Literature DB >> 23993631

Determination of butter adulteration with margarine using Raman spectroscopy.

Reyhan Selin Uysal1, Ismail Hakki Boyaci, Hüseyin Efe Genis, Ugur Tamer.   

Abstract

In this study, adulteration of butter with margarine was analysed using Raman spectroscopy combined with chemometric methods (principal component analysis (PCA), principal component regression (PCR), partial least squares (PLS)) and artificial neural networks (ANNs). Different butter and margarine samples were mixed at various concentrations ranging from 0% to 100% w/w. PCA analysis was applied for the classification of butters, margarines and mixtures. PCR, PLS and ANN were used for the detection of adulteration ratios of butter. Models were created using a calibration data set and developed models were evaluated using a validation data set. The coefficient of determination (R(2)) values between actual and predicted values obtained for PCR, PLS and ANN for the validation data set were 0.968, 0.987 and 0.978, respectively. In conclusion, a combination of Raman spectroscopy with chemometrics and ANN methods can be applied for testing butter adulteration.
Copyright © 2013 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Artificial neural networks; Butter adulteration; Chemometrics; Margarine; Raman spectroscopy

Mesh:

Substances:

Year:  2013        PMID: 23993631     DOI: 10.1016/j.foodchem.2013.06.061

Source DB:  PubMed          Journal:  Food Chem        ISSN: 0308-8146            Impact factor:   7.514


  6 in total

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  6 in total

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