Xin-Geng Li

DpMamba: a dual-path state space model for reliable remaining useful life prediction of lithium-ion batteries

Lithium-ion batteries are widely used in transportation and energy storage systems, where accurate remaining useful life (RUL) prediction is essential for safety management and maintenance planning. However, battery degradation is often affected by capacity regeneration, measurement noise, and non-monotonic local fluct...