The shift from Internal Combustion Engine Vehicles (ICEVs) to Battery Electric Vehicles (BEVs) has accelerated global efforts to decarbonize transportation. However, battery degradation, high costs, and limited lifespan remain critical barriers. This review synthesizes recent innovations to extend Li-ion battery life in BEVs by exploring advances in degradation modeling, adaptive Battery Management Systems (BMSs), electronic component simulations, and real-world usage profiling. The authors have systematically analyzed over 80 recent studies using a PRISMA-guided review protocol. A novel comparative framework highlights gaps in current literature, particularly regarding real-world driving impacts, ripple current effects, and second-life battery applications. This review article critically compares model-driven, data-driven, and hybrid model approaches, emphasizing trade-offs in interpretability, accuracy, and deployment feasibility. Finally, the review links battery life extension to broader sustainability metrics, including circular economy models and predictive maintenance algorithms. This review offers actionable insights for researchers, engineers, and policymakers aiming to design longer-lasting and more sustainable electric mobility systems.
Building similarity graph...
Analyzing shared references across papers
Loading...
Pedro S. González-Rodríguez
Jorge de J. Lozoya-Santos
Hugo G. González-Hernández
World Electric Vehicle Journal
Tecnológico de Monterrey
Building similarity graph...
Analyzing shared references across papers
Loading...
González-Rodríguez et al. (Tue,) studied this question.
www.synapsesocial.com/papers/689521e99f4f1c896c42848f — DOI: https://doi.org/10.3390/wevj16080442
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: