• DocumentCode
    226527
  • Title

    New fuzzy model with second order terms for the design of a predictive control strategy

  • Author

    Gutierrez, Lillian ; Valencia, Felipe ; Saez, Doris ; Marquez, Andres

  • Author_Institution
    Solar Energy Res. Center (SERC), Chile
  • fYear
    2014
  • fDate
    6-11 July 2014
  • Firstpage
    2025
  • Lastpage
    2031
  • Abstract
    In this paper a novel predictive control scheme based on Takagi-Sugeno model whose consequences include second order terms is proposed. Fuzzy models are used in order to approximate the non-linear behavior present on industrial dynamic systems. Quadratic approximations are used in the consequences because several systems has restricted controllable regions in the states domain. Thus, even fuzzy models may not be enough for representing the system dynamics in that regions, producing unexpected closed loop-behavior and loss of performance. The main difference between the proposed scheme and the ones reported in the literature is that iterative procedures and/or point to point approximation is not required. Reducing the computational burden of the controller. A continuous stirred tank reactor is used for testing the proposed control scheme.
  • Keywords
    approximation theory; closed loop systems; control system synthesis; fuzzy control; nonlinear control systems; predictive control; Takagi-Sugeno model; closed loop-behavior; continuous stirred tank reactor; fuzzy model; industrial dynamic systems; nonlinear behavior; performance loss; predictive control design strategy; quadratic approximations; second order terms; states domain; system dynamics; Approximation methods; Computational modeling; Optimization; Predictive control; Predictive models; Takagi-Sugeno model; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4799-2073-0
  • Type

    conf

  • DOI
    10.1109/FUZZ-IEEE.2014.6891586
  • Filename
    6891586