A FREQUENCY-RESPONSE ESTIMATION METHOD BASED ON SMOOTHING AND THRESHOLDING

Citation
P. Bodin et B. Wahlberg, A FREQUENCY-RESPONSE ESTIMATION METHOD BASED ON SMOOTHING AND THRESHOLDING, International journal of adaptive control and signal processing, 12(5), 1998, pp. 407-416
Citations number
18
Categorie Soggetti
Robotics & Automatic Control","Robotics & Automatic Control","Engineering, Eletrical & Electronic
ISSN journal
08906327
Volume
12
Issue
5
Year of publication
1998
Pages
407 - 416
Database
ISI
SICI code
0890-6327(1998)12:5<407:AFEMBO>2.0.ZU;2-V
Abstract
A standard approach for estimating the frequency function of a linear dynamical system is to use spectral estimation. Traditionally, this is done by smoothing the noisy frequency data using linear filters. The method has proved to be successful in most cases and is widely used. H owever, if the frequency response has fine details appearing only loca lly in frequency, the loss of resolution caused by smoothing might res ult in unacceptable errors. In this paper, a different method for freq uency response estimation is suggested. The method utilizes recently p roposed wavelet-based denoising schemes combined with traditional smoo thing techniques. The wavelet transform is applied in the frequency do main in order to provide a suitable frequency window. Tested through s imulations, this approach provides an alternative when traditional met hods fail. (C) 1998 John Wiley & Sons, Ltd.