Nonparametric analysis of the short-term electrical response of Li-ion battery cells

R. Relan, Y. Firouz, L. Vanbeylen, J. Timmermans, J. Schoukens
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引用次数: 4

Abstract

In order to develop a complete dynamic model of a lithium ion (Li-ion) battery's electrical behaviour, which is suitable for virtual-prototyping of battery-powered systems, accurate estimation of the state of charge (SoC) and state of health (SoH) is required. This in-turn depends on the quality of the models which are used for the estimation of these quantities. Hence, even before proceeding towards the modelling step, it is important to fully characterize and understand the electrical behaviour of the battery over its full operating range, so that a flexible and accurate dynamic model can be developed. In this paper, a novel frequency domain non-parametric methodology is proposed to characterize the battery short-term electrical behaviour, in terms of: Presence of the non-linearities as well as the time-variations (non-stationary behaviour) over its full operating range. This information can later be used by battery modeller to decide on the modelling methodology.
锂离子电池短期电响应的非参数分析
为了建立一个完整的锂离子(Li-ion)电池电学行为的动态模型,该模型适用于电池供电系统的虚拟样机,需要准确估计充电状态(SoC)和健康状态(SoH)。这反过来又取决于用于估计这些数量的模型的质量。因此,即使在进行建模步骤之前,重要的是要充分表征和了解电池在其全工作范围内的电气行为,以便开发灵活而准确的动态模型。在本文中,提出了一种新的频域非参数方法来表征电池的短期电行为,在其整个工作范围内,非线性和时变(非平稳行为)的存在。这些信息以后可以被电池建模师用来决定建模方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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