DocumentCode
1180746
Title
On a generalized Szegö- Levinson realization algorithm for optimal linear predictors based on a network synthesis approach
Author
Dewilde, Patrick ; Vieira, Augusto C. ; Kailath, Thomas
Volume
25
Issue
9
fYear
1978
fDate
9/1/1978 12:00:00 AM
Firstpage
663
Lastpage
675
Abstract
We show the correspondence between the following: i) the Darlington synthesis procedure, well known in the network theory literature; ii)
-coprime (MFD) representations of transfer functions; iii) the Szegö-Levinson theory of orthogonal polynomials on the unit circle; iv) the theory of generalized Schur indices; and v) the theory of NevanlinnaPick approximations. More specifically: i) and ii) are equivalent, ii) and iv) are also equivalent for a subclass of i) and ii), while v) provides a nice framework for the study of convergence properties. The paper produces also an exact and an approximate construction procedure of prediction and modeling filters of a general (ARMA) type, for stationary processes, and shows its convergence.
-coprime (MFD) representations of transfer functions; iii) the Szegö-Levinson theory of orthogonal polynomials on the unit circle; iv) the theory of generalized Schur indices; and v) the theory of NevanlinnaPick approximations. More specifically: i) and ii) are equivalent, ii) and iv) are also equivalent for a subclass of i) and ii), while v) provides a nice framework for the study of convergence properties. The paper produces also an exact and an approximate construction procedure of prediction and modeling filters of a general (ARMA) type, for stationary processes, and shows its convergence.Keywords
Autoregressive moving-average processes; Distributed linear networks; Distributed networks, linear; Network synthesis; Polynomials; Prediction methods; Transfer function techniques; Convergence; Filtering algorithms; Maximum likelihood detection; Network synthesis; Nonlinear filters; Polynomials; Predictive models; Riccati equations; Transfer functions; Transmission line theory;
fLanguage
English
Journal_Title
Circuits and Systems, IEEE Transactions on
Publisher
ieee
ISSN
0098-4094
Type
jour
DOI
10.1109/TCS.1978.1084526
Filename
1084526
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