Title :
On closed-loop system identification using polyspectral analysis
Author :
Tugnait, Jitendra K. ; Zhou, Yi
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. It is assumed that the various disturbances/noise processes affecting the system are zero-mean stationary Gaussian, whereas the closed-loop system operates under an external nonGaussian 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. The various noise sequences affecting the system are not (explicitly) modeled. First the open-loop transfer function is estimated using the integrated polyspectrum and cross-polyspectrum of the time-domain input-output measurements. Then two existing techniques for parametric system identification given consistent estimates of the underlying transfer function, are exploited. The parameter estimators are strongly consistent. A performance analysis is also carried out. A simulation example using an unstable open-loop system is presented to illustrate the proposed approach
Keywords :
Gaussian noise; closed loop systems; identification; spectral analysis; stability; transfer functions; closed-loop system identification; cross-polyspectrum; disturbances; integrated polyspectrum; noise sequences; noisy I/O measurements; noisy input-output measurements; open-loop transfer function; polyspectral analysis; stability; time-domain input-output measurements; transfer function; unstable open-loop system; zero-mean stationary Gaussian processes; Control systems; Electric variables measurement; Gaussian noise; Noise measurement; Output feedback; Parameter estimation; Regulators; System identification; Time domain analysis; Transfer functions;
Conference_Titel :
Decision and Control, 1998. Proceedings of the 37th IEEE Conference on
Conference_Location :
Tampa, FL
Print_ISBN :
0-7803-4394-8
DOI :
10.1109/CDC.1998.758232