Title :
Convex computation of the reachable set for controlled polynomial hybrid systems
Author :
Shia, Victor ; Vasudevan, Ram ; Bajcsy, Ruzena ; Tedrake, Russ
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Univ. of California at Berkeley, Berkeley, CA, USA
Abstract :
This paper presents an approach to computing the time-limited backwards reachable set (BRS) of a semialgebraic target set for controlled polynomial hybrid systems with semialgebraic state and input constraints. By relying on the notion of occupation measures, the computation of the BRS of a target set that may be distributed across distinct subsystems of the hybrid system, is posed as an infinite dimensional linear program (LP). Computationally tractable approximations to this LP are constructed via a sequence of semidefinite programs each of which is proven to construct an outer approximation of the true BRS with asymptotically vanishing conservatism. In contrast to traditional Lyapunov based approaches, the presented approach is convex and does not require any form of initialization. The performance of the presented algorithm is illustrated on 2 nonlinear controlled hybrid systems.
Keywords :
Lyapunov methods; approximation theory; linear programming; nonlinear control systems; polynomials; BRS; LP; Lyapunov based approach; asymptotically vanishing conservatism; computationally tractable approximations; controlled polynomial hybrid systems; convex computation; infinite dimensional linear program; input constraints; nonlinear controlled hybrid systems; semialgebraic state; semialgebraic target set; semidefinite programs; time-limited backwards reachable set; Approximation methods; Mathematical model; Polynomials; Time measurement; Trajectory;
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
DOI :
10.1109/CDC.2014.7039612