Acoustic emission analysis of 18,650 lithium-ion battery under bending based on factor analysis and the fuzzy clustering method

声发射 弯曲 聚类分析 材料科学 电池(电) 过程(计算) 结构工程 模糊逻辑 复合材料 计算机科学 工程类 人工智能 物理 量子力学 操作系统 功率(物理)
作者
Can Tang,Zengrui Yuan,Gang Liu,Shiping Jiang,Wenfeng Hao
出处
期刊:Engineering Failure Analysis [Elsevier]
卷期号:117: 104800-104800 被引量:10
标识
DOI:10.1016/j.engfailanal.2020.104800
摘要

Mechanical damage to lithium-ion batteries (LIBs) has always been a key problem in the practical application of LIBs. It is a hazard if LIB deformation and damage processes cannot be detected in time. In this paper, the acoustic emission (AE) technique was applied to monitor the 18,650 LIB three-points bending failure process, which solved the ineffective voltage monitoring problem in the 18,650 LIB three-points bending failure process. The acquired AE signals were analyzed in the time domain and also via factor analysis (FA) and the fuzzy clustering method (FCM). The characteristics of the AE signals of various damage types throughout the entire bending process of the 18,650 LIB, as well as the expansion of the various damage types throughout the entire bending failure process, were obtained. Results showed that the AE technique effectively monitored the entire mechanical failure process of LIBs and that the FA and FCM were effective at studying the mechanical damage types of LIBs as well as the expansion processes of various damage types.

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