基于边界观测器的相变材料锂离子电池状态估计

IF 1.7 4区 计算机科学 Q3 AUTOMATION & CONTROL SYSTEMS
Shumon Koga, Leobardo Camacho-Solorio, M. Krstić
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引用次数: 13

摘要

磷酸铁锂(LiFePO4或LFP)是锂离子电池中常见的活性材料。已经观察到,这种材料在电池的正常充放电过程中会发生相变。为了解释这种现象,可以修改锂离子电池的电化学模型,但代价是增加了一些复杂性。我们在单粒子模型(SPM)中探讨了这一问题,其中锂离子在相变材料中扩散的基本动力学模型是具有移动边界的偏微分方程(PDE)。通过对偏微分方程的反演方法,推导了一种新的边界观测器来估计锂离子的浓度和从SPM得到的移动边界半径,并通过仿真验证了该观测器的性能。我们的评论陈述了所提出的观测器与具有相变材料的锂离子电池的完整的荷电状态(SoC)估计算法之间的差距。(DOI: 10.1115/1.4048779)
本文章由计算机程序翻译,如有差异,请以英文原文为准。
State Estimation for Lithium-Ion Batteries With Phase Transition Materials Via Boundary Observers
Lithium iron phosphate (LiFePO4 or LFP) is a common active material in lithium-ion batteries. It has been observed that this material undergoes phase transitions during the normal charge and discharge operation of the battery. Electrochemical models of lithium-ion batteries can be modified to account for this phenomenon at the expense of some added complexity. We explore this problem for the single particle model (SPM) where the underlying dynamic model for diffusion of lithium ions in phase transition materials is a partial differential equation (PDE) with a moving boundary. We derive a novel boundary observer to estimate the concentration of lithium ions together with a moving boundary radius from the SPM via the backstepping method for PDEs, and simulations are provided to illustrate the performance of the observer. Our comments are stated on the gap between the proposed observer and a complete state-of-charge (SoC) estimation algorithm for lithium-ion batteries with phase transition materials. [DOI: 10.1115/1.4048779]
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来源期刊
CiteScore
3.90
自引率
11.80%
发文量
79
审稿时长
24.0 months
期刊介绍: The Journal of Dynamic Systems, Measurement, and Control publishes theoretical and applied original papers in the traditional areas implied by its name, as well as papers in interdisciplinary areas. Theoretical papers should present new theoretical developments and knowledge for controls of dynamical systems together with clear engineering motivation for the new theory. New theory or results that are only of mathematical interest without a clear engineering motivation or have a cursory relevance only are discouraged. "Application" is understood to include modeling, simulation of realistic systems, and corroboration of theory with emphasis on demonstrated practicality.
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