A hybrid LSTM-transformer model for accurate

With the widespread application of lithium-ion batteries in electric vehicles and energy storage systems, health monitoring and remaining useful life prediction have become critical components of battery management systems. To address the challenges posed by the high nonlinearity and long-term depen...

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Bibliographic Details
Main Authors: Tianren Zhao, Yanhui Zhang, Minghao Wang, Wei Feng, Shengxian Cao, Gong Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Electronics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/felec.2025.1654344/full
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