• DocumentCode
    359069
  • Title

    An analysis technique for optimization based control applied to quasi-LPV plants

  • Author

    Giannelli, Monica ; Primbs, James A.

  • Author_Institution
    California Inst. of Technol., Pasadena, CA, USA
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    1909
  • Abstract
    We consider the problem of analyzing the stability of a discrete time nonlinear system in quasi-LPV form under an optimization based controller subject to constraints. We show that by representing the control law, which is computed online as the solution to a constrained optimization problem, by the Kuhn-Tucker conditions, stability questions can be reformulated as implications. A technique from robust control, the so-called S-procedure, reduces the implication to a sufficient condition, which can be written as an infinite dimensional linear matrix inequality (LMI) due to the quasi-LPV description of the plant. Finally, standard LPV gridding techniques are applied to obtain finite dimensional LMIs. This unique new framework lies at the intersection of three methodologies: linear parameter varying (LPV) control, model predictive control, and robust control, and handles the analysis of constrained nonlinear systems in a unified framework. A simple example is used to illustrate the methodology
  • Keywords
    control system analysis; discrete time systems; matrix algebra; nonlinear systems; optimal control; optimisation; predictive control; robust control; Kuhn-Tucker conditions; discrete time systems; linear matrix inequality; linear parameter varying systems; model predictive control; nonlinear systems; optimization; robust control; stability; sufficient condition; Constraint optimization; Control systems; Linear matrix inequalities; Nonlinear control systems; Nonlinear systems; Predictive control; Predictive models; Robust control; Stability analysis; Sufficient conditions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference, 2000. Proceedings of the 2000
  • Conference_Location
    Chicago, IL
  • ISSN
    0743-1619
  • Print_ISBN
    0-7803-5519-9
  • Type

    conf

  • DOI
    10.1109/ACC.2000.879534
  • Filename
    879534