Lithium-ion battery remaining useful life prediction based on data-driven and particle filter fusion model

To improve the accuracy and stability of battery remaining useful life (RUL) prediction for lithium-ion batteries, this paper proposes a new convolutional neural network-gated recurrent unit-particle filter (CNN-GRU-PF) fusion prediction model. First, the battery capacity series is decomposed and re...

Full description

Bibliographic Details

Published in:	Green Energy and Intelligent Transportation
Main Authors:	Chunling Wu, Chenfeng Xu, Liding Wang, Juncheng Fu, Jinhao Meng
Format:	Article
Language:	English
Published:	Elsevier 2025-10-01
Subjects:	Lithium-ion battery Remaining useful life Convolutional neural network Gated recurrent unit Particle filter
Online Access:	http://www.sciencedirect.com/science/article/pii/S2773153725000179