Guan-Ze Li

Hybrid neural network-based state of health estimation for lithium-ion batteries in electric vehicles

Lithium-ion batteries fundamentally influence the reliability, safety, and service life of electric vehicles, making accurate State of Health (SOH) estimation essential for advanced battery management systems. To address the nonlinear, multiscale, and usage-dependent degradation patterns found in real-world cycling, th...