Remaining useful life prediction of high-capacity lithium-ion batteries based on incremental capacity analysis and Gaussian kernel function optimization

Abstract Remaining useful life (RUL) is a key indicator for assessing the health status of lithium (Li)-ion batteries, and realizing accurate and reliable RUL prediction is crucial for the proper operation of battery systems. As high-capacity Li batteries have more complex chemical properties, most...

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Auteurs principaux:	Youming Tang, Songfeng Zhong, Ping Wang, Yi Zhang, Yu Wang
Format:	Artigo
Langue:	Inglês
Publié:	Nature Portfolio 2024-10-01
Collection:	Scientific Reports
Sujets:	High-capacity lithium-ion batteries Remaining useful life Incremental capacity curve Gaussian process regression Kernel function optimization
Accès en ligne:	https://doi.org/10.1038/s41598-024-74755-0
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