DocumentCode :
326750
Title :
Closed-loop linear model validation and order estimation using cyclic-spectral analysis
Author :
Tontiruttananon, Channarong ; Tugnait, Jitendra K.
Author_Institution :
Dept. of Electr. Eng., Auburn Univ., AL, USA
Volume :
4
fYear :
1998
fDate :
21-26 Jun 1998
Firstpage :
2354
Abstract :
Suppose that we perform closed-loop linear system identification using cyclic-spectral analysis given noisy time-domain input-output measurements. In this set-up it is assumed that various disturbances affecting the system are zero-mean stationary whereas the closed-loop system operates under an external (possibly noisy) cyclostationary input. The closed-loop system must be stable but it is allowed to be unstable in open-loop. Recently various techniques have been proposed for system identification using cyclic spectral analysis. Having obtained a model, how do we know if the fitted model is “good?” This paper is devoted to the problem of model validation using cyclic spectral analysis. We propose a simple statistical test based upon the estimated cyclic spectrum of an output error signal. Model order estimation is a by-product of the model validation procedure. Computer simulation examples are presented in support of the proposed approaches
Keywords :
closed loop systems; identification; linear systems; noise; spectral analysis; I/O measurements; closed-loop linear model validation; closed-loop linear system identification; closed-loop system; cyclic spectral analysis; cyclic-spectral analysis; estimated cyclic spectrum; external cyclostationary input; model order estimation; noisy time-domain input-output measurements; open-loop; order estimation; statistical test; system identification; zero-mean stationary disturbances; Communication system control; Frequency; Linear systems; Performance analysis; Performance evaluation; Spectral analysis; System identification; System testing; Time domain analysis; Transfer functions;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
American Control Conference, 1998. Proceedings of the 1998
Conference_Location :
Philadelphia, PA
ISSN :
0743-1619
Print_ISBN :
0-7803-4530-4
Type :
conf
DOI :
10.1109/ACC.1998.703052
Filename :
703052
Link To Document :
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