Shuyang Dai

Multi-horizon vessel trajectory prediction with a physically constrained TCN–KAN framework

Accurate vessel trajectory prediction is essential for maritime situational awareness, traffic management, and autonomous navigation. However, existing data-driven methods often struggle to simultaneously represent temporal dependencies at different scales, nonlinear maneuver-ind...