A UNIFYING THEOREM FOR 3 SUBSPACE SYSTEM-IDENTIFICATION ALGORITHMS

Citation
P. Vanoverschee et B. Demoor, A UNIFYING THEOREM FOR 3 SUBSPACE SYSTEM-IDENTIFICATION ALGORITHMS, Automatica, 31(12), 1995, pp. 1853-1864
Citations number
16
Categorie Soggetti
Controlo Theory & Cybernetics","Robotics & Automatic Control
Journal title
ISSN journal
00051098
Volume
31
Issue
12
Year of publication
1995
Pages
1853 - 1864
Database
ISI
SICI code
0005-1098(1995)31:12<1853:AUTF3S>2.0.ZU;2-L
Abstract
The aim of this paper is to indicate and explore the similarities betw een three different subspace algorithms for the identification of comb ined deterministic-stochastic systems. The similarities between these algorithms have been obscured, due to different notations and backgrou nds. It is shown that all three algorithms are special cases of one un ifying theorem. The comparison also reveals that the three algorithms use exactly the same subspace to determine the order and the extended observability matrix, but that the weighting matrix, used to calculate a basis for the column space of the observability matrix is different in the three cases.