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The Multi-Objective Shortest Path Problem with Multimodal Transportation for Emergency Logistics

Jinzuo Guo, Hongbin Liu, Tianyu Liu, Guopeng Song, Bo Guo

2024Mathematics11 citationsDOIOpen Access PDF

Abstract

The optimization of emergency logistical transportation is crucial for the timely dispatch of aid and support to affected areas. By incorporating practical constraints into emergency logistics, this study establishes a multi-objective shortest path mixed-integer programming model based on a multimodal transportation network. To solve multi-objective shortest path problems with multimodal transportation, we design an ideal point method and propose a procedure for constructing the complete Pareto frontier based on the k-shortest path multi-objective algorithm. We use modified Dijkstra and Floyd multimodal transportation shortest path algorithms to build a k-shortest path multi-objective algorithm. The effectiveness of the proposed multimodal transportation shortest path algorithm is verified using empirical experiments carried out on test sets of different scales and a comparison of the runtime using a commercial solver. The results show that the modified Dijkstra algorithm has a runtime that is 100 times faster on average than the modified Floyd algorithm, which highlights its greater applicability in large-scale multimodal transportation networks, demonstrating that the proposed method both has practical significance and can generate satisfactory solutions to the multi-objective shortest path problem with multimodal transportation in the context of emergency logistics.

Topics & Concepts

Shortest path problemDijkstra's algorithmK shortest path routingConstrained Shortest Path FirstComputer scienceYen's algorithmMathematical optimizationContext (archaeology)Path (computing)PathfindingShortest Path Faster AlgorithmMathematicsGraphTheoretical computer scienceGeographyArchaeologyProgramming languageVehicle Routing Optimization MethodsFacility Location and Emergency ManagementOptimization and Mathematical Programming
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