Estimation of Li-ion Battery State of Charge Based on Extended Kalman Filtering

被引：0
|
作者：
Ma Yan [1 ,2 ]
Bai Qingwen [1 ,2 ]
Liang Liang [1 ,2 ]
Chen Hong [1 ,2 ]
机构：
[1] Jilin Univ, State Key Lab Automot Simulat & Control, Changchun Shi, Jilin Sheng, Peoples R China
[2] Jilin Univ, Dept Control Sci & Engn, Changchun Shi, Jilin Sheng, Peoples R China
来源：
PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE | 2012年
关键词：
Li-ion batteries; SOC; 2-order RC Equivalent Circuit Model; Parameter Identification; Extended Kalman Filter; MANAGEMENT-SYSTEMS; PACKS;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In order to obtain the accurate estimation of SOC (State of Charge), this article is based upon the 2-order RC equivalent circuit model of Li-ion battery. The nonlinear relationship between OCV (Open Circuit Voltage) and SOC of the battery is derived from a rapid test. Depending on the parameter identification of the equivalent circuit model, which the least square method is applied to, the extended Kalman filter for the estimation of SOC can be carried out. The final simulations and the result of the experiments show that the extended Kalman filter can reduce the influence of white noise and make the accuracy of SOC estimation within 1.4%.
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收藏
页码：6815 / 6819
页数：5
相关论文
共 8 条
  • [1] Rapid test and non-linear model characterisation of solid-state lithium-ion batteries
    Abu-Sharkh, S
    Doerffel, D
    [J]. JOURNAL OF POWER SOURCES, 2004, 130 (1-2) : 266 - 274
  • [2] Observer techniques for estimating the state-of-charge and state-of-health of VRLABs for hybrid electric vehicles
    Bhangu, BS
    Bentley, P
    Stone, DA
    Bingham, CM
    [J]. 2005 IEEE VEHICLE POWER AND PROPULSION CONFERENCE (VPPC), 2005, : 780 - 789
  • [3] Algorithms for Advanced Battery-Management Systems MODELING, ESTIMATION, AND CONTROL CHALLENGES FOR LITHIUM-ION BATTERIES
    Chaturvedi, Nalin A.
    Klein, Reinhardt
    Christensen, Jake
    Ahmed, Jasim
    Kojic, Aleksandar
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 2010, 30 (03): : 49 - 68
  • [4] Divakar B.P., 2009, INT C POWER ELECT SY, P1
  • [5] Evaluation of Lithium-Ion Battery Equivalent Circuit Models for State of Charge Estimation by an Experimental Approach
    He, Hongwen
    Xiong, Rui
    Fan, Jinxin
    [J]. ENERGIES, 2011, 4 (04) : 582 - 598
  • [6] Methods for state-of-charge determination and their applications
    Piller, S
    Perrin, M
    Jossen, A
    [J]. JOURNAL OF POWER SOURCES, 2001, 96 (01) : 113 - 120
  • [7] 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
  • [8] Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs - Part 1. Background
    Plett, GL
    [J]. JOURNAL OF POWER SOURCES, 2004, 134 (02) : 252 - 261
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