“…The vulnerability or exposure state of a transport system can be determined by estimating physical losses or significant degradation of system components [ 11 , 41 ]. Seismic vulnerability directly impacts consequences and recovery time, influenced by the design and construction quality of transport infrastructure [ 10 , [16] , [17] , [18] , [19] , [20] , 44 , 45 ]. Identifying critical elements within the system and developing strategies to mitigate seismic risk is crucial for ensuring system resilience in the face of seismic hazards.…”