Title :
Zonotopic set-membership estimation for interval dynamic systems
Author :
Le, V.T.H. ; Alamo, T. ; Camacho, E.F. ; Stoica, Constantin ; Dumur, D.
Author_Institution :
Autom. Control Dept., SUPELEC Syst. Sci. (E3S), Gif-sur-Yvette, France
Abstract :
This paper presents an improved method for guaranteed state estimation of discrete-time linear-time varying systems affected by disturbances, noises and structured uncertainties modeled as interval uncertainties. Under the hypothesis that the disturbances and the noises are bounded, a zonotopic outer approximation of the state estimation domain is computed offering good performance and low complexity compared to the existing methods. The size of this zonotope is decreased by solving an off-line optimization problem. The advantages of the proposed approach are illustrated via a numerical example.
Keywords :
approximation theory; discrete time systems; geometry; linear systems; optimisation; set theory; state estimation; time-varying systems; uncertain systems; discrete-time linear-time varying systems; disturbances; interval dynamic systems; interval uncertainties; noises; offline optimization problem; state estimation; structured uncertainties; zonotopic outer approximation; zonotopic set-membership estimation; Approximation methods; Minimization; Noise; State estimation; Uncertainty; Vectors;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6315065