• DocumentCode
    2829391
  • Title

    MPDopt: A versatile toolbox for adjoint-based model predictive control of smooth and switched nonlinear dynamic systems

  • Author

    Summers, Sean ; Bewley, Thomas R.

  • Author_Institution
    California Univ., San Diego
  • fYear
    2007
  • fDate
    12-14 Dec. 2007
  • Firstpage
    4785
  • Lastpage
    4790
  • Abstract
    Over the years, adjoint-based model predictive control (MPC) has proven to be a viable and effective tool for both offline and online optimization of control sequences for dynamic systems governed by differentiable nonlinear equations. This paper extends this versatile method to a class of nonsmooth systems in which the dynamical equation governing the physical system experiences sudden "switches" when the system changes operational modes. This extension involves only minimal alteration of the basic adjoint-based MPC algorithm. We then further improve this algorithm by introducing control trajectory smoothing via state augmentation. Finally, we present a new Matlab toolbox we have developed, MPDopt, that incorporates all of these developments while being user friendly, easily extensible, and capable of offline trajectory planning for wide range of smooth and switched systems of the present class.
  • Keywords
    control engineering computing; nonlinear differential equations; nonlinear dynamical systems; optimisation; predictive control; time-varying systems; MPDopt toolbox; Matlab toolbox; adjoint-based model predictive control; control sequence optimization; control trajectory smoothing; differentiable nonlinear equations; smooth nonlinear dynamic systems; state augmentation; switched nonlinear dynamic systems; trajectory planning; Mathematical model; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear equations; Predictive control; Predictive models; Smoothing methods; Switched systems; Switches; Trajectory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Decision and Control, 2007 46th IEEE Conference on
  • Conference_Location
    New Orleans, LA
  • ISSN
    0191-2216
  • Print_ISBN
    978-1-4244-1497-0
  • Electronic_ISBN
    0191-2216
  • Type

    conf

  • DOI
    10.1109/CDC.2007.4434870
  • Filename
    4434870