Joint Estimation of State of Charge and State of Health of Lithium-Ion Batteries Based on Stacking Machine Learning Algorithm

Joint Estimation of State of Charge and State of Health of Lithium-Ion Batteries Based on Stacking Machine Learning Algorithm

Conducting online estimation studies of the SOH of lithium-ion batteries is indispensable for extending the cycle life of energy storage batteries. Data-driven methods are efficient, accurate, and do not depend on accurate battery models, which is an important direction for battery state estimation...

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Bibliographic Details
Main Authors: Yuqi Dong, Kexin Chen, Guiling Zhang, Ran Li
Format: Article
Language:English
Published: MDPI AG 2024-02-01
Series:World Electric Vehicle Journal
Subjects:
BMS
ensemble learning
SOH
Bayesian optimization
Online Access:https://www.mdpi.com/2032-6653/15/3/75

Internet

https://www.mdpi.com/2032-6653/15/3/75

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