A hierarchical enhanced data-driven battery pack capacity estimation framework for real-world operating conditions with fewer labeled data

Sijia Yang,Caiping Zhang,Haoze Chen, Jinyu Wang,Dinghong Chen,Linjing Zhang,Weige Zhang

Journal of Energy Chemistry（2023）

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摘要

A hierarchical data-driven framework for battery pack capacity estimation is proposed, which enhances the machine learning model training with label generation. It achieves higher accuracy with limited labeled data compared with the traditional data-driven framework.

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关键词

Lithium-ion battery pack,Capacity estimation,Label generation,Multi-machine learning model,Real-world operating

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