Advanced Deep Learning Framework for Predicting the Remaining Useful Life of Nissan Leaf Generation 01 Lithium-Ion Battery Modules

Advanced Deep Learning Framework for Predicting the Remaining Useful Life of Nissan Leaf Generation 01 Lithium-Ion Battery Modules

The accurate estimation of the remaining useful life (RUL) of lithium-ion batteries (LIBs) is essential for ensuring safety and enabling effective battery health management systems. To address this challenge, data-driven solutions leveraging advanced machine learning and deep learning techniques hav...

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Bibliographic Details
Main Authors: Shamaltha M. Wickramaarachchi, S. A. Dewmini Suraweera, D. M. Pasindu Akalanka, V. Logeeshan, Chathura Wanigasekara
Format: Article
Language:English
Published: MDPI AG 2025-06-01
Series:Computation
Subjects:
autoencoder
deep learning
lithium-ion battery
memory features
Nissan Leaf battery
PCA
Online Access:https://www.mdpi.com/2079-3197/13/6/147
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