A machine learning–based optimal charging strategy for PV-assisted electric vehicle systems incorporating second-life batteries under degradation constraints

Abstract The rapid expansion of electric vehicles (EVs) and residential photovoltaic (PV) systems has created new challenges in battery charging management, particularly due to the variability of renewable energy, grid limitations, and battery aging effects. In this work, we present a machine learni...

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Bibliografiske detaljer

Principais autores:	Ahmed Ezzat, Ayman S. Abdel-Khalik, Ragi A. Hamdy, Mostafa S. Hamad
Format:	Artigo
Sprog:	Inglês
Udgivet:	Nature Portfolio 2026-07-01
Serier:	Scientific Reports
Fag:	Energy management system (EMS) Second-life batteries Battery degradation Energy storage systems (ESS) Battery management systems (BMS)
Online adgang:	https://doi.org/10.1038/s41598-026-60510-0
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