ENZYMATIC BROWNING OF VEGETABLES - CALIBRATION AND ANALYSIS OF VARIANCE BY MULTIWAY METHODS

Authors
Citation
R. Bro et H. Heimdal, ENZYMATIC BROWNING OF VEGETABLES - CALIBRATION AND ANALYSIS OF VARIANCE BY MULTIWAY METHODS, Chemometrics and intelligent laboratory systems, 34(1), 1996, pp. 85-102
Citations number
36
Categorie Soggetti
Computer Application, Chemistry & Engineering","Instument & Instrumentation","Chemistry Analytical","Computer Science Artificial Intelligence","Robotics & Automatic Control
ISSN journal
01697439
Volume
34
Issue
1
Year of publication
1996
Pages
85 - 102
Database
ISI
SICI code
0169-7439(1996)34:1<85:EBOV-C>2.0.ZU;2-S
Abstract
This paper describes the chemometrical aspects of an investigation of the enzymatic browning of vegetables. Enzymatic browning is caused by polyphenol oxidase, PPO. Kinetic UV/VIS spectra and experimental desig n variables of PPO incubated samples are used for predicting enzymatic activity and substrate consumption. The mathematical models used are multiway PLS (N-PLS) and fiveway PARAFAC, Both methods are available f rom Internet in MATLAB code. Throughout the results of the multiway me thods are compared to competing methods (PLS, PCR, Tucker, feedforward neural networks, locally weighted regression, ANOVA and others). The result of the investigation is, that the multiway methods have clear a dvantages with respect to predictions and interpretability, both mathe matically and technologically.