A journal of IEEE and CAA , publishes high-quality papers in English on original theoretical/experimental research and development in all areas of automation
Volume 4 Issue 2
Apr.  2017

IEEE/CAA Journal of Automatica Sinica

  • JCR Impact Factor: 11.8, Top 4% (SCI Q1)
    CiteScore: 17.6, Top 3% (Q1)
    Google Scholar h5-index: 77, TOP 5
Turn off MathJax
Article Contents
Yan Ma, Bingsi Li, Guangyuan Li, Jixing Zhang and Hong Chen, "A Nonlinear Observer Approach of SOC Estimation Based on Hysteresis Model for Lithium-ion Battery," IEEE/CAA J. Autom. Sinica, vol. 4, no. 2, pp. 195-204, Apr. 2017. doi: 10.1109/JAS.2017.7510502
Citation: Yan Ma, Bingsi Li, Guangyuan Li, Jixing Zhang and Hong Chen, "A Nonlinear Observer Approach of SOC Estimation Based on Hysteresis Model for Lithium-ion Battery," IEEE/CAA J. Autom. Sinica, vol. 4, no. 2, pp. 195-204, Apr. 2017. doi: 10.1109/JAS.2017.7510502

A Nonlinear Observer Approach of SOC Estimation Based on Hysteresis Model for Lithium-ion Battery

doi: 10.1109/JAS.2017.7510502
Funds:

This work was supported by the High Technology Research and Development Program of Jilin 20130204021GX

the Specialized Research Fund for Graduate Course Identification System Program (Jilin University) of China 450060523183

the National Natural Science Foundation of China 61520106008

the National Natural Science Foundation of China U1564207

the National Natural Science Foundation of China 61503149

the Education Department of Jilin Province of China 2016430

the Graduate Innovation Fund of Jilin University 2016030

More Information
  • In this paper, a state of charge (SOC) estimation approach for lithium-ion battery based on equivalent circuit model and the input-to-state stability (ISS) theory has been proposed. According to the electrochemical performance of lithiumion battery, the equivalent circuit model with two RC networks is established, which includes hysteresis characteristic in inner electrochemical response process.The nonlinear relation between open circuit voltage (OCV) and SOC is obtained from a rapid test.Exponential fitting method is used to identify the parameters of the model.A novel state observer based on ISS theory is designed for lithium-ion battery SOC estimation.The designed observer is tested on AMESim and Simulink co-simulation.The simulation results show that the proposed method has a high SOC estimation accuracy with an error of about 2 percent.

     

  • loading
  • [1]
    L. G. Lu, X. B. Han, J. Q. Li, J. F. Hua, and M. G. Ouyang, "A review on the key issues for lithium-ion battery management in electric vehicles, " J. Power Sources, vol. 226, pp. 272-288, Mar. 2013.
    [2]
    J. Kim, G. S. Seo, C. Chun, B. H. Cho, and S. Lee, "OCV hysteresis effect-based SOC estimation in extended Kalman filter algorithm for a LiFePO4/C cell, "in Proc. IEEE Int. Electric Vehicle Conf. , Greenville, SC, 2012, pp. 1-5.
    [3]
    X. P. Chen, W. X. Shen, Z. W. Cao, and A. Kapoor, "A novel approach for state of charge estimation based on adaptive switching gain sliding mode observer in electric vehicles, " J. Power Sources, vol. 246, pp. 667-678, Jan. 2014.
    [4]
    S. Piller, M. Perrin, and A. Jossen, "Methods for state-of-charge determination and their applications, " J. Power Sources, vol. 96, no. 1, pp. 113-120, Jun. 2001.
    [5]
    J. B. Li, J. K. Barillas, C. Güenther, and M. A. Danzer, "A comparative study of state of charge estimation algorithms for LiFePO4 batteries used in electric vehicles, " J. Power Sources, vol. 230, pp. 244-250, May 2013.
    [6]
    J. K. Barillas, J. H. Li, C. Günther, and M. A. Danzer, "A comparative study and validation of state estimation algorithms for Li-ion batteries in battery management systems, " Appl. Energy, vol. 155, pp. 455-462, Oct. 2015.
    [7]
    W. He, N. Williard, C. C. Chen, and M. Pecht, "State of charge estimation for electric vehicle batteries using unscented Kalman filtering, " Microelectron. Reliab. , vol. 53, no. 6, pp. 840-847, Jun. 2013.
    [8]
    S. Sepasi, R. Ghorbani, and B. Y. Liaw, "A novel on-board state-ofcharge estimation method for aged Li-ion batteries based on model adaptive extended Kalman filter, " J. Power Sources, vol. 245, pp. 337-344, Jan. 2014.
    [9]
    L. Zhong, C. B. Zhang, Y. He, and Z. H. Chen, "A method for the estimation of the battery pack state of charge based on in-pack cells uniformity analysis, " Appl. Energy, vol. 113, pp. 558-564, Jan. 2014.
    [10]
    F. L. Zhong, H. Li, S. M. Zhong, Q. S. Zhong, and C. Yin, "An SOC estimation approach based on adaptive sliding mode observer and fractional order equivalent circuit model for lithium-ion batteries, " Commun. Nonlinear Sci. Numer. Simul. , vol. 24, no. 1-3, pp. 127-144, Jul. 2015.
    [11]
    J.C.Á lvarez Antón, P.J.Garcıa Nieto, F.J.de Cos Juez, F.Sánchez Lasheras, M.González Vega, and M.N.Roqueñı Gutiérrez, "Battery state-of-charge estimator using the SVM technique, "Appl.Math.Model., vol.37, no.9, pp.6244-6253, May 2013. doi: 10.1016/j.apm.2013.01.024
    [12]
    E. D. Sontag, " "Smooth stabilization implies coprime factorization, " IEEE Trans. Auto. Control, vol. 34, no. 4, pp. 435-443, Apr. 1989.
    [13]
    S. Y. Wu, S. W. Mei, and X. M. Zhang, "Estimation of LISS (local inputto-state stability) properties for nonlinear systems, " Sci. China Technol. Sci. , vol. 53, no. 4, pp. 909-917, Apr. 2010.
    [14]
    Q. Zhu, J. R. Cui, and G. D. Hu, "Mean-square exponential input-tostate stability of numerical solutions for stochastic control systems, " Acta Automat. Sin. , vol. 39, no. 8, pp. 1360-1365, Aug. 2013.
    [15]
    B. Z. Gao, H. Chen, H. Y. Zhao, and K. Sanada, "A reduced-order nonlinear clutch pressure observer for automatic transmission, " IEEE Trans. Control Syst. Technol. , vol. 18, no. 2, pp. 446-453, Mar. 2010.
    [16]
    Y. F. Hu, C. Li, J. Li, H. Y. Guo, P. Y. Sun, and H. Chen, "Observerbased output feedback control of electronic throttles, " Acta Automat. Sin. , vol. 37, no. 6, pp. 746-754, Jun. 2011. (in Chinese)
    [17]
    G. S. M. Mousavi and M. Nikdel, "Various battery models for various simulation studies and applications, "Renew. Sustain. Energy Rev. , vol. 32, pp. 477-485, Apr. 2014.
    [18]
    C. Y. Xia and C. Zhang, "Real-time optimization control algorithm of energy management strategy for hybrid electric vehicles, " Acta Automat. Sin. , vol. 41, no. 3, pp. 508-517, Mar. 2015. (in Chinese)
    [19]
    M. Garcıa-Plaza, D. Serrano-Jiménez, J. Eloy-Garcıa Carrasco, and J. Alonso-Martınez, "A Ni-Cd battery model considering state of charge and hysteresis effects, " J. Power Sources, vol. 275, pp. 595-604, Feb. 2015.
    [20]
    G. L. Plett, "Extended Kalman filtering for battery management systems of LiPB-based HEV battery packs-Part 2. Modeling and identification, " J. Power Sources, vol. 134, no. 2, pp. 262-276, Aug. 2004.
    [21]
    M. Mastali, J. Vazquez-Arenas, R. Fraser, M. Fowler, S. Afshar, and M. Stevens, "Battery state of the charge estimation using Kalman filtering, " J. Power Sources, vol. 239, pp. 294-307, Oct. 2013.
    [22]
    M. A. Roscher and D. U. Sauer, "Dynamic electric behavior and open-circuit-voltage modeling of LiFePO4-based lithium-ion secondary batteries, " J. Power Sources, vol. 196, no. 1, pp. 331-336, Jan. 2011.
    [23]
    X. S. Hu, S. B. Li, and H. E. Peng, "A comparative study of equivalent circuit models for Li-ion batteries, " J. Power Sources, vol. 198, pp. 359-367, Jan. 2012.
    [24]
    M. Verbrugge and E. Tate, "Adaptive state of charge algorithm for nickel metal hydride batteries including hysteresis phenomena, " J. Power Sources, vol. 126, no. 1-2, pp. 236-249, Feb. 2004.
    [25]
    M. Kim, D. Jung, and K. Min, "Hybrid thermostat strategy for enhancing fuel economy of series hybrid intracity bus, "IEEE Trans. Veh. Technol. , vol. 63, no. 8, pp. 3569-3579, Oct. 2014.
    [26]
    D. H. Jeon, "Numerical modeling of lithium ion battery for predicting thermal behavior in a cylindrical cell, " Curr. Appl. Phys. , vol. 14, no. 2, pp. 196-205, Feb. 2014.

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(23)  / Tables(1)

    Article Metrics

    Article views (1380) PDF downloads(134) Cited by()

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return