• DocumentCode
    3172771
  • Title

    Adaptive fuzzy generalized predictive control based on Discrete-Time T-S fuzzy model

  • Author

    Mendes, Jérôme ; AraÙjo, Rui ; Souza, Francisco

  • Author_Institution
    Dept. of Electr. & Comput. Eng. (DEEC-UC), Univ. of Coimbra, Coimbra, Portugal
  • fYear
    2010
  • fDate
    13-16 Sept. 2010
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    The paper presents an adaptive fuzzy predictive control based on discrete-time Takagi-Sugeno (T-S) fuzzy model. The proposed controller is based on Generalized predictive control (GPC) algorithm, and a discrete-time T-S fuzzy model is employed to approximate the unknown nonlinear process. To provide a better accuracy in identification of unknown parameters of the model, it is proposed an on-line adaptive law which ensures that the tracking error remains bounded. The stability of closed-loop control system is proved/studied via the Lyapunov stability theory. To validate the theoretical developments and to demonstrate the performance of the proposed control is simulated as nonlinear system a laboratory-scale liquid-level process. The simulation results show that the proposed method has a good performance and disturbance rejection capacity in industrial process.
  • Keywords
    Lyapunov methods; adaptive control; closed loop systems; discrete time systems; fuzzy control; predictive control; stability; Lyapunov stability theory; adaptive fuzzy generalized predictive control; closed-loop control system; discrete-time T-S fuzzy model; discrete-time Takagi-Sugeno fuzzy model; disturbance rejection capacity; Adaptive Control; Fuzzy Control; Generalized predictive control; Lyapunov Stability; T-S fuzzy;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Technologies and Factory Automation (ETFA), 2010 IEEE Conference on
  • Conference_Location
    Bilbao
  • ISSN
    1946-0740
  • Print_ISBN
    978-1-4244-6848-5
  • Type

    conf

  • DOI
    10.1109/ETFA.2010.5641301
  • Filename
    5641301