Applied Sciences · 2021 · 11 citations · 19 references
ManagementIndustrial EngineeringOperations ManagementLogistics ManagementOptimizationTransportCombinatorial OptimizationEvolutionary OptimizationGenetic AlgorithmsHeuristic OptimizationHeuristic SearchRoute PlanningDelivery ProblemDifferential EvolutionLogisticsParticle Swarm OptimizationRouting ProblemsTransportation Cost OptimizationVehicle RoutingVehicle Routing Optimization
Generally, transportation costs account for approximately half of the total operation expenses of a logistics firm. Therefore, any effort to optimize the planning of vehicle routing would be substantially beneficial to the company. This study focuses on a postman delivery routing problem of the Chiang Rai post office, located in the Chiang Rai province of Thailand. In this study, two metaheuristic methods—particle swarm optimization (PSO) and differential evolution (DE)—were applied with particular solution representation to find delivery routings with minimum travel distances. The performances of PSO and DE were compared along with those from current practices. The results showed that PSO and DE clearly outperformed the actual routing of the current practices in all the operational days examined. Moreover, DE performances were notably superior to those of PSO.
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George B. Dantzig, J. H. Ramser · Management Science · 1959 · 4.9K citations
On the Structure of Polynomial Time Reducibility
Richard E. Ladner · Journal of the ACM · 1975 · 790 citations · Full text