Port congestion leads to frequent delays in multilevel handlings at automated terminals (ATMH). These delays propagate throughout the terminal, intensified by the interdependencies among equipment, which severely undermines the overall efficiency of the port. To elucidate the characteristics of ATMH and to investigate the dynamics of delay propagation, this study employs causal analysis methods applied to a U-shaped automated...