Research on SOC hybrid estimation algorithm of power battery based on EKF

被引:0
|
作者
Wu, Tiezhou [1 ,2 ]
Chen, Xueguang [1 ]
Xia, Fangzhen [2 ]
Xiang, Jianfeng [2 ]
机构
[1] Huazhong Univ Sci & Technol, Dept Control Sci & Engn, Wuhan, Peoples R China
[2] Hubei Univ Technol, Dept Elect & Elect Engn, Wuhan, Peoples R China
来源
2011 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC) | 2011年
关键词
Ampere Hour Method; EKF; SOC; Estimation Algorithm;
D O I
暂无
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
Accurate estimation of power battery SOC(state of charge) is the basis of HEV power control strategy. SOC estimation algorithm has a significant impact on the accuracy of SOC estimation. This paper described the basic concept of SOC, discussed the significance of SOC estimation algorithm, difficulties and the main factors affecting SOC estimation, proposed a hybrid battery SOC estimation method with combination of extended Kalman filtering algorithm and improved Ampere Hour(AH) Method based on analyzing existed algorithms. Experimental results show that the hybrid SOC estimation method can meet the accuracy requirement of HEV SOC estimation excellently and is superior to the individual EKF method.
引用
收藏
页数:3
相关论文
共 50 条
  • [41] Research on equalization control of lithium-ion battery pack based on SOC
    Li, Wanyan
    Ruan, Guanqiang
    2024 5TH INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING AND APPLICATION, ICCEA 2024, 2024, : 1681 - 1687
  • [42] Research of SOC Estimation for Lithium-ion Battery of Electric Vehicle Based on AMEsim-Simulink Co-Simulation
    Liu Xiwen
    Ma Yan
    Ying Zhenhua
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 7680 - 7685
  • [43] Dual Estimation of Lithium-ion Battery Internal Resistance and SOC Based on the UKF
    Liu, Yuanyuan
    He, Zhiwei
    Gao, Mingyu
    Li, Yun
    Liu, Guohua
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 1639 - 1643
  • [44] Analyzing the Performance of AI-Based Battery SoC Estimation: A Metrological Point of View
    Negri, Virginia
    Mingotti, Alessandro
    Tinarelli, Roberto
    Peretto, Lorenzo
    Apa, Ludovica
    D'Alvia, Livio
    Del Prete, Zaccaria
    Rizzuto, Emanuele
    2024 IEEE INTERNATIONAL INSTRUMENTATION AND MEASUREMENT TECHNOLOGY CONFERENCE, I2MTC 2024, 2024,
  • [45] Lithium-ion Battery SoC Estimation Based on Online Support Vector Regression
    Zhang, Wei
    Wang, Wen
    PROCEEDINGS 2018 33RD YOUTH ACADEMIC ANNUAL CONFERENCE OF CHINESE ASSOCIATION OF AUTOMATION (YAC), 2018, : 564 - 568
  • [46] Discussion of the Performance of VRB Based on Modeling by Using EKF to Estimate SOC
    Lu, Jinding
    Sun, Gang
    Tang, Yuejin
    Ren, Li
    Shi, Jing
    RENEWABLE AND SUSTAINABLE ENERGY II, PTS 1-4, 2012, 512-515 : 1364 - 1370
  • [47] Research on estimation model of the battery state of charge in a hybrid electric vehicle based on the classification and regression tree
    Wang, Qi
    Luo, Yinsheng
    Han, Xiaoxin
    MATHEMATICAL AND COMPUTER MODELLING OF DYNAMICAL SYSTEMS, 2019, 25 (04) : 376 - 396
  • [48] Systematic mixed adaptive observer and EKF approach to estimate SOC and SOH of lithium-ion battery
    Gholizadeh, Mehdi
    Yazdizadeh, Alireza
    IET ELECTRICAL SYSTEMS IN TRANSPORTATION, 2020, 10 (02) : 135 - 143
  • [49] Dynamic allocation method of DC side power based on the SoC of battery for STATCOM/BESS
    Li, Ningning
    Liu, Yiqi
    Wang, Jianze
    Ji, Yanchao
    Xie, Bing
    ELECTRIC POWER SYSTEMS RESEARCH, 2015, 125 : 141 - 149
  • [50] SOC Calculation Method Based on Extended Kalman Filter of Power Battery for Electric Vehicle
    Liu, XinLei
    Cheng, ZengMu
    Yi, FengYan
    Qiu, TianYu
    2017 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND KNOWLEDGE ENGINEERING (IEEE ISKE), 2017,