• DocumentCode
    1715865
  • Title

    Predictive control based on fuzzy model: a case study

  • Author

    Lepetic, M. ; Skrjanc, Igor ; Chiacchiarini, Hector G. ; Matko, Drago

  • Author_Institution
    Fac. of Electr. Eng., Ljubljana Univ., Slovenia
  • Volume
    2
  • fYear
    2001
  • Firstpage
    868
  • Abstract
    The implementation of the fuzzy predictive functional control (FPFC) on the magnetic suspension system is presented. The magnetic suspension system is in our case the pilot plant for magnetic bearing and is an open-loop unstable process, therefore a lead compensator is used to stabilize it. The high quality control requirements include a periodical step response and zero steady-state error. Adding the integrator to a feedback causes overshoot. The solution to the problem is a cascade control with fuzzy predictive functional controller in the outer loop. To cope with the unknown model parameters and the nonlinear nature of the magnetic system, a fuzzy identification based on the FNARX model is used. After a successful validation the obtained fuzzy model is used for the controller design. The FPFC is compared with a cascade PID control. The results obtained with the FPFC are very promising and comparable with the conventional control techniques.
  • Keywords
    cascade control; compensation; feedback; fuzzy control; fuzzy logic; identification; magnetic bearings; predictive control; real-time systems; step response; cascade control; compensator; feedback; fuzzy control; fuzzy identification; identification; magnetic bearing; magnetic suspension system; predictive control; real-time control; step response; Control systems; Error correction; Fuzzy control; Fuzzy systems; Magnetic levitation; Open loop systems; Predictive control; Predictive models; Quality control; Steady-state;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2001. The 10th IEEE International Conference on
  • Print_ISBN
    0-7803-7293-X
  • Type

    conf

  • DOI
    10.1109/FUZZ.2001.1009093
  • Filename
    1009093