A Dual-Input Neural Network for Online State-of-Charge Estimation of the Lithium-Ion Battery throughout Its Lifetime

A Dual-Input Neural Network for Online State-of-Charge Estimation of the Lithium-Ion Battery throughout Its Lifetime

Online state-of-charge (SOC) estimation for lithium-ion batteries is one of the most important tasks of the battery management system in ensuring its operation safety and reliability. Due to the advantages of learning the long-term dependencies in between the sequential data, recurrent neural networ...

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Bibliographic Details
Main Authors: Cheng Qian, Binghui Xu, Quan Xia, Yi Ren, Dezhen Yang, Zili Wang
Format: Article
Language:English
Published: MDPI AG 2022-08-01
Series:Materials
Subjects:
lithium-ion battery
SOC estimation
lifetime
recurrent neural network
SOH
Online Access:https://www.mdpi.com/1996-1944/15/17/5933

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https://www.mdpi.com/1996-1944/15/17/5933

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