DocumentCode :
2576304
Title :
Parametric frequency domain identification of a time-varying system as a time-dependent weighted sum of time-invariant systems
Author :
Lataire, John ; Pintelon, Rik
Author_Institution :
Dept. ELEC, Fundamental Electr. & Instrum., Vrije Univ. Brussel, Brussels, Belgium
fYear :
2010
fDate :
15-17 Dec. 2010
Firstpage :
2029
Lastpage :
2034
Abstract :
A frequency domain, parametric identification procedure for single-input, single output time-varying systems is presented. The output of the model is built as a time-varying weighted sum of the responses of linear time-invariant systems. A judicious choice of the weighting functions is shown to provide an intuitive insight into the evolution of the instantaneous transfer function with time. Results of previous work are used to obtain non-parametric initial estimates of both the time-varying dynamics and the disturbing noise characteristics from the response of the system to a multisine excitation. The maximum likelihood estimator is set up and a minimization algorithm is developed. The estimator is applied to a simulation example and a measurement example (electronic circuit) which approximates the model assumptions.
Keywords :
frequency-domain synthesis; linear systems; maximum likelihood estimation; minimisation; time-varying systems; electronic circuit; instantaneous transfer function; linear time-invariant system; maximum likelihood estimator; minimization algorithm; multisine excitation; parametric frequency domain identification; parametric identification procedure; single-input single output time-varying system; time-dependent weighted sum; time-varying dynamics; time-varying weighted sum; Mathematical model; Noise; Polynomials; Time frequency analysis; Time varying systems; frequency domain; multisine excitation; system identification; time-varying systems;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
ISSN :
0743-1546
Print_ISBN :
978-1-4244-7745-6
Type :
conf
DOI :
10.1109/CDC.2010.5717679
Filename :
5717679
Link To Document :
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