• DocumentCode
    2564652
  • Title

    A multiagent architecture for solving combinatorial optimization problems through metaheuristics

  • Author

    Fernandes, Filipe Costa ; De Souza, Sérgio Ricardo ; Silva, Maria Amélia Lopes ; Borges, Henrique Elias ; Ribeiro, Fábio Fernandes

  • Author_Institution
    PPGMMC, CEFET/MG, Belo Horizonte, Brazil
  • fYear
    2009
  • fDate
    11-14 Oct. 2009
  • Firstpage
    3071
  • Lastpage
    3076
  • Abstract
    This article introduces MAM - multiagent architecture for metaheuristics, whose objective is to combine metaheuristics, through the multiagent approach, for solving combinatorial optimization problems. In this architecture, each metaheuristic is developed in the form of an autonomous agent, cooperatively interacting in an environment. This interaction between one or more agents is carried out through information exchange in the search space of the problem, seeking to improve the same objective. MAM is a flexible architecture, which can be used for solving different optimization problems, without the need to rewrite algorithms. In this paper, the MAM architecture is specialized for genetic algorithm (GA), iterated local search (ILS) and variable neighborhood search (VNS) metaheuristics in order to solve the vehicle routing problem with time windows (VRPTW). Computational tests were performed and results are presented, showing the effectiveness of the proposed architecture.
  • Keywords
    genetic algorithms; iterative methods; multi-agent systems; autonomous agent; combinatorial optimization problems; genetic algorithm; information exchange; iterated local search; metaheuristics; multiagent architecture; time windows; variable neighborhood search; vehicle routing problem; Autonomous agents; Computer architecture; Cybernetics; Genetic algorithms; Multiagent systems; Performance evaluation; Remotely operated vehicles; Routing; Testing; USA Councils; Frameworks for Metaheuristics; Problem solving; autonomous multiagent system; metaheuristics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-2793-2
  • Electronic_ISBN
    1062-922X
  • Type

    conf

  • DOI
    10.1109/ICSMC.2009.5345934
  • Filename
    5345934