Ariya Syeda Salsabil Islam

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...