Online parameter and state estimation of lithium-ion batteries under temperature effects

被引:35
作者
Chaoui, Hicham [1 ]
Gualous, Hamid [2 ]
机构
[1] Carleton Univ, Intelligent Robot & Energy Syst IRES Res Grp, Dept Elect, Ottawa, ON K1S 5B6, Canada
[2] Univ CaenBasse Normandie, LUSAC Lab, Octeville, France
关键词
Lyapunov stability; State-space observer; Parameter estimation; Temperature uncertainties; Lithium-ion batteries; EXTENDED KALMAN FILTER; OF-CHARGE ESTIMATION; HEALTH ESTIMATION; MANAGEMENT-SYSTEM; MODEL; CELL;
D O I
10.1016/j.epsr.2016.12.029
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a hybrid estimation technique is proposed for lithium-ion batteries. This strategy makes use of state-space observer theory to reduce the complexity of the design and the stability analysis. However, the battery's parameters knowledge is required for the state-space model, which limits the performance as the battery's parameters vary. Therefore, an online parameter identification strategy is proposed to track the parameters deviation. The stability of the closed-loop estimation scheme is guaranteed by Lyapuriov's direct method. Unlike other estimation techniques where temperature effects are ignored, this paper proposes a universal compensation strategy which can be used with many estimation algorithms available in the literature. The performance of the proposed scheme is validated through a set of experiments under different currents and temperatures along with comparison against an adaptive observer. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:73 / 82
页数:10
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