Subspace identification using instrumental variable techniques

Authors
Citation
T. Gustafsson, Subspace identification using instrumental variable techniques, AUTOMATICA, 37(12), 2001, pp. 2005-2010
Citations number
11
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
AUTOMATICA
ISSN journal
00051098 → ACNP
Volume
37
Issue
12
Year of publication
2001
Pages
2005 - 2010
Database
ISI
SICI code
0005-1098(200112)37:12<2005:SIUIVT>2.0.ZU;2-D
Abstract
Subspace-based algorithms for system identification have lately been sugges ted as alternatives to more traditional techniques. Variants of the MOESP t ype of subspace algorithms are in addition to open-loop identification appl icable to closed-loop and errors-in-variables identification. In this paper , a new instrumental variable approach to subspace identification is presen ted. It is shown how existing MOESP-algorithms can be derived within the pr oposed framework, simply by changing instruments and weighting matrices. A noteworthy outcome of the analysis is that an improvement of an existing MO ESP method for errors-in-variables identification can be proposed. (C) 2001 Elsevier Science Ltd. All rights reserved.