peng
    Wang Zhifu
    Song Qiang
    Rong Yinan
    [J]. 8TH INTERNATIONAL CONFERENCE ON APPLIED ENERGY (ICAE2016), 2017, 105 : 3515 - 3520
  • [4] Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs - Part 2. Modeling and identification
    Plett, GL
    [J]. JOURNAL OF POWER SOURCES, 2004, 134 (02) : 262 - 276
  • [5] Plett GL, 2004, J POWER SOURCES, V134, P277, DOI 10.1016/j jpowsour.2004.02.033
  • [6] Sun T., 2019, APPL ELECT TECHNIQUE, V45, P127
  • [7] Equivalent circuit model parameters extraction for lithium ion batteries using electrochemical impedance spectroscopy
    Vyroubal, Petr
    Kazda, Tomas
    [J]. JOURNAL OF ENERGY STORAGE, 2018, 15 : 23 - 31
  • [8] Zhang L., 2018, WIRELESS PERS COMMUN, V102, P1