DocumentCode
3454744
Title
Parametric identification of closed-loop linear systems using cyclic-spectral analysis
Author
Tontiruttananon, Channarong ; Tugnait, Jitendra K.
Author_Institution
Dept. of Electr. Eng., Auburn Univ., AL, USA
Volume
6
fYear
1998
fDate
21-26 Jun 1998
Firstpage
3597
Abstract
The problem of closed-loop system identification given noisy time-domain input-output measurements is considered. It is assumed that the various disturbances affecting the system are zero-mean stationary whereas the closed-loop system operates under an external cyclostationary input which is not measured. Noisy measurements of the (direct) input and output of the plant are assumed to be available. The closed-loop system must be stable but it is allowed to be unstable in open-loop. Two new identification algorithms are proposed using cyclic-spectral analysis of noisy input-output data. For both approaches, the open-loop transfer function is first estimated using the cyclic-spectrum and cyclic cross-spectrum of the input-output data. These transfer function estimates are then used as “data” for the proposed algorithms. Both classes of parameter estimators are shown to be weakly consistent in any stationary and a class of cyclostationary noise (both at input as well as output). Computer simulation examples are presented in support of the proposed approaches
Keywords
closed loop systems; linear systems; noise; parameter estimation; spectral analysis; stability; time-domain analysis; transfer functions; I/O measurements; closed-loop linear systems; cyclic cross-spectrum; cyclic-spectral analysis; cyclostationary noise; external cyclostationary input; noisy measurements; noisy time-domain input-output measurements; open-loop instability; open-loop transfer function; parametric identification; stationary noise; transfer function estimates; zero-mean stationary disturbances; Communication system control; Linear systems; Output feedback; Regulators; Signal processing; Signal processing algorithms; System identification; Time domain analysis; Transfer functions; Yield estimation;
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.1998.703283
Filename
703283
Link To Document