DocumentCode
835772
Title
On the stability of dynamic models obtained by least-squares identification
Author
Söderström, Torsten ; Stoica, Petre
Author_Institution
Institute of Technology, Uppsala University, Uppsala, Sweden
Volume
26
Issue
2
fYear
1981
fDate
4/1/1981 12:00:00 AM
Firstpage
575
Lastpage
577
Abstract
The stability properties of the least-squares (LS) models fitted to stochastic dynamic systems described by difference equations are investigated. It is shown through a counterexample that the LS method can, for such systems, give unstable models. Sufficient conditions for the stability of the LS models in question are also included.
Keywords
Least-squares methods; Linear systems, stochastic; Stability, linear systems; Stochastic systems, linear; System identification, linear systems; Approximation algorithms; Asymptotic stability; Control system analysis; Difference equations; Linear approximation; Network address translation; Pattern recognition; Probability distribution; Stochastic systems; Sufficient conditions;
fLanguage
English
Journal_Title
Automatic Control, IEEE Transactions on
Publisher
ieee
ISSN
0018-9286
Type
jour
DOI
10.1109/TAC.1981.1102663
Filename
1102663
Link To Document