• DocumentCode
    383293
  • Title

    Fuzzy agents versus intelligent swarms

  • Author

    Lakov, Dimitar

  • Author_Institution
    Dept. of Intelligent Comput. Technol., Bulgarian Acad. of Sci., Sofia, Bulgaria
  • Volume
    1
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    120
  • Abstract
    The paper considers development of soft computing agents (SCA) via a fuzzy paradigm into its narrower class: fuzzy intelligent agents (FA). As a synergy between soft computing technology and intelligent agents SCA take advantages of flexible interpretation of the first and autonomous functioning of the second. Although the fuzzy intelligent agent narrows its tools to the fuzzy paradigm it still makes clear the basis of the fuzzy seeking strategy. The investigation is focused on information FA using such a strategy. A promising advance in optimal routing marks ant-based intelligent agents. The practice of swarm oriented agents SOA investigates a great majority of perspective decisions that are clarified using a pheromone-like strategy. A drawback of this approach is the rather intensive information exchange that forms optimal decisions. We propose a similar swarm-oriented strategy based on the fuzzy paradigm. In comparison with SOA it has two advantages: (i) significant decrease of information exchange due to single swarm flooding after service activation; (ii) customer oriented preferences by service implementation. The strategy is applied for creation of information FA in optimal routing tasks. These agents provide timely, consistent, and qualitative information to the node soliciting services. In such a way the bottleneck in the chain of information decision-state refreshing is decreased.
  • Keywords
    cooperative systems; fuzzy systems; optimal control; ant-based intelligent agents; customer oriented preferences; fuzzy intelligent agents; information exchange decrease; optimal routing; pheromone-like strategy; single swarm flooding; soft computing agents; swarm oriented agents; Birth disorders; Computers; Floods; Fuzzy sets; Fuzzy systems; Humans; Intelligent agent; Routing; Semiconductor optical amplifiers; Service oriented architecture;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, 2002. Proceedings. 2002 First International IEEE Symposium
  • Print_ISBN
    0-7803-7134-8
  • Type

    conf

  • DOI
    10.1109/IS.2002.1044239
  • Filename
    1044239