• DocumentCode
    478677
  • Title

    Parallel distributed neuro-fuzzy model predictive controller applied to a hydro turbine generator

  • Author

    Petrov, Michail ; Taneva, Albena ; Puleva, Teofana ; Ahmed, Sevil

  • Author_Institution
    Dept. of Control Syst., Tech. Univ. Sofia, Plovdiv
  • Volume
    1
  • fYear
    2008
  • fDate
    6-8 Sept. 2008
  • Firstpage
    42633
  • Lastpage
    42638
  • Abstract
    Model predictive control (MPC) has been considered as the most important development in the area of process control in the last two decades. This paper addresses the issue of controlling a nonlinear plant by the use of the nonlinear model predictive control formulation. To handle the nonlinearities, a Takagi-Sugeno neuro-fuzzy model is suggested as a means to model the plant with nonlinearities depending on the operating region. The developed model is used as a predictive model for a parallel distributed model predictive control algorithm. In this paper, the parallel distributed neuro-fuzzy model predictive controller has been proposed to control a non-linear control system of a hydro turbine generator. The proposed technique has been tested and evaluated using this simulated industrial plant.
  • Keywords
    control nonlinearities; fuzzy control; fuzzy neural nets; hydroelectric generators; industrial plants; machine control; neurocontrollers; nonlinear control systems; predictive control; turbogenerators; Takagi-Sugeno neuro-fuzzy model; hydro turbine generator; industrial plant; model predictive control; nonlinear control system; nonlinear plant; nonlinearities; parallel distributed neuro-fuzzy model; Control system synthesis; Hydraulic turbines; Industrial plants; Nonlinear control systems; Prediction algorithms; Predictive control; Predictive models; Process control; Takagi-Sugeno model; Testing; Non-linear model predictive control; Takagi-Sugeno fuzzy models; fuzzy model predictive control; turbine generator;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems, 2008. IS '08. 4th International IEEE Conference
  • Conference_Location
    Varna
  • Print_ISBN
    978-1-4244-1739-1
  • Electronic_ISBN
    978-1-4244-1740-7
  • Type

    conf

  • DOI
    10.1109/IS.2008.4670455
  • Filename
    4670455