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首页> 外文期刊>Progress in Artificial Intelligence >Improvement of an Equivalent Circuit Model for Li-Ion Batteries Operating at Variable Discharge Conditions
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Improvement of an Equivalent Circuit Model for Li-Ion Batteries Operating at Variable Discharge Conditions

机译:在可变放电条件下运行的锂离子电池等效电路模型的改进

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摘要

A real time simulation of battery conditions is an essential step in the development of energy harvesting devices. Since it is not possible to have a direct measurement, the battery information, such as the remaining charge, need to be estimated by means of model-based estimation algorithms. Most of the existing models describing battery behaviour, are suitable only for a constant discharge current. This paper proposes a study of the dependence of the equivalent circuit model parameters on different discharge conditions. The model presented provides a powerful tool to represent the batteries' behaviour in energy harvesting systems, involving continuous charge and discharge cycles. The extraction of parameters was performed, starting from a set of reference curves generated in Matlab Simulink environment, referring to Li-ion technology batteries. The parameters were extracted by means of a cascade of global and local search identification algorithms. Finally, the relations describing parameters' behaviours as functions of the discharge current are presented.
机译:电池条件的实时模拟是能量收集装置发展的重要步骤。由于不可能具有直接测量,因此需要通过基于模型的估计算法估计诸如剩余电荷的电池信息。大多数描述电池行为的现有模型仅适用于恒定放电电流。本文提出了对不同电路模型参数对不同放电条件的依赖性的研究。呈现的模型提供了一种强大的工具,可以代表能量收集系统中的电池行为,涉及连续充电和放电循环。从Matlab Simulink环境中生成的一组参考曲线开始,执行参数的提取,参考Li-Ion技术电池。通过级联全局和本地搜索识别算法提取参数。最后,提出了描述参数行为作为放电电流的功能的关系。

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