Application of Artificial Bee Colony Algorithm in Vehicle Routing Problem with Time Windows

In order to improve the accuracy of the artificial bee colony algorithm (ABC) on vehicle routing problem with time window (VRPTW), This paper makes the following improvements to the ABC. Three kinds of neighborhood search methods are introduced. In the leader bee and follower bee search stage, the single search mode is changed into a three-way search method, which improves the optimization depth of the algorithm. Multiple neighborhood searches of new food sources generated by the scouter bee is conducted and proceeding to the next iteration has enhanced the survival of new food sources and increased the diversity of populations. The global optimal solution is recorded by setting and updating the bulletin board. Simulation experiments show that the improved discrete ABC algorithm has obvious advantages in solving large-scale VRPTW. Therefore, the improved discrete ABC algorithm has great potential and application value in solving VRPTW.

[1]  George B. Dantzig,et al.  The Truck Dispatching Problem , 1959 .

[2]  Xuan Hui-yu Summarizing Research on Models and Algorithms for Vehicle Routing Problem , 2005 .

[3]  Christine Solnon,et al.  Ant Colony Optimization for Multi-Objective Optimization Problems , 2007, 19th IEEE International Conference on Tools with Artificial Intelligence(ICTAI 2007).

[4]  Christine Solnon,et al.  Ant Colony Optimization for Multi-Objective Optimization Problems , 2007 .

[5]  Liu Yi Improved Artificial Fish Swarm Algorithm for Vehicle Routing Problem with Backhaul and Fuzzy Demand , 2010 .

[7]  Trung Thanh Nguyen,et al.  A hybrid algorithm for a vehicle routing problem with realistic constraints , 2017, Inf. Sci..

[8]  Dervis Karaboga,et al.  AN IDEA BASED ON HONEY BEE SWARM FOR NUMERICAL OPTIMIZATION , 2005 .

[9]  Wu Cheng Review of Vehicle Routing Problem in Supply Chain , 2001 .

[10]  Jun Zhang,et al.  A tissue P system based evolutionary algorithm for multi-objective VRPTW , 2017, Swarm Evol. Comput..

[11]  Loo Hay Lee,et al.  Heuristic methods for vehicle routing problem with time windows , 2001, Artif. Intell. Eng..

[12]  Wang Zhi-gan An artificial bee colony algorithm for the vehicle routing problem , 2014 .

[14]  Ma Liang Wasp Colony Algorithm for Vehicle Routing Problem with Soft Time Windows , 2010 .

[15]  W. Y. Szeto,et al.  An artificial bee colony algorithm for the capacitated vehicle routing problem , 2011, Eur. J. Oper. Res..

[16]  Hu Si-ji Study on the Model and Improved Simulated Annealing Algorithm for Vehicle Routing Problem with Time Windows , 2006 .