Electric vehicle battery state of charge estimation using metaheuristic-optimized CatBoost algorithms

Electric vehicle battery state of charge estimation using metaheuristic-optimized CatBoost algorithms

State of Charge (SoC) estimation plays a crucial role in battery management systems for electric vehicles, directly impacting their operational efficiency and reliability. This study presents a hybrid approach combining the CatBoost algorithm with metaheuristic optimization techniques to enhance SoC...

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Bibliographic Details
Main Authors: Mohd Herwan Sulaiman, Zuriani Mustaffa, Ahmad Salihin Samsudin, Amir Izzani Mohamed, Mohd Mawardi Saari
Format: Article
Language:English
Published: Elsevier 2025-06-01
Series:Franklin Open
Subjects:
Battery state of charge
CatBoost algorithm
Machine learning
Metaheuristic algorithms
Online Access:http://www.sciencedirect.com/science/article/pii/S2773186325000830
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