Title :
Revisiting different adaptive observers through a unified formulation
Author_Institution :
INRIA-IRISA, Campus de Beaulieu, 35042 Rennes Cedex, France. Email: zhang@irisa.fr
Abstract :
An adaptive observer is a recursive algorithm for joint estimation of states and parameters in dynamic systems. In this paper, 4 adaptive observers published by different authors are revisited through a unified formulation. Though these algorithms are apparently quite different as presented in the original publications, typically in their design procedures they use both static and dynamic transformations which can be reformulated in a unified manner. This new perspective allows to better understand each algorithm and helps to develop new algorithm variants for particular purposes.
Keywords :
adaptive observer; dynamic transformation; state and parameter estimation; Adaptive control; Algorithm design and analysis; Fault detection; Linear systems; Nonlinear systems; Observers; Parameter estimation; Recursive estimation; State estimation; State-space methods; adaptive observer; dynamic transformation; state and parameter estimation;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1582632