考虑电流率对电池阻抗影响的锂离子电池模型辨识

Ran Zhang, Zhengqiang Pan
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引用次数: 3

摘要

提出了一种考虑阻抗电流速率依赖性的锂离子电池模型辨识方法。本研究发现,除了荷电状态(SOC)和环境温度外,电流速率也是影响电池阻抗的重要因素。从工程实际出发,首先进行了一系列充放电试验。通过积分变换,采用线性回归方法来获取电路模型中的参数,取代了传统的非线性拟合方法。然后,深入分析了电池阻抗与电流速率之间的关系。结果表明,考虑电流率效应可以显著提高模型识别的准确性,特别是对于在动态负载剖面下工作的电池。最后,设计了一些仿真实验,进一步验证了考虑电流率后模型精度的提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Model Identification of Lithium-Ion Batteries Considering Current-Rate Effects on battery impedance
A novel model identification method for lithium ion batteries considering current-rate dependence of the impedance is proposed. In this work, it is found that current-rate is a significant factor affecting battery impedance besides SOC (state-of-charge) and ambient temperature. From the viewpoint of engineering practice, a series of charging and discharging tests are conducted firstly. Though integral transformation, the linear regression method is used to acquire parameters in the electrical circuit model instead of the traditional nonlinear fitting approaches. Then, the relationships between battery impedance and current-rate are analyzed thoroughly. Results show that considering current-rate effects can improve the accuracy of model identification significantly especially for the batteries operating under dynamic loading profiles. Finally, some simulation experiments are designed to further demonstrate the improvement of model accuracy with current-rate consideration.
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