ADAPTIVE IDENTIFICATION OF CONTINUOUS-TIME SYSTEMS IN THE PRESENCE OFNOISE

Citation
M. Vellekoop et A. Bagchi, ADAPTIVE IDENTIFICATION OF CONTINUOUS-TIME SYSTEMS IN THE PRESENCE OFNOISE, International Journal of Control, 68(1), 1997, pp. 171-195
Citations number
18
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control
ISSN journal
00207179
Volume
68
Issue
1
Year of publication
1997
Pages
171 - 195
Database
ISI
SICI code
0020-7179(1997)68:1<171:AIOCSI>2.0.ZU;2-U
Abstract
In this paper a new adaptive scheme is proposed to identify SISO linea r systems. The algorithm has its origin in the stochastic approximatio n method well-known in statistics and it differs from a widely studied adaptive identifier only by a time-varying gain term. We show that th is simple modification makes the algorithm robust to the presence of n oise in the estimation process, using methods that emphasize the conne ction with the standard stability analysis used in the deterministic t heory of adaptive systems. The robustness properties are then demonstr ated in a number of simulation studies.