Complex & Intelligent Systems · 2021 · 35 citations · 43 references
ComputingComputer ScienceIndustrial EngineeringAlgorithmsOptimizationSchedulingEvolutionary ComputationHeuristic SearchMetaheuristic OptimizationRoutingRouting AlgorithmsVehicle SchedulingAnt Colony OptimizationFleet SchedulingMutationRouting ProblemsTime WindowsVehicle RoutingVehicle Routing Problems
Abstract In this paper, we propose a vehicle routing problem with time windows (TWVRP). In this problem, we consider a hard time constraint that the fleet can only serve customers within a specific time window. To solve this problem, a hybrid ant colony (HACO) algorithm is proposed based on ant colony algorithm and mutation operation. The HACO algorithm proposed has three innovations: the first is to update pheromones with a new method; the second is the introduction of adaptive parameters; and the third is to add the mutation operation. A famous Solomon instance is used to evaluate the performance of the proposed algorithm. Experimental results show that HACO algorithm is effective against solving the problem of vehicle routing with time windows. Besides, the proposed algorithm also has practical implications for vehicle routing problem and the results show that it is applicable and effective in practical problems.
43
Optimization, Learning and Natural Algorithms
Marco Dorigo · Medical Entomology and Zoology · 1992 · 3.2K citations
Distributed Optimization by Ant Colonies
Alberto Colorni, Marco Dorigo, Vittorio Maniezzo et al. · 1992 · 2.6K citations · Full text
Ant colony optimization theory: A survey
Marco Dorigo, Christian Blum · Theoretical Computer Science · 2005 · 2.3K citations · Full text
Marco Dorigo, Eric Bonabeau, Guy Théraulaz · Future Generation Computer Systems · 2000 · 809 citations