Title :
Tight robust interval observers: An LP approach
Author :
Rami, M. Ait ; Cheng, C.H. ; de Prada, C.
Author_Institution :
Dept. de Ing. de Sist. y Autom., Univ. of Valladolid, Valladolid, Spain
Abstract :
This paper provides a solution based on linear programming to the problem of designing observers that ensures guaranteed bounds on the estimated states. Firstly, considering linear systems without uncertainties, we provide a complete solution for the existence of interval observers having minimal l1-norm of the interval error. Secondly, new type of observers involving dilatation functions, are introduced in order to deal with the robust estimation of systems that are possibly nonlinear and subject to uncertainties. A new methodology is provided for the design and characterization of tight robust interval observers. All the proposed conditions are expressed in term of linear programming.
Keywords :
estimation theory; linear programming; linear systems; nonlinear systems; observers; uncertain systems; designing observers; dilatation functions; estimated states; linear programming; nonlinear systems; robust estimation; robust interval observers; uncertain systems; Ellipsoids; Error analysis; Linear programming; Linear systems; Machinery; Observers; Robust control; Robustness; State estimation; Uncertainty; Luenberger observers; dilatation observers; interval observers; linear programming;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4739280