Dingli Liu

Optimal fire station location for expressways integrating dynamic traffic accessibility and spatially heterogeneous fire risk.

OBJECTIVE Expressway fire incidents are rising, yet dedicated fire stations remain largely absent, forcing reliance on urban services ill-suited to the linear, directional topology of expressways. Existing urban-oriented location models, assuming static travel times and uniform fire risk, fail to capture dynamic conges...