• DocumentCode
    1054220
  • Title

    Design of fuzzy controller using schema coevolutionary algorithm

  • Author

    Sim, Kwee-Bo ; Byun, Kwang-Sub ; Lee, Dong-Wook

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Chung-Ang Univ., Seoul, South Korea
  • Volume
    12
  • Issue
    4
  • fYear
    2004
  • Firstpage
    565
  • Lastpage
    570
  • Abstract
    Researches on the design of the optimal fuzzy controller have been carried out for many years. Various approaches to fuzzy modeling have been proposed. In this paper, we introduce a novel algorithm, schema coevolutionary algorithm, for fuzzy modeling. We demonstrate the schema coevolutionary algorithm and compare it with other similar coevolutionary algorithms: virus-evolutionary genetic algorithm and coevolution of Handa. Then, we apply it to design the optimal fuzzy controller. The fuzzy controller is used to control the mobile robot and optimized by the schema coevolutionary algorithm. We verify the efficacy of this algorithm through the experiment and comparison with other algorithms.
  • Keywords
    control system synthesis; evolutionary computation; fuzzy control; mobile robots; optimal control; fuzzy controller design; fuzzy modelling; mobile robots; optimal controller; schema coevolutionary algorithm; virus-evolutionary genetic algorithm; Algorithm design and analysis; Dynamic programming; Fuzzy control; Genetic algorithms; Genetic mutations; Learning; Mobile robots; Optimal control; Robot control; Symbiosis; Coevolution of Handa; SGA; VEGA; fuzzy controller; schema coevolutionary algorithm; simple genetic algorithm; virus-evolutionary genetic algorithm;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/TFUZZ.2004.832537
  • Filename
    1321085