首页|基于区间截尾观测的锂电池循环寿命拟合方法

基于区间截尾观测的锂电池循环寿命拟合方法

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寿命试验能够记录锂电池的寿命衰减情况,目前没有精确的剩余使用寿命数据能够将寿命分布拟合到不同的终止寿命标准.因此,基于锂电池长期循环老化的实验数据,利用韦布尔分布、对数正态分布和反高斯分布对锂电池循环寿命进行拟合,研究不同分布模型对锂电池平均寿命和置信区间的影响.最后,利用区间截尾和全区域的循环老化数据进行仿真实验.实验结果表明,所提方法可以利用区间截尾数据对锂电池循环寿命进行精确拟合,并且基于区间截尾数据的拟合精度与基于全区域数据的拟合精度相当.
Cycle Life Distribution Fitting of Lithium Batteries Based on Interval Truncated Aging Data
The life test can record the life degradation of lithium batteries,and there is no precise remaining useful life data to fit the life distribution to different end life standards.Therefore,based on the experimental data of long-term cycle aging of lithium batteries,Weibull distribution,logarithmic normal distribution and inverse Gaussian distribution are used to fit the cycle life of lithium batteries,and the influence of different distribution models on the average life and confidence intervals of lithium batteries is studied.Finally,the simulation experiment is carried out by using the cyclic aging data of interval truncation and the whole domain.The experimental results show that the proposed method can accurately fit the cycle life of lithium batteries by using the interval truncated data,and the fitting accuracy based on the interval truncated data is comparable to that based on the whole domain data.

Cycle lifeinterval truncationend of life,Weibull distribution,logarithmic normal distribution,inverse Gaussian distribution

汪秋婷、戚伟、金晖、凌俐

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浙大城市学院 信息与电气工程学院,浙江 杭州 310015

循环寿命 区间截尾 终止寿命 韦布尔分布 对数正态分布 反高斯分布

2025

控制工程
东北大学

控制工程

北大核心
影响因子:0.749
ISSN:1671-7848
年,卷(期):2025.32(1)