• DocumentCode
    189227
  • Title

    Experimental testing of an adaptive model predictive controller on a quad-tank system

  • Author

    Tanaskovic, Marko ; Minnetian, Lawrence ; Fagiano, Lorenzo ; Morari, Manfred

  • Author_Institution
    Autom. Control Lab., Swiss Fed. Inst. of Technol., Zurich, Switzerland
  • fYear
    2014
  • fDate
    24-27 June 2014
  • Firstpage
    504
  • Lastpage
    509
  • Abstract
    A recently proposed adaptive model predictive control algorithm is implemented in real time and its performance is verified experimentally on a quad-tank testbed. The algorithm relies on an iterative set membership identification procedure in order to provide a set of possible plant models at each time step. This set is then exploited by the model predictive controller in order to robustly enforce output constraints. The experimental results show that the algorithm provides good reference tracking performance while robustly satisfying output constraints for different operating conditions.
  • Keywords
    adaptive control; identification; iterative methods; nonlinear control systems; predictive control; adaptive model predictive controller; experimental testing; iterative set membership identification procedure; output constraints; plant models; quad-tank system; reference tracking performance; Adaptation models; Mathematical model; Noise; Solid modeling; Time measurement; Valves; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Conference (ECC), 2014 European
  • Conference_Location
    Strasbourg
  • Print_ISBN
    978-3-9524269-1-3
  • Type

    conf

  • DOI
    10.1109/ECC.2014.6862409
  • Filename
    6862409