• DocumentCode
    2481644
  • Title

    An improved genetic algorithm for the extended Capacitated Arc Routing Problem

  • Author

    Zhu, Zhengyu ; Xia, Mengshuang ; Yang, Yong ; Li, Xiaohua ; Deng, Xin ; Xie, Zhihua

  • Author_Institution
    Comput. Coll., Chongqing Univ., Chongqing
  • fYear
    2008
  • fDate
    25-27 June 2008
  • Firstpage
    2017
  • Lastpage
    2022
  • Abstract
    The capacitated arc routing problem (CARP) arises in applications like waste collection or winter gritting. Exact algorithms are still limited to small problems and metaheuristics are required for large scale instances. The paper presents an improved genetic algorithm (GA) for solving an extended version of the CARP (ECARP) like prohibited turns or slop problem. This new algorithm improves the population structure and chromosome organization mode of the traditional genetic algorithm (TGA), and devises several simple and high-effective evolutionary operators, avoiding the premature convergence phenomenon in the TGA. According to our experiment analysis, the improved GA proposed in our paper can solve the ECARP effectively, meanwhile, the comparison experiment between the improved GA and classical MA (memetic algorithms) for the basic CARP shows that our new algorithm is more effective and can get the better results than MA when solving the large-scale basic CARP.
  • Keywords
    genetic algorithms; transportation; capacitated arc routing problem; genetic algorithm; high-effective evolutionary operators; waste collection; winter gritting; Application software; Automation; Costs; Educational institutions; Genetic algorithms; Intelligent control; Large-scale systems; Routing; Simulated annealing; Vehicles; ECARP; MA; evolutionary operators; improved GA;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2008. WCICA 2008. 7th World Congress on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4244-2113-8
  • Electronic_ISBN
    978-1-4244-2114-5
  • Type

    conf

  • DOI
    10.1109/WCICA.2008.4593234
  • Filename
    4593234