Integrated Framework of LSTM and Physical-Informed Neural Network for Lithium-Ion Battery Degradation Modeling and Prediction

Accurate prediction of the State of Health (SOH) of lithium-ion batteries is essential for ensuring their safe and reliable operation. However, traditional deep learning approaches often suffer from challenges such as overfitting, limited generalization capability, and suboptimal prediction accuracy...

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Bibliographic Details
Main Authors: Yan Ding, Jinqi Zhu, Yang Liu, Dan Ning, Mingyue Qin
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:AI
Subjects:
Online Access:https://www.mdpi.com/2673-2688/6/7/149
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