Application of multi-modal temporal neural network based on enhanced sparrow optimization in lithium battery life prediction

Abstract This paper introduces the DeNet-Mamba-DC-SCSSA network, an advanced solution for predicting the Remaining Useful Life (RUL) of lithium-ion batteries, crucial for the safety and efficiency management of electric vehicles. Combining the robust Denoising Enhancement Network (DeNet), the Improv...

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Bibliographic Details
Main Authors: Zeyu Liu, Xiaofang Du, Yuhai Shi
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-78211-x
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