Gg. Andersson et al., Weighted parallel factor analysis for calibration of HPLC-UV/Vis spectrometers in the presence of Beer's law deviations, CHEM INTELL, 49(2), 1999, pp. 195-213
An extension of the parallel factor analysis (PARAFAC) methodology is prese
nted to allow accurate and reliable quantitative and qualitative analysis o
f nonlinear data collected from hyphenated instrumentation. The weighted PA
RAFAC method is applied to high-performance liquid chromatography-ultraviol
et/visible (HPLC-UV/Vis) diode array spectrometry analysis. It is demonstra
ted that this method improves the quantitative errors when spectroscopic no
nlinearities from solvent-solute interactions or detector saturation are in
troduced. As much as 50% improvements in the root mean squared errors of es
timation are realized for test samples. This weighted PARAFAC algorithm imp
licitly treats nonlinear data as missing values. A method requiring no a pr
iori information is presented, that facilitates determination of the nonlin
ear regions and optimal application of the weighted PARAFAC algorithm. (C)
1999 Elsevier Science B.V. All rights reserved.