Optimization of signal denoising in discrete wavelet transform

Citation
L. Pasti et al., Optimization of signal denoising in discrete wavelet transform, CHEM INTELL, 48(1), 1999, pp. 21-34
Citations number
20
Categorie Soggetti
Spectroscopy /Instrumentation/Analytical Sciences
Journal title
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
ISSN journal
01697439 → ACNP
Volume
48
Issue
1
Year of publication
1999
Pages
21 - 34
Database
ISI
SICI code
0169-7439(19990614)48:1<21:OOSDID>2.0.ZU;2-0
Abstract
A method to optimize the parameters used in signal denoising in the wavelet domain is presented. The method, which is based on cross-validation (CV) p rocedure, permits to select the best decomposition level and the best wavel et filter function to denoise a signal in the discrete wavelet domain. The procedure was validated by using computer generated signals to which white noise was added. Signals having different features and a range of signal to noise ratios were explored. The method was shown to give reliable results for all cases studied. The proposed method was applied to experimental grav itation field flow fractionation records, and the results were compared wit h classical low pass filtering in the Fourier domain. (C) 1999 Elsevier Sci ence B.V. All rights reserved.