• DocumentCode
    3472825
  • Title

    Speed control of induction motor using genetic algorithm based fuzzy controller

  • Author

    Oh, Won-Seok ; Kim, Young-Tae ; Kim, Chang-Sun ; Kwon, Tae-Seok ; Kim, Hee-Jun

  • Author_Institution
    Dept. of Electr. Eng., Mokpo Nat. Univ., Hanyang, South Korea
  • Volume
    2
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    625
  • Abstract
    The fuzzy logic controller has been focused in the field of vector control of induction motors. However, a systematic method for designing and tuning the fuzzy logic controller is not developed yet. In this paper, an auto-tuning method for fuzzy logic controller based on the genetic algorithm is presented. In the proposed method, normalization parameters and membership function parameters of a fuzzy controller are translated into binary bit-strings, which are processed by the genetic algorithm in order to be optimized for the well-chosen objective function (i.e. fitness function). To examine the validity of the proposed method, a genetic algorithm based fuzzy controller for an indirect vector control of induction motors is simulated and an experiment is carried out. The simulation and experimental results show a significant enhancement in shortening development time and improving system performance over a traditional manually tuned fuzzy logic controller. Thus, in the case of changing motor, the proposed method is superior to a traditional method in the respect of development time and system performance
  • Keywords
    angular velocity control; fuzzy control; genetic algorithms; induction motors; machine vector control; self-adjusting systems; auto-tuning method; binary bit-strings; fitness function; fuzzy controller; genetic algorithm; indirect vector control; induction motor speed control; membership function parameters; normalization parameters; vector control; Control systems; Design methodology; Fuzzy control; Fuzzy logic; Genetic algorithms; Induction motors; Machine vector control; Optimization methods; System performance; Velocity control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics Society, 1999. IECON '99 Proceedings. The 25th Annual Conference of the IEEE
  • Conference_Location
    San Jose, CA
  • Print_ISBN
    0-7803-5735-3
  • Type

    conf

  • DOI
    10.1109/IECON.1999.816464
  • Filename
    816464