Title :
Estimating a Non-parametric, Colored Noise Model for Linear, Slowly Time-varying Systems
Author :
Lataire, J. ; Pintelon, R.
Author_Institution :
Dept. of Fundamental Electr. & Instrum. (ELEC), Vrije Univ. Brussel, Brussels
Abstract :
This paper proposes a methodology to estimate the disturbing noise of input/output measurements of slowly time-varying systems excited by multisines. This method circumvents the need of repeated measurements, which are, for time-varying systems, usually difficult to execute. An estimation of the disturbing noise is mandatory when identifying dynamic systems within an errors-in-variables framework The discussed noise model is intended for system identification performed in the frequency domain, in which case a non-parametric noise model is easily implemented. The noise model is estimated independently of the parameters of the time-varying system under consideration.
Keywords :
frequency-domain analysis; parameter estimation; time-varying systems; errors-in-variables framework; frequency domain; input-output measurements; noise distribution; nonparametric noise model; parameter estimation; slowly time-varying systems; Colored noise; Cost function; Frequency domain analysis; Frequency estimation; Instrumentation and measurement; Noise measurement; Nonlinear distortion; System testing; Time varying systems; White noise; frequency domain identification; multisine excitation; noise estimation; time-varying systems;
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2008. IMTC 2008. IEEE
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4244-1540-3
Electronic_ISBN :
1091-5281
DOI :
10.1109/IMTC.2008.4547093