DocumentCode :
912877
Title :
Spectral factorization of time-varying covariance functions
Author :
Anderson, Brian D O ; Moore, John B. ; Loo, Sonny G.
Volume :
15
Issue :
5
fYear :
1969
fDate :
9/1/1969 12:00:00 AM
Firstpage :
550
Lastpage :
557
Abstract :
The determination of the state-space equations of a time-varying finite-dimensional linear system with a prescribed output covariance matrix is considered when the system is excited by Gaussian white-noise inputs. It is shown that a symmetric state covariance matrix provides the key link between the state-space equations of a system and the system output covariance matrix. Furthermore, such a matrix satisfies a linear matrix differential equation if the state-space equations of the system are known, and a matrix Riccati equation if the output covariance matrix of the system is given. Existence results are given for the Riccati equation solution, and discussion of asymptotic solutions of the differential equations is also included.
Keywords :
Covariance functions; Linear systems; Spectral factorizations; Covariance matrix; Differential equations; Filtering theory; Helium; Laplace equations; Linear systems; Riccati equations; Symmetric matrices; Time varying systems; White noise;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1969.1054360
Filename :
1054360
Link To Document :
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