Direct orthogonal signal correction

Citation
Ja. Westerhuis et al., Direct orthogonal signal correction, CHEM INTELL, 56(1), 2001, pp. 13-25
Citations number
6
Categorie Soggetti
Spectroscopy /Instrumentation/Analytical Sciences
Journal title
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS
ISSN journal
01697439 → ACNP
Volume
56
Issue
1
Year of publication
2001
Pages
13 - 25
Database
ISI
SICI code
0169-7439(20010416)56:1<13:DOSC>2.0.ZU;2-7
Abstract
In the present paper the concept of orthogonal signal correction (OSC) as a spectral preprocessing method is discussed and a number of OSC algorithms that have appeared are compared from a theoretical viewpoint. Since all of these algorithms had some problems concerning the orthogonality towards Y, non-optimal amount of variance removed from X, or a non-attainable solution , a new direct OSC algorithm (DOSC) is introduced. DOSC was originally deve loped as a direct method solely based on least squares steps that h;td none of the problems mentioned above. The first practical results with the new method, however, were not encouraging due to the complete orthogonality con straint. If this orthogonality constraint is loosened, the method improves considerably and simplifies the calibration model for the prediction of Y. (C) 2001 Elsevier Science B.V. All rights reserved.