Jasimul Islam Chowdhury

Machine learning in battery management systems: a two-tier scoping review of 799 eligible studies with in-depth classification and validation audit

Machine learning (ML) has become a load-bearing component of modern battery management systems (BMS), yet the validation practices behind the literature's accuracy claims have never been systematically measured. This deposit contains the complete evidence base and analysis pipeli...

Machine learning in battery management systems: a structured scoping review and classification of 103 peer-reviewed studies, 2019–2026

Machine learning (ML) has moved from a promisingaddition to battery research to a load-bearing component ofmodern battery management systems (BMS), yet the validationpractices behind the literature’s accuracy claims have neverbeen systematically measured. This paper presents a st...