International Transactions in Operational Research · 2018 · 39 citations · 66 references
BusinessDecision SciencesOperations ManagementCapacity PlanningTransportTransportationAssignment ProblemsCombinatorial OptimizationStochastic OptimizationStochastic ProgrammingTransportation ModelsTransportation ProblemsCapacity ConstraintsMetaheuristic SearchTransportation Capacity ConstraintsVehicle AssignmentVehicle RoutingVehicle Routing Problems
Abstract When capacity constraints have to be considered at each depot due to the existence of a limited number of capacitated vehicles, the multidepot vehicle routing problem (MDVRP) is a nontrivial extension of the well‐known capacitated vehicle routing problem (CVRP). The MDVRP combines a customer‐to‐depot assignment problem with several CVRPs. In real‐life scenarios, it is usual to find uncertainty in the customers' demands. There are few works on the stochastic MDVRP (SMDVRP) and, to the best of our knowledge, most of them assume the existence of an unlimited fleet of vehicles at each depot. This paper presents a simheuristic framework combining Monte Carlo simulation with a metaheuristic algorithm to deal with the SMDVRP with limited fleets (and, therefore, limited depot serving capacity). Its efficiency is tested on a set of stochastic instances, which extend the ones available in the literature for the deterministic version of the problem.
66
A survey on metaheuristics for stochastic combinatorial optimization
Leonora Bianchi, Marco Dorigo, Luca Maria Gambardella et al. · Natural Computing · 2008 · 730 citations