DocumentCode
700766
Title
Robust observers design for a class of nonlinear discrete-time systems
Author
Boutayeb, M. ; Aubry, D. ; Darouach, M.
Author_Institution
Univ. of Duisburg, Duisburg, Germany
fYear
1997
fDate
1-7 July 1997
Firstpage
1993
Lastpage
1998
Abstract
This paper deals with the problem of stability analysis of the Extended Kalman Filter (EKF) when used as an observer for the class of non linear discrete-time systems with linear output map. The proposed technique uses the Lyapnnov approach and evaluates the propagation errors due to the first order linearisation. Sufficient conditions to ensure robust stability of the modified gain EKF are established. One of the main features in this paper is how to design an instrumental matrix, namely Rk in the paper. in order to enlarge domain of attraction and to improve the convergence significantly. To show performances and accuracy of the proposed algorithm, it will be applied to a physical process largely used in the literature.
Keywords
Kalman filters; Lyapunov methods; control system synthesis; discrete time systems; linear systems; linearisation techniques; matrix algebra; nonlinear control systems; observers; robust control; EKF; Lyapunov approach; discrete-time system; extended Kalman filter; first order linearisation; instrumental matrix; linear output map; nonlinear system; robust observer design; robust stability; Europe; Extended Kalman observers; Nonlinear dynamics; Robust stability;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (ECC), 1997 European
Conference_Location
Brussels
Print_ISBN
978-3-9524269-0-6
Type
conf
Filename
7082397
Link To Document