SOC estimation algorithm for Li-ion battery in electric or hybrid vehicles

被引:2
|
作者
Wang, Chuanxin [1 ]
机构
[1] Chongqing Univ, Coll Automat, Chongqing 400044, Peoples R China
关键词
SOC; state of charge; Kalman filter; unscented Kalman filter; Iron Phosphate Li-ion battery; electric vehicle; hybrid vehicle;
D O I
10.1504/IJEHV.2016.076962
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
As over-charging and over-discharging can cause damage to batteries, to guarantee the stability and duration of batteries, it is necessary to avoid being over-charged and over-discharged. Therefore, knowing the batteries' state of charge (SOC) is essential. In this paper, the author describes in detail the procedure of building a SOC estimation algorithm. The SOC estimation algorithm is based on unscented Kalman filter. Moreover, changes of battery capacity and internal resistance are considered. The impact of these changes on the estimation accuracy is explored. Experiments on an Iron Phosphate Li-ion battery cell with real load were conducted to justify this method. This method was verified to be not only precise but also stable.
引用
收藏
页码:61 / 77
页数:17
相关论文
共 50 条
  • [41] State-of-Charge Estimation of Li-ion Battery in Electric Vehicles: A Deep Neural Network Approach
    How, Dickson N. T.
    Hannan, M. A.
    Lipu, M. S. Hossain
    Sahari, K. S. M.
    Ker, P. J.
    Muttaqi, K. M.
    2019 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING, 2019,
  • [42] Co-estimation of SOC and SOH for Li-ion battery based on MIEKPF-EKPF fusion algorithm
    Zhou, Huan
    Luo, Jing
    Yu, Zinbin
    ENERGY REPORTS, 2023, 10 : 4420 - 4428
  • [43] A Simplified Li-ion Battery SOC Estimating Method
    Zhang, Xiaoqiang
    Wang, Xiaocheng
    Zhang, Weiping
    Lei, Geyang
    TRANSACTIONS ON ELECTRICAL AND ELECTRONIC MATERIALS, 2016, 17 (01) : 13 - 17
  • [44] SOC Estimation of a Rechargeable Li-Ion Battery Used in Fuel Cell Hybrid Electric Vehicles-Comparative Study of Accuracy and Robustness Performance Based on Statistical Criteria. Part II: SOC Estimators
    Tudoroiu, Roxana-Elena
    Zaheeruddin, Mohammed
    Tudoroiu, Nicolae
    Radu, Sorin-Mihai
    BATTERIES-BASEL, 2020, 6 (03): : 1 - 36
  • [45] SoC Li-ion BATTERY MONITORING WITH IMPEDANCE SPECTROSCOPY
    Cuadras, A.
    Kanoun, O.
    2009 6TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS AND DEVICES, VOLS 1 AND 2, 2009, : 991 - +
  • [46] Aging Analysis and Modelling of Li-Ion Cells for Hybrid Electric Vehicles
    Fischnaller, M.
    Lohmann, N.
    Melbert, J.
    Lamp, P.
    Scharner, S.
    ELEKTRONIK IM KRAFTFAHRZEUG: ELEKTRIK, ELEKTRONIK, ELEKTROMOBILITAT, 2011, 2132 : 103 - 112
  • [47] Implementation of an Improved Coulomb-Counting Algorithm Based on a Piecewise SOC-OCV Relationship for SOC Estimation of Li-Ion Battery
    Baccouche, Ines
    Jemmali, Sabeur
    Mlayah, Asma
    Manai, Bilal
    Ben Amara, Najoua Essoukri
    INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH, 2018, 8 (01): : 178 - 187
  • [48] Modeling of a Li-Ion Battery for Use in Driver Assistance Systems for Electric Vehicles
    Weihrauch, Christoph
    Alonso, Javier Antonio Oliva
    Bertram, Torsten
    AUTOREG 2013, 2013, 2196 : 81 - 91
  • [49] Estimation of the Power Losses of a Li-Ion Battery by Operation in an Electric Vehicle
    Pitorac, Cristina
    2016 INTERNATIONAL SYMPOSIUM ON FUNDAMENTALS OF ELECTRICAL ENGINEERING (ISFEE), 2016,
  • [50] Li-Ion Battery Immersed Heat Pipe Cooling Technology for Electric Vehicles
    Oh, In-Taek
    Lee, Ji-Su
    Han, Jin-Se
    Lee, Seong-Woo
    Kim, Su-Jong
    Rhi, Seok-Ho
    ELECTRONICS, 2023, 12 (24)