Remaining useful life prediction of lithium-ion batteries using a novel particle flow filter framework with grey model

Abstract Remaining useful life (RUL) prediction is a crucial aspect of the prognostics health management of lithium-ion batteries (LIBs). Owing to the influence of resampling technology, particle degradation is often observed in the particle filter-based RUL prediction of LIBs, resulting in a low pr...

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Bibliographic Details
Main Authors: Wang Shuai, Li Yiting, Zhou Shoubin, Chen Lifei, Michael Pecht
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-86511-z
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