Title :
Reachability analysis for nonlinear systems by guaranteed piecewise affine approximation
Author :
Nasri, Othman ; Guéguen, Hervé ; Lefebvre, Marie-Anne
Author_Institution :
LRI, Univ. of Paris-Sud 11, Orsay, France
Abstract :
In this paper, we present an approach able to analysis reachability of non-linear hybrid systems. Using the hybridization method, it is possible to construct an approximation of the non-linear systems, in the form of piecewise affine systems with uncertainties, for which efficient approaches for computing reachability have been proposed. To do this, we first generate a partition of the state space of the nonlinear system. Then, we approximate locally, in each element of this partition, the non-linear system by an affine one. Finally, we add the approximation error in the affine model. In this way, instead of studying a complex non-linear systems we study locally an affine system with uncertainty.
Keywords :
Approximation methods; Calculus; Equations; Hypercubes; Linear regression; Reachability analysis; Uncertainty;
Conference_Titel :
Control & Automation (MED), 2010 18th Mediterranean Conference on
Conference_Location :
Marrakech, Morocco
Print_ISBN :
978-1-4244-8091-3
DOI :
10.1109/MED.2010.5547884