• DocumentCode
    290767
  • Title

    Simulating a competition for foods between ant colonies as a coordinated model of autonomous agents

  • Author

    Kubo, Masao ; Kakazu, Yukinori

  • Author_Institution
    Div. of Inf. Eng., Hokkaido Univ., Sapporo, Japan
  • fYear
    1993
  • fDate
    17-20 Oct 1993
  • Firstpage
    142
  • Abstract
    In this study, a simple and powerful methodology for realizing a distributed and autonomous system is proposed. It is inspired by the ecological nature of ant colonies. Under the set assumption that ants do not use one to one communications for problems very much, the proposed methodology improves the colony´s total activity through a learning process. An artificially self-organizing system requires such a learning property, therefore each ant is regarded as an autonomous agent composed of a stochastic learning automaton (SLA). Because of the stochastic trial-and-error method introduced by SLA, the model is expected to exhibit good performances through learning without using one to one communications; an agent can decide on an action suitable to the system to which it belongs. To observe the ability and the limitations of this model a typical coordinated motion planning problem observed in ant society-a dynamical resource allocation problem was taken for the authors´ experiment. The results shown were as expected
  • Keywords
    biology; cooperative systems; learning automata; path planning; resource allocation; self-adjusting systems; stochastic automata; ant colonies; artificially self-organizing system; autonomous agents; colony´s total activity; coordinated model; coordinated motion planning problem; distributed autonomous system; dynamical resource allocation; food competition; learning process; stochastic learning automaton; stochastic trial-and-error method; Autonomous agents; Biological system modeling; Electronic mail; Intelligent agent; Learning automata; Power engineering and energy; Power system modeling; Precision engineering; Problem-solving; Stochastic processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 1993. 'Systems Engineering in the Service of Humans', Conference Proceedings., International Conference on
  • Conference_Location
    Le Touquet
  • Print_ISBN
    0-7803-0911-1
  • Type

    conf

  • DOI
    10.1109/ICSMC.1993.390839
  • Filename
    390839