Prediction of lithium-ion battery SOC based on the fusion of MHA and ConvolGRU

Abstract If the charging state of the lithium-ion battery can be accurately predicted, overcharge and overdischarge of the battery can be avoided, and the service life of the battery can be improved. In order to improve the prediction accuracy of SOC, a prediction method combined with convolutional...

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Bibliographic Details
Main Authors: Pei Tang, Jusen Hua, Pengchen Wang, Zhonghui QU, Minnan Jiang
Format: Article
Language:English
Published: Nature Portfolio 2023-10-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-43858-5