An Improved Gated Recurrent Unit Neural Network for State-of-Charge Estimation of Lithium-Ion Battery

An Improved Gated Recurrent Unit Neural Network for State-of-Charge Estimation of Lithium-Ion Battery

State-of-charge (SOC) estimation of lithium-ion battery is a key parameter of the battery management system (BMS). However, SOC cannot be obtained directly. In order to predict SOC accurately, we proposed a recurrent neural network called gated recurrent unit network that is based on genetic algorit...

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Bibliographic Details
Main Authors: Jianlong Chen, Chenlei Lu, Cong Chen, Hangyu Cheng, Dongji Xuan
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Applied Sciences
Subjects:
lithium-ion battery
state-of-charge estimation
battery management system
genetic algorithm
gated recurrent unit neural network
Online Access:https://www.mdpi.com/2076-3417/12/5/2305

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