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Statistical distribution of Lithium-ion batteries useful life and its application for battery pack reliability

可靠性(半导体) 电池(电) 可靠性工程 故障率 统计模型 电池组 降级(电信) 健康状况 锂离子电池 计算机科学 工程类 统计 数学 电子工程 功率(物理) 热力学 物理
作者
Shuen‐Lin Jeng,Cher Ming Tan,Ping-Chia Chen
出处
期刊:Journal of energy storage [Elsevier BV]
卷期号:51: 104399-104399 被引量:13
标识
DOI:10.1016/j.est.2022.104399
摘要

Lifetime distributions of components enables us to compute the reliability of a system that consists of these components. Generally, lifetime distribution is determined from accelerated life testing of the components, but this cannot be applied for the case of Lithium-Ion battery (LiB). Consequently, industry is using state of health to indicate the reliability of LiB and its associated system, and this cannot provide prediction to the LiB pack reliability according to the system reliability theory that has long been established. This work derives statistical time to failure distribution of LiBs from their experimental discharge degradation paths using a statistical capacity fading (SCF) model with fixed and random coefficients (mixed effect), and our method demonstrated that less than 50% of their entire life cycle data is sufficient for the distribution determination. In contrast to the statistical methods in literatures, our model was based on a simplification of the electrochemistry-based electrical (ECBE) model which had a strong support from electrochemistry theory. With the time to failure distribution of LiBs determined, the reliability and life span of LiB pack with various structure connections can now be computed as shown with examples here. The important of having the LiBs to degrade at similar rate is also demonstrated with the life time distribution of the LiBs, and the optimal connection for a given set of LiBs where the pack reliability is the highest is derived. • Derivation of statistical time to failure distribution of LiB batch from a few test sample data • Determination of LiB packs reliabilities with different structural configurations • Illustrate the impact of inhomogenous LiB cells degradation rates on the overall pack reliability • Prediction of LiB cell lifetime from early degradation test data
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