• DocumentCode
    574611
  • Title

    Vertex based calculation of explicit MPC laws

  • Author

    Monnigmann, Martin ; Jost, Matthias

  • Author_Institution
    Autom. Control & Syst. Theor., Ruhr-Univ. Bochum, Bochum, Germany
  • fYear
    2012
  • fDate
    27-29 June 2012
  • Firstpage
    423
  • Lastpage
    428
  • Abstract
    We explore a new approach to calculating explicit solutions of linear-quadratic MPC problems with strictly convex cost. The central idea is to calculate the vertices of the state space polytopes, and to construct the pieces of the piecewise affine control law from only the vertices. We show that information calculated at the vertex suffices to infer the control laws that surround a given vertex. Consequently, it is not necessary to computationally construct and evaluate points in the interior of the polytopes. The approach only involves simple linear algebra such as rank testing and solving linear systems of equations. No assumptions are necessary regarding the facet-to-facet property. The approach has successfully been applied to a number of standard explicit MPC examples.
  • Keywords
    affine transforms; linear algebra; piecewise linear techniques; predictive control; state-space methods; convex cost; explicit MPC laws; linear algebra; linear equation systems; linear-quadratic MPC problems; model predictive control; piecewise affine control law; rank testing; state space polytopes; vertex based calculation; Aerospace electronics; Equations; Indexes; Linear systems; Predictive control; Runtime; Silicon;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2012
  • Conference_Location
    Montreal, QC
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4577-1095-7
  • Electronic_ISBN
    0743-1619
  • Type

    conf

  • DOI
    10.1109/ACC.2012.6315197
  • Filename
    6315197