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A standardized comparative framework for machine learning techniques in lithium-ion battery state of health estimation

The accurate estimation of lithium-ion battery State of Health (SOH) is essential for enhancing performance, safety, and lifecycle management in modern energy systems. While numerous individual studies have explored machine learning approaches for SOH prediction, a systematic comparative analysis us...

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Bibliografiske detaljer
Principais autores: Ravi Pandit, Nikhil Ahlawat
Format: Artigo
Sprog:Inglês
Udgivet: Elsevier 2025-09-01
Serier:Future Batteries
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Online adgang:http://www.sciencedirect.com/science/article/pii/S2950264025000784
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