A Hybrid Ant Colony Optimization for Dynamic Multidepot Vehicle Routing Problem

In the real world, the vehicle routing problem (VRP) is dynamic and variable, so dynamic vehicle routing problem (DVRP) has obtained more and more attentions among researchers. Meanwhile, due to actual constraints of service hours and service distances, logistics companies usually build multiple depots to serve a great number of dispersed customers. Thus, the research of dynamic multidepot vehicle routing problem (DMDVRP) is significant and essential. However, it has not attracted much attention. In this paper, firstly, a clustering approach based on the nearest distance is proposed to allocate all customers to the depots. Then a hybrid ant colony optimization (HACO) with mutation operation and local interchange is introduced to optimize vehicle routes. In addition, in order to deal with dynamic problem of DMDVRP quickly, a real-time addition and optimization approach is designed to handle the new customer requests. Finally, the t-test is applied to evaluate the proposed algorithm; meanwhile the relations between degrees of dynamism ( ) and HACO are discussed minutely. Experimental results show that the HACO algorithm is feasible and efficient to solve DMDVRP.

[1]  Jacek Mandziuk,et al.  Application of Particle Swarm Optimization Algorithm to Dynamic Vehicle Routing Problem , 2013, ICAISC.

[2]  Baozhen Yao,et al.  Production , Manufacturing and Logistics An improved ant colony optimization for vehicle routing problem , 2008 .

[3]  Barrie M. Baker,et al.  A genetic algorithm for the vehicle routing problem , 2003, Comput. Oper. Res..

[4]  Gilbert Laporte,et al.  Parallel Tabu search heuristics for the dynamic multi-vehicle dial-a-ride problem , 2004, Parallel Comput..

[6]  Baozhen Yao,et al.  An improved particle swarm optimization for carton heterogeneous vehicle routing problem with a collection depot , 2016, Ann. Oper. Res..

[7]  Angel A. Juan,et al.  Rich Vehicle Routing Problem , 2014, ACM Comput. Surv..

[8]  Barrett W. Thomas,et al.  A Compressed-Annealing Heuristic for the Traveling Salesman Problem with Time Windows , 2007, INFORMS J. Comput..

[9]  Allan Larsen,et al.  The Dynamic Vehicle Routing Problem , 2000 .

[10]  G. Croes A Method for Solving Traveling-Salesman Problems , 1958 .

[11]  Volker Gruhn,et al.  A General Vehicle Routing Problem , 2008, Eur. J. Oper. Res..

[12]  Brian W. Kernighan,et al.  An Effective Heuristic Algorithm for the Traveling-Salesman Problem , 1973, Oper. Res..

[13]  M. Cruz-Chávez,et al.  Feasible Initial Population with Genetic Diversity for a Population-Based Algorithm Applied to the Vehicle Routing Problem with Time Windows , 2016 .

[14]  Beatrice M. Ombuki-Berman,et al.  Dynamic vehicle routing using genetic algorithms , 2007, Applied Intelligence.

[15]  G. Theraulaz,et al.  Inspiration for optimization from social insect behaviour , 2000, Nature.

[16]  Chun-Ying Liu An Improved Adaptive Genetic Algorithm for the Multi-depot Vehicle Routing Problem with Time Window , 2013, J. Networks.

[17]  Marco Dorigo,et al.  Ant system: optimization by a colony of cooperating agents , 1996, IEEE Trans. Syst. Man Cybern. Part B.

[18]  Ruhul A. Sarker,et al.  On solving periodic re-optimization dynamic vehicle routing problems , 2017, Appl. Soft Comput..

[19]  Marco Dorigo,et al.  Ant colony optimization theory: A survey , 2005, Theor. Comput. Sci..

[20]  Paolo Toth,et al.  An Overview of Vehicle Routing Problems , 2002, The Vehicle Routing Problem.

[21]  Christian Prins,et al.  Metaheuristics for Vehicle Routing Problems , 2016 .

[22]  Thibaut Vidal,et al.  Hybrid metaheuristics for the Clustered Vehicle Routing Problem , 2014, Comput. Oper. Res..

[23]  Chwen‐Tzeng Su Dynamic vehicle control and scheduling of a multi‐depot physical distribution system , 1999 .

[24]  Roberto Montemanni,et al.  A new algorithm for a Dynamic Vehicle Routing Problem based on Ant Colony System , 2002 .

[25]  Michel Gendreau,et al.  A review of dynamic vehicle routing problems , 2013, Eur. J. Oper. Res..

[26]  Chia-Ho Chen,et al.  AN IMPROVED ANT COLONY SYSTEM ALGORITHM FOR THE VEHICLE ROUTING PROBLEM , 2006 .

[27]  Abdelkader El Kamel,et al.  The multi-period and multi-depot dynamic vehicle routing problem with time windows , 2016, 2016 3rd International Conference on Logistics Operations Management (GOL).

[28]  Zheng Wang,et al.  A Three-Stage Saving-Based Heuristic for Vehicle Routing Problem with Time Windows and Stochastic Travel Times , 2016 .

[29]  Ling Wei,et al.  Fitness-scaling adaptive genetic algorithm with local search for solving the Multiple Depot Vehicle Routing Problem , 2016, Simul..