• DocumentCode
    1159681
  • Title

    T-S model based indirect adaptive fuzzy control using online parameter estimation

  • Author

    Park, Chang-Woo ; Cho, Young-Wan

  • Author_Institution
    Precision Machinery Res. Center, Korea Electron. Technol. Inst., Kyunggi-Do, South Korea
  • Volume
    34
  • Issue
    6
  • fYear
    2004
  • Firstpage
    2293
  • Lastpage
    2302
  • Abstract
    A parameter estimation scheme with an appropriate adaptive law for updating the parameters is designed and analyzed based on the Lyapunov theory for the general MIMO Takagi-Sugeno (T-S) fuzzy models. The parameters of the Takagi-Sugeno fuzzy models can be estimated by observing the behavior of the system and with the online parameter estimator, any type of fuzzy controllers works adaptively to the parameter perturbation. In order to show the applicability of the proposed estimator, an existing fuzzy state feedback controller is adopted and indirect adaptive fuzzy control design with the proposed estimator is shown. From the numerical simulations and experiments, it is shown that the derived adaptive law works for the estimation model to follows the parameterized plant model and the overall control system has robustness to the parameter perturbation.
  • Keywords
    adaptive control; fuzzy control; parameter estimation; Lyapunov theory; adaptive control; fuzzy control; fuzzy model; fuzzy state feedback controller; numerical simulation; online parameter estimation; parameter perturbation; Adaptive control; Fuzzy control; Fuzzy systems; MIMO; Numerical simulation; Parameter estimation; Programmable control; State estimation; State feedback; Takagi-Sugeno model; Adaptive control; fuzzy control; fuzzy model; online estimation; Algorithms; Computer Simulation; Feedback; Fuzzy Logic; Models, Statistical; Online Systems; Robotics;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2004.835079
  • Filename
    1356019