AN IMPROVED ANT COLONY SYSTEM ALGORITHM FOR THE VEHICLE ROUTING PROBLEM

被引:39
作者
Chen, Chia-Ho [1 ]
Ting, Ching-Jung [1 ]
机构
[1] Yuan Ze Univ, Dept Ind Engn & Management, 135 Yuan Tung Rd,Chung Li, Taoyuan 320, Taiwan
关键词
vehicle routing problem; meta-heuristic; ant colony system;
D O I
10.1080/10170660609509001
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The vehicle routing problem (VRP), a well-known combinatorial optimization problem, holds a central place in logistics management. Many meta-heuristic approaches like Simulated Annealing (SA), Genetic Algorithms (GA), Tabu Search (TS), and Ant Colony Optimization (ACO) have been proposed to solve VRP. Ant Algorithm is a distributed meta-heuristic approach that has been applied to various combinatorial optimization problems, including traveling salesman problem, quadratic assignment problem. In this research, we proposed an improved ant colony system (IACS) algorithm that possesses a new state transition rule, a new pheromone updating rule and diverse local search approaches. The computational results on 14 VRP benchmark problems show that our IACS yields better solutions than those of other ant algorithms in the literature and is competitive with other meta-heuristic approaches in terms of solution quality.
引用
收藏
页码:115 / 126
页数:12
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