State-of-Health Estimate for the Lithium-Ion Battery Using Chi-Square and ELM-LSTM

State-of-Health Estimate for the Lithium-Ion Battery Using Chi-Square and ELM-LSTM

The state-of-health (SOH) estimation is of extreme importance for the performance maximization and upgrading of lithium-ion battery. This paper is concerned with neural-network-enabled battery SOH indication and estimation. The insight that motivates this work is that the chi-square of battery volta...

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Bibliographic Details
Main Authors: Jianfeng Jiang, Shaishai Zhao, Chaolong Zhang
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:World Electric Vehicle Journal
Subjects:
lithium-ion battery
health monitoring
chi-squared statistic
extreme learning machine
long short-term memory neural network
Online Access:https://www.mdpi.com/2032-6653/12/4/228

Internet

https://www.mdpi.com/2032-6653/12/4/228

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