Pedro A. M. K., Ferreira M. M. C., "Simultaneously Calibrating Solids,
Sugars and Acidity of Tomato Products Using PLS2 and NIR Spectroscopy",
Anal.
Chim. Acta, 595(1-2), 221-227 (Jul 2007).
[Article]
Abstract.
In this work, the development of a robust spectroscopic procedure for
determining, simultaneously and non-destructively, relevant quality parameters
of processed tomato products (total and soluble solids, total acidity,
total sugars, glucose and fructose), is described. Samples of tomato concentrate
products with total solids content ranging from 6.9 to 35.9% were collected
from Latin America, the US and Europe and NIR spectra were acquired in
the 4000–10,000 cm-1 region. The original
spectra were pre-processed by mean-smoothing or by Fourier filter, followed
by multiplicative signal correction (MSC) or derivatives. Partial least
squares (PLS2 and PLS1) models were built and their predictive abilities
were compared through the RMSEP of external validation. The PLS2 regression
had better predictive abilities for four out of the six properties under
study, namely total solids, total sugars, glucose and fructose. Besides,
the model was less complex than the PLS1 models in the sense that only
four factors were demanded whilst from 4 to 11 factors were necessary for
building the PLS1 models. The standard error of prediction (SEP%) of the
PLS2 model for each property was: total solids, 2.67; soluble solids, 1.14;
total acidity, 9.60; total sugar, 18.69; glucose, 11.60; and fructose,
13.45.
Keywords.
Fourier Filter; Multivariate Calibration; Tomato Quality; Pre-processing;
Convolution Function.
Keywords Plus.