DocumentCode
3128904
Title
Robust Adaptive Observer Design for Uncertain Systems with Bounded Disturbances
Author
Stepanyan, Vahram ; Hovakimyan, Naira
Author_Institution
Department of Aerospace and Ocean Engineering, Virginia Polytechnic Institute and State University, Blacksburg, VA 24061-0203, USA. vahrams@vt.edu
fYear
2005
fDate
12-15 Dec. 2005
Firstpage
7750
Lastpage
7755
Abstract
This paper presents a robust adaptive observer design methodology for a class of uncertain nonlinear systems in the presence of time-varying unknown parameters and non-vanishing disturbances. Using the universal approximation property of radial basis function neural networks and the adaptive bounding technique the developed observer achieves asymptotic convergence of state estimation error to zero, while ensuring boundedness of parameter errors. A comparative simulation study is presented by the end.
Keywords
Adaptive systems; Convergence; Design methodology; Nonlinear systems; Observers; Radial basis function networks; Robustness; State estimation; Time varying systems; Uncertain systems;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN
0-7803-9567-0
Type
conf
DOI
10.1109/CDC.2005.1583414
Filename
1583414
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