This is a critical review of artificial intelligence/machine learning (AI/ML) methods applied to
battery research. It aims at providing a comprehensive, authoritative, and critical, yet easily …

Early battery lifetime prediction is important for both safety reasons and battery development.
It predicts battery lifetime before it degrades significantly and has the advantage of being low …

Lithium-ion batteries are widely used in transportation and vehicle electrification because of
their low cost, high-energy density, and long lifetime. However, aging, complex nonlinear …