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Browse Journals & Magazines > Automatic Control, IEEE Trans ...> Volume:42 Issue:4 Help

A unifying construction of orthonormal bases for system identification

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2 Author(s)
Ninness, B. ; Dept. of Electr. & Comput. Eng., Newcastle Univ., Callaghan, NSW, Australia ; Gustafsson, F.

This paper develops a general and very simple construction for complete orthonormal bases for system identification. This construction provides a unifying formulation of many previously studied orthonormal bases since the common FIR and recently popular Laguerre and two-parameter Kautz model structures are restrictive special cases of the construction presented here. However, in contrast to these special cases, the basis vectors in the unifying construction of this paper can have arbitrary placement of pole position according to the prior information the user wishes to inject. Results characterizing the completeness of the bases and the accuracy properties of models estimated using the bases are provided

Published in:
Automatic Control, IEEE Transactions on  (Volume:42 ,  Issue: 4 )

Date of Publication: Apr 1997

Page(s):
515 - 521
ISSN :
0018-9286
INSPEC Accession Number:
5561825
Digital Object Identifier :
10.1109/9.566661
Product Type:
Journals & Magazines
Date of Current Version :
06 August 2002
Issue Date :
Apr 1997
Sponsored by :
IEEE Control Systems Society

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