Improved Genetic Algorithm for Capacitated Vehicle Routing Problem

被引:0
作者
Ren, Chunyu [1 ]
机构
[1] Heilongjiang Univ, Sch Informat Sci & Technol, Harbin, Peoples R China
来源
SUSTAINABLE DEVELOPMENT OF URBAN INFRASTRUCTURE, PTS 1-3 | 2013年 / 253-255卷
关键词
capacitated vehicle routing problem; hill-climbing algorithm; individual amount control; arithmetic crossover operator; improved genetic algorithm;
D O I
10.4028/www.scientific.net/AMM.253-255.1459
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper studies capacitated vehicle routing problem. Since the standard genetic algorithm is short of convergent speed and partial searching ability as well as easily premature, improved genetic algorithm is then adopted as an optimized solution. Firstly, sequence of real numbers coding is used to simplify the problem; it may construct the initial solution pertinently in order to improve the feasibility. The individual amount control choice strategy can guard the diversity of group. The combined hill-climbing algorithm can strengthen the partial searching ability of chromosome. Finally, comparing to a set of standard test problems, simulation results demonstrate the effectiveness and good quality.
引用
收藏
页码:1459 / 1462
页数:4
相关论文
共 7 条
  • [1] A genetic algorithm for the vehicle routing problem
    Baker, BM
    Ayechew, MA
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2003, 30 (05) : 787 - 800
  • [2] A LOCATION BASED HEURISTIC FOR GENERAL ROUTING-PROBLEMS
    BRAMEL, J
    SIMCHILEVI, D
    [J]. OPERATIONS RESEARCH, 1995, 43 (04) : 649 - 660
  • [3] Chen CH, 2005, LECT NOTES COMPUT SC, V3483, P417
  • [4] AN IMPROVED ANT COLONY SYSTEM ALGORITHM FOR THE VEHICLE ROUTING PROBLEM
    Chen, Chia-Ho
    Ting, Ching-Jung
    [J]. JOURNAL OF INDUSTRIAL AND PRODUCTION ENGINEERING, 2006, 23 (02) : 115 - 126
  • [5] Osman I. H., 1993, Annals of Operations Research, V41, P421, DOI 10.1007/BF02023004
  • [6] A general heuristic for vehicle routing problems
    Pisinger, David
    Ropke, Stefan
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2007, 34 (08) : 2403 - 2435
  • [7] Zhao Yan-wei, 2004, Computer Integrated Manufacturing Systems, V10, P303