The Application of BiGRU-MSTA Based on Multi-Scale Temporal Attention Mechanism in Predicting the Remaining Life of Lithium-Ion Batteries

Lithium-ion batteries are an indispensable component of numerous contemporary applications, such as electric vehicles and renewable energy systems. However, accurately predicting their remaining service life is a significant challenge due to the complexity of degradation patterns and time series dat...

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Bibliographic Details
Main Authors: Luping Wang, Shanze Wang
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Batteries
Subjects:
Online Access:https://www.mdpi.com/2313-0105/11/6/223
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