Failure statistics for commercial lithium ion batteries: A study of 24 pouch cells

被引:141
|
作者
Harris, Stephen J. [1 ]
Harris, David J. [2 ]
Li, Chen [3 ]
机构
[1] Lawrence Berkeley Natl Lab, Div Mat Sci, Berkeley, CA 94720 USA
[2] Univ Florida, Gainesville, FL USA
[3] ZeeAero, Mountain View, CA USA
关键词
Failure; Statistics; Weibull; Lithium; Batteries; REMAINING USEFUL LIFE; CRACK-GROWTH; PREDICTION; CAPACITY; DEGRADATION; MODEL; INHOMOGENEITIES; METHODOLOGY; PROGNOSTICS; MANAGEMENT;
D O I
10.1016/j.jpowsour.2016.12.083
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
There are relatively few publications that assess capacity decline in enough commercial cells to quantify cell-to-cell variation, but those that do show a surprisingly wide variability. Capacity curves cross each other often, a challenge for efforts to measure the state of health and predict the remaining useful life (RUL) of individual cells. We analyze capacity fade statistics for 24 commercial pouch cells, providing an estimate for the time to 5% failure. Our data indicate that RUL predictions based on remaining capacity or internal resistance are accurate only once the cells have already sorted themselves into "better" and "worse" ones. Analysis of our failure data, using maximum likelihood techniques, provide uniformly good fits for a variety of definitions of failure with normal and with 2- and 3-parameter Weibull probability density functions, but we argue against using a 3-parameter Weibiall function for our data. pdf fitting parameters appear to converge after about 15 failures, although business objectives should ultimately determine whether data from a given number of batteries provides sufficient confidence to end lifecycle testing. Increased efforts to make batteries with more consistent lifetimes should lead to improvements in battery cost and safety. Published by Elsevier B.V.
引用
收藏
页码:589 / 597
页数:9
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