• DocumentCode
    2878344
  • Title

    A Clustering-Based Multiple Ant Colony System for the Waste Collection Vehicle Routing Problems

  • Author

    Jie Liu ; Yanfeng He

  • Author_Institution
    Sch. of Urban & Rural Constr., Chengdu Univ., Chengdu, China
  • Volume
    2
  • fYear
    2012
  • fDate
    28-29 Oct. 2012
  • Firstpage
    182
  • Lastpage
    185
  • Abstract
    The waste collection vehicle routing problems with time windows and intermediate facilities (WCVRPTW-IF) is actually belong to a well-known generalization of VRP, the Multi-Depot Vehicle Routing Problem with Inter-Depot Routes (MDVRPI), which is a combinatorial optimization problem and holds a central place in reverse logistics management. in order to improve the route compactness, which is very important in practical application, we presents a clustering-based multiple ant colony system approach called CMACS algorithm to solve CVRPTW-IF. Our CMACS possesses a new strategy to construct solutions, called clustering-based strategy, and mutation operation. Tests are conducted on two standard instances. the results show that CMACS algorithm exhibits a robust behavior and the clustering-based strategy is effective.
  • Keywords
    ant colony optimisation; combinatorial mathematics; pattern clustering; reverse logistics; vehicle routing; waste handling; CMACS algorithm; MDVRPI problem; WCVRPTW-IF problem; clustering-based multiple ant colony system; clustering-based strategy; combinatorial optimization problem; multidepot vehicle routing problem with inter-depot routes; mutation operation; reverse logistics management; waste collection vehicle routing problems with time windows and intermediate facilities; Clustering algorithms; Computational modeling; Educational institutions; Heuristic algorithms; Routing; Search problems; Vehicles; ACS; CVRP-IF; reverse logistics; waste collection management;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Design (ISCID), 2012 Fifth International Symposium on
  • Conference_Location
    Hangzhou
  • Print_ISBN
    978-1-4673-2646-9
  • Type

    conf

  • DOI
    10.1109/ISCID.2012.197
  • Filename
    6405960