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Authenticating Raw from Reconstituted Milk Using Fourier Transform Infrared Spectroscopy and Chemometrics

Authors :
Lijuan Du
Weiying Lu
Boyan Gao
Jing Wang
Liangli (Lucy) Yu
Source :
Journal of Food Quality, Vol 2019 (2019)
Publication Year :
2019
Publisher :
Wiley, 2019.

Abstract

Fourier transform infrared (FTIR) spectroscopy combined with chemometrics was used to authenticate raw milk from their reconstituted counterparts. First, the explanatory principal component analysis (PCA) was employed to visualize the relationship between raw and reconstituted milk samples. However, the degree of separation between two sample classes was not significant according to direct observation of the scores plot, indicating FTIR spectra may contain complicated chemical information. Second, partial least-squares-discriminant analysis (PLS-DA) that incorporate additional class membership information as modelling input was further calculated. The PLS-DA scores yielded clear separation between two classes of samples. Additionally, possible components from the model loading were studied, and the PLS-DA model was validated internally under the model population analysis framework, as well as externally using an independent test set. This study gave insights into the authentication of milk using FTIR spectroscopy with chemometrics techniques.

Details

Language :
English
ISSN :
01469428 and 17454557
Volume :
2019
Database :
Directory of Open Access Journals
Journal :
Journal of Food Quality
Publication Type :
Academic Journal
Accession number :
edsdoj.38a10ed8cf47baa2140fed22db307e
Document Type :
article
Full Text :
https://doi.org/10.1155/2019/5487890