• DocumentCode
    2579412
  • Title

    Synthesis of stabilizing model predictive controllers via canonical piecewise affine approximations

  • Author

    Bemporad, Alberto ; Oliveri, Alberto ; Poggi, Tomaso ; Storace, Marco

  • Author_Institution
    Dept. of Mech. & Struct. Eng., Univ. of Trento, Trento, Italy
  • fYear
    2010
  • fDate
    15-17 Dec. 2010
  • Firstpage
    5296
  • Lastpage
    5301
  • Abstract
    This paper proposes the use of canonical piecewise affine (PWA) functions for the approximation of linear MPC controllers over a regular simplicial partition of a given set of states of interest. Analysis tools based on the construction of PWA Lyapunov functions are provided for certifying the asymptotic stability of the resulting closed-loop system. The main advantage of the proposed controller synthesis approach is that the resulting stabilizing approximate MPC controller can be implemented on chip with sampling times in the order of tens of nanoseconds.
  • Keywords
    Lyapunov methods; approximation theory; asymptotic stability; closed loop systems; control system synthesis; linear systems; piecewise linear techniques; predictive control; sampling methods; Lyapunov functions; asymptotic stability; canonical piecewise affine approximation; closed loop system; controller synthesis; linear MPC controllers; model predictive controller stabilization; Function approximation; Lyapunov method; Piecewise linear approximation; Silicon; Trajectory; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control (CDC), 2010 49th IEEE Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    0743-1546
  • Print_ISBN
    978-1-4244-7745-6
  • Type

    conf

  • DOI
    10.1109/CDC.2010.5717868
  • Filename
    5717868