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Parameter sensitivity analysis of a simplified electrochemical and thermal model for Li-ion batteries aging

机译:锂离子电池老化的简化电化学和热模型的参数敏感性分析

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摘要

In this work, a simplified electrochemical and thermal model that can predict both physicochemical and aging behavior of Li-ion batteries is studied. A sensitivity analysis of all its physical parameters is performed in order to find out their influence on the model output based on simulations under various conditions. The results gave hints on whether a parameter needs particular attention when measured or identified and on the conditions (e.g. temperature, discharge rate) under which it is the most sensitive. A specific simulation profile is designed for parameters involved in aging equations in order to determine their sensitivity. Finally, a step-wise method is followed to limit the influence of parameter values when identifying some of them, according to their relative sensitivity from the study. This sensitivity analysis and the subsequent step-wise identification method show very good results, such as a better fitting of the simulated cell voltage with experimental data. (C) 2016 Elsevier B.V. All rights reserved.
机译:在这项工作中,研究了可以预测锂离子电池的物理化学和老化行为的简化的电化学和热模型。对所有物理参数进行敏感性分析,以便根据各种条件下的仿真找出它们对模型输出的影响。结果提示了在测量或确定参数时是否需要特别注意以及最敏感的条件(例如温度,放电率)。针对老化方程中涉及的参数设计了特定的仿真配置文件,以确定其灵敏度。最后,根据研究的相对敏感性,采用逐步方法来限制在识别某些参数值时的影响。这种敏感性分析和随后的逐步鉴定方法显示出非常好的结果,例如将模拟电池电压与实验数据更好地拟合。 (C)2016 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Journal of power sources 》 |2016年第1期| 482-494| 共13页
  • 作者单位

    Univ Technol Compiegne, Univ Paris 04, Lab Electromecan EA1006, Ctr Rech Royallieu, CS 60319, F-60203 Compiegne, France|IFP Energies Nouvelles, Solaize, France;

    IFP Energies Nouvelles, Solaize, France;

    Univ Technol Compiegne, Univ Paris 04, Lab Electromecan EA1006, Ctr Rech Royallieu, CS 60319, F-60203 Compiegne, France;

    IFP Energies Nouvelles, Solaize, France;

    IFP Energies Nouvelles, Solaize, France;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《生物学医学文摘》(MEDLINE);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Lithium-ion; Batteries; Aging; Modeling; Sensitivity analysis; Parameter identification;

    机译:锂离子电池老化灵敏度分析参数识别;

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