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基于解均匀度的车辆路径问题的自适应蚁群算法
引用本文:刘志硕,申金升. 基于解均匀度的车辆路径问题的自适应蚁群算法[J]. 系统仿真学报, 2005, 17(5): 1079-1083
作者姓名:刘志硕  申金升
作者单位:1. 清华大学自动化系,北京,100084
2. 北京交通大学交通运输学院,北京,100044
基金项目:国家863/CIMS主题项目(2001AA414230)
摘    要:蚁群算法是一种新型的模拟进化算法,具有许多优良的性质,可以很好地解决旅行商问题(Traveling Salesman Problem,TSP),但同时也存在计算时间长、易出现停滞等缺陷。在分析车辆路径问题(Vehicle Roulting Problem,VRP)与TSP区别的基础上,将蚁群算法应用于VRP的求解,通过引入解均匀度、选择窗口以及吸引力等概念对算法的转移策略和更新策略进行改进,构造了具有自适应功能的蚁群算法。实验仿真结果表明所设计的算法具有很强的搜索能力,计算效率较高,能够有效地解决加速收敛与停滞现象之间的矛盾。

关 键 词:车辆路径问题 旅行商问题 解均匀度 选择窗口 吸引力 自适应蚁群算法
文章编号:1004-731X(2005)05-1079-05
修稿时间:2004-08-15

An Adaptive Ant Colony Algorithm for Vehicle Routing Problem Based on the Evenness of Solution
LIU Zhi-shuo,SHEN Jin-sheng. An Adaptive Ant Colony Algorithm for Vehicle Routing Problem Based on the Evenness of Solution[J]. Journal of System Simulation, 2005, 17(5): 1079-1083
Authors:LIU Zhi-shuo  SHEN Jin-sheng
Affiliation:LIU Zhi-shuo1,SHEN Jin-sheng2
Abstract:Ant Colony Algorithm (ACA) is a novel simulated evolutionary algorithm which shows many promising characters and has been successfully applied to the Traveling Salesman Problem (TSP), which is the prototype of the NP-hard problems. However, ACA has some typical shortages too, such as long computing time, stagnation behavior. ACA is applied to solve Vehicle Routing Problem in terms of the similarity and difference between VRP and TSP, and an Adaptive Ant Colony Algorithm (AACA) is proposed, which is improved from ACA through modifying the pheromone updating rule and the transition rule by introducing Evenness of Solution, Selection Window, Ant Attraction of Arc into it in order to decrease computing time and avoid stagnation behavior of basic ACA. Simulation results show that the AACA can settle the contradictory between convergence speed and stagnation behavior efficiently and is very suitable for solving VRP.
Keywords:vehicle routing problem  traveling salesman problem  evenness of solution  selection window  ant attraction of arc  adaptive ant colony algorithm  
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