State of Charge Estimation of Lithium-Ion Battery Based on Back Propagation Neural Network and AdaBoost Algorithm

State of Charge Estimation of Lithium-Ion Battery Based on Back Propagation Neural Network and AdaBoost Algorithm

The accurate estimation of the state of charge (SOC) of lithium-ion batteries is critical in battery energy storage systems. This paper introduces a novel approach, the AdaBoost–BPNN model, to overcome the limitations of traditional data-driven estimation methods, such as a low estimation accuracy a...

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Bibliographic Details
Main Authors: Bingzi Cai, Mutian Li, Huawei Yang, Chunsheng Wang, Yougen Chen
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Energies
Subjects:
AdaBoost algorithm
back propagation neural network
lithium-ion battery
state of charge
Online Access:https://www.mdpi.com/1996-1073/16/23/7824

Internet

https://www.mdpi.com/1996-1073/16/23/7824

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