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
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.