• DocumentCode
    2575737
  • Title

    Convex enclosures for the reachable sets of nonlinear parametric ordinary differential equations

  • Author

    Scott, Joseph K. ; Barton, Paul I.

  • Author_Institution
    Dept. of Chem. Eng., MIT, Cambridge, MA, USA
  • fYear
    2010
  • fDate
    15-17 Dec. 2010
  • Firstpage
    5695
  • Lastpage
    5700
  • Abstract
    This article describes convex enclosures for the reachable sets of nonlinear parametric ordinary differential equations (ODEs). Such equations arise from the control parametrization of nonlinear control systems, and the computation of reachable sets for such systems is central to many control and verification problems. The method presented computes convex and concave relaxations of the ODE solutions with respect to the parameters, which are then used to compute a convex enclosure of the reachable set. This enclosure is expressed as an infinite intersection of halfspaces, so that a convex polyhedral enclosure of the reachable set can be computed by considering any finite m of these halfspaces. The method requires the solution of m dynamic optimization problems which are guaranteed to be convex, even when the reachable set is itself nonconvex.
  • Keywords
    concave programming; convex programming; dynamic programming; nonlinear control systems; nonlinear differential equations; set theory; concave relaxation; control parametrization; convex enclosure; convex polyhedral enclosure; convex relaxation; dynamic optimization problem; infinite intersection; nonlinear control system; nonlinear parametric ordinary differential equation; reachable set; Approximation methods; Differential equations; Equations; Inductors; Nonlinear control systems; Nonlinear dynamical systems; Optimization;
  • 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.2010.5717641
  • Filename
    5717641