• DocumentCode
    2397614
  • Title

    Applying Ant-based Multi-Agent Systems to Query Routing in Distributed Environments

  • Author

    Michlmayr, Elke ; Pany, Arno ; Graf, Sabine

  • Author_Institution
    Women´´s Postgraduate Coll. for Internet Technol., Vienna Univ. of Technol.
  • fYear
    2006
  • fDate
    Sept. 2006
  • Firstpage
    36
  • Lastpage
    41
  • Abstract
    This paper presents SemAnt, a novel ant-based multi-agent system designed for distributed query routing. While the ant metaphor has been successfully applied to network routing both in wireless and fixed networks, little is yet known about its applicability to the task of query routing in distributed environments. We point out the similarities and dissimilarities between routing of data packets and routing of queries, and we present the design of SemAnt, which is based on the ant colony optimization meta-heuristic. For experimental evaluation, we deploy the algorithm in a peer-to-peer environment with a real-world application scenario and compare its performance against the well-known k-random walker approach. As we show, the benefits of SemAnt are that the routes for queries are optimized according to their popularity, and that the algorithm is highly suitable for volatile environments
  • Keywords
    multi-agent systems; optimisation; peer-to-peer computing; query processing; SemAnt; ant colony optimization; ant metaphor; cooperative artificial intelligence systems; distributed query routing; meta-heuristic; multi-agent system; peer-to-peer environment; Algorithm design and analysis; Ant colony optimization; Artificial intelligence; Autonomous agents; Broadcasting; Intelligent systems; Multiagent systems; Peer to peer computing; Query processing; Routing; Ant Colony Optimization; Cooperative Artificial Intelligence Systems; Distributed Artificial Intelligence; Multi-Agent Systems; Peer-to-Peer Networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, 2006 3rd International IEEE Conference on
  • Conference_Location
    London
  • Print_ISBN
    1-4244-01996-8
  • Electronic_ISBN
    1-4244-01996-8
  • Type

    conf

  • DOI
    10.1109/IS.2006.348390
  • Filename
    4155397