DocumentCode
1128541
Title
A Nonlinear Block Structure Identification Procedure Using Frequency Response Function Measurements
Author
Lauwers, Lieve ; Schoukens, Johan ; Pintelon, Rik ; Enqvist, Martin
Author_Institution
Dept. of Fundamental Electr. & Instrum., Vrije Univ. Brussel, Brussels
Volume
57
Issue
10
fYear
2008
Firstpage
2257
Lastpage
2264
Abstract
Based on simple frequency response function (FRF) measurements, we give the user some guidance in the selection of an appropriate nonlinear block structure for the system to be modeled. The method consists in measuring the FRF using a Gaussian-like input signal and varying in a first experiment the root-mean-square (rms) value of this signal while maintaining the coloring of the power spectrum. Next, in a second experiment, the coloring of the power spectrum is varied while keeping the rms value constant. Based on the resulting behavior of the FRF, an appropriate nonlinear block structure can be selected to approximate the real system. The identification of the selected block-oriented model itself is not addressed in this paper. A theoretical analysis and two practical applications of this structure identification method are presented for some nonlinear block structures.
Keywords
Gaussian processes; approximation theory; frequency response; frequency-domain analysis; identification; Gaussian-like input signal; frequency response function measurements; nonlinear block structure identification procedure; power spectrum coloring; root-mean-square; selected block-oriented model; Frequency-domain analysis; frequency response; linear approximation; modeling; nonlinear systems;
fLanguage
English
Journal_Title
Instrumentation and Measurement, IEEE Transactions on
Publisher
ieee
ISSN
0018-9456
Type
jour
DOI
10.1109/TIM.2008.920038
Filename
4488166
Link To Document