SOC Estimation of Lithium-Ion Batteries Utilizing EIS Technology with SHAP–ASO–LightGBM

Accurate State of Charge (SOC) estimation is critical for optimizing the performance and longevity of lithium-ion batteries (LIBs), which are widely used in applications ranging from electric vehicles to renewable energy storage. Traditional SOC estimation methods, such as Coulomb counting and open-...

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Principais autores:	Panpan Hu, Chun Yin Li, Chi Chung Lee
格式:	Artigo
语言:	Inglês
出版:	MDPI AG 2025-07-01
丛编:	Batteries
主题:	lithium-ion batteries state of charge electrochemical impedance spectroscopy SHAP LightGBM atom search optimization
在线阅读:	https://www.mdpi.com/2313-0105/11/7/272
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