The fast wavelet transform on compact intervals as a tool in chemometrics II. Boundary effects, denoising and compression

Citation
U. Depczynski et al., The fast wavelet transform on compact intervals as a tool in chemometrics II. Boundary effects, denoising and compression, CHEM INTELL, 49(2), 1999, pp. 151-161
Citations number
23
Categorie Soggetti
Spectroscopy /Instrumentation/Analytical Sciences
Journal title
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
ISSN journal
01697439 → ACNP
Volume
49
Issue
2
Year of publication
1999
Pages
151 - 161
Database
ISI
SICI code
0169-7439(19991018)49:2<151:TFWTOC>2.0.ZU;2-A
Abstract
This paper addresses a commonly observed problem with applying wavelet tran sforms (WT) to signals from laboratory measurements. These are the boundary effects which occur when analyzing finitely supported signals. The usual m ethods of how to avoid these kind of artefacts are discussed, and a solutio n to the problem is suggested by applying so-called Sturm-Liouville wavelet s (due to one of the present authors). We demonstrate that this type of wav elet can be used for signal denoising with a minimal loss of energy, a prop erty which is well known to classical wavelets; this property also finds ap plications to data compression. All discussed methods are tested on data or iginating from NIR-spectrometric measurements. (C) 1999 Elsevier Science B. V. All rights reserved.