Title :
Identification of closed-loop linear systems via cyclic spectral analysis: an equation-error formulation
Author :
Tontiruttananon, Channarong ; Tugnait, Jitendra K.
Author_Institution :
Dept. of Electr. Eng., Auburn Univ., AL, USA
Abstract :
The problem of closed-loop system identification given noisy input-output measurements is considered. 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 various disturbances affecting the system are either stationary or cyclostationary with cycle frequencies different from the input cycle frequencies. The closed-loop system must be stable but it is allowed to be unstable in open-loop. A frequency-domain parametric solution is proposed and analysed using an equation error formulation, and the cyclic spectrum and cross-spectrum of the input-output measurements. The parameter estimator is shown to be consistent. A simulation example using an unstable open-loop system is presented to illustrate the proposed approach
Keywords :
frequency-domain analysis; linear systems; noise; parameter estimation; spectral analysis; closed-loop linear systems; cross-spectrum; cycle frequencies; cyclic spectral analysis; cyclic spectrum; cyclostationary; disturbances; equation error formulation; equation-error formulation; external cyclostationary input; frequency-domain parametric solution; identification; input cycle frequencies; input-output measurements; noisy input-output measurements; parameter estimator; stationary; unstable open-loop system; Communication system control; Equations; Frequency domain analysis; Linear feedback control systems; Linear systems; Noise measurement; Nonlinear filters; Spectral analysis; Time measurement; Transfer functions;
Conference_Titel :
Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4428-6
DOI :
10.1109/ICASSP.1998.681553