Confirmation of brand identity of a Trappist beer by mid-infrared spectroscopy coupled with multivariate data analysis
Name:
Publisher version
View Source
Access full-text PDFOpen Access
View Source
Check access options
Check access options
Keyword
authenticityFourier-transform infrared spectroscopy
extended canonical variates analysis
Robust principal component analysis
Date
2012
Metadata
Show full item recordStatistics
Display Item StatisticsCitation
Engel, J.; Blanchet, L.; Buydens, L. M. C.; Downey, G. Confirmation of brand identity of a Trappist beer by mid-infrared spectroscopy coupled with multivariate data analysis. Talanta, 2011, 99, 426-432. DOI:10.1016/j.talanta.2012.06.005Abstract
Authentication of foods is of importance both to consumers and producers for e.g. confidence in label descriptions and brand protection respectively. The authentication of beers has received limited attention and in most cases only small data sets were analysed. In this study, Fourier-transform infrared attenuated total reflectance (FT-IR ATR) spectroscopy was applied to a set of 267 beers (53 different brands) to confirm claimed identity for samples of a single beer brand based on their spectral profiles. Skewness-adjusted robust principal component analysis (ROBPCA) was deployed to detect outliers in the data. Subsequently, extended canonical variates analysis (ECVA) was used to reduce the dimensionality of the data while simultaneously achieving maximum class separation. Finally, the reduced data were used as inputs to various linear and non-linear classifiers. Work focused on the specific identification of Rochefort 8º (a Trappist beer) and both direct and indirect (using an hierarchical approach) identification strategies were studied. For the classification problems Rochefort versus non-Rochefort, Rochefort 8º versus non-Rochefort 8º and Rochefort 8º versus Rochefort 6º and 10º, correct prediction abilities of 93.8%, 93.3% and 97.3% respectively were achieved.Funder
European Unionae974a485f413a2113503eed53cd6c53
http://dx.doi.org/10.1016/j.talanta.2012.06.005