Adaptive control for linear slowly time-varying systems using direct least-squares estimation

Citation
D. Dimogianopoulos et R. Lozano, Adaptive control for linear slowly time-varying systems using direct least-squares estimation, AUTOMATICA, 37(2), 2001, pp. 251-256
Citations number
12
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
AUTOMATICA
ISSN journal
00051098 → ACNP
Volume
37
Issue
2
Year of publication
2001
Pages
251 - 256
Database
ISI
SICI code
0005-1098(200102)37:2<251:ACFLST>2.0.ZU;2-M
Abstract
In this paper, we propose a least-squares-based non-recursive identificatio n algorithm capable of dealing with slowly lime-varying parameters. The min imized criterion is an L-2 norm of the identification error with forgetting factor. The proposed estimation algorithm does not require explicit knowle dge on the noise bound or the region where the true parameters lie. Finally , a pole placement hybrid controller is designed and the system's state is shown to be bounded. (C) 2000 Elsevier Science Ltd. All rights reserved.