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
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