DocumentCode :
1831468
Title :
Nonparametric modelling of a linear time varying system
Author :
Widanage, Widanalage Dhammika ; Lataire, J. ; Schoukens, Johan
Author_Institution :
Dept. ELEC, Vrije Univ. Brussel, Brussels, Belgium
fYear :
2010
fDate :
7-10 Sept. 2010
Firstpage :
1
Lastpage :
6
Abstract :
The paper studies the frequency response estimation of a time varying system. The system is a sum of two parallel branches, one being a linear time invariant (LTI) branch and the other an LTI followed by a time-varying gain. A method is presented that shows how such a system can be modelled nonparametrically and gives estimates for the frequency response functions when excited by an arbitrary input signal. The frequency response of a linear system and the transient error that arise when using arbitrary signals to model the input-output behaviour are smooth functions of frequency. By a polynomial approximation of the functions and considering the time varying effect, a model that is linear in the parameters is obtained. The method is evaluated on a simulated system showing the level of the modelling error, along with the estimated frequency responses, their variances and the variance of any disturbing noise at the output.
Keywords :
frequency estimation; frequency response; function approximation; linear systems; polynomial approximation; time-varying systems; LTI branch; arbitrary input signal; frequency response function estimation; input-output behaviour modelling; linear time invariant branch; linear time varying system; nonparametric modelling; polynomial function approximation; time-varying gain; transient error; Frequency response; least squares; linear system; time varying system;
fLanguage :
English
Publisher :
iet
Conference_Titel :
Control 2010, UKACC International Conference on
Conference_Location :
Coventry
Electronic_ISBN :
978-1-84600-038-6
Type :
conf
DOI :
10.1049/ic.2010.0449
Filename :
6490907
Link To Document :
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