NIR and MIR spectroscopy for quick detection of the adulteration of cocoa content in chocolates
•NIR and MIR are reliable tools for detecting cocoa solids content in chocolates.•PLS models developed showed excellent predictability and generalization.•The applied techniques highlighted commercial samples possibly adulterated. The Near (NIR) and Mid (MIR) Infrared Spectroscopy associated with ch...
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Veröffentlicht in: | Food chemistry 2021-07, Vol.349, p.129095-129095, Article 129095 |
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Sprache: | eng |
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Zusammenfassung: | •NIR and MIR are reliable tools for detecting cocoa solids content in chocolates.•PLS models developed showed excellent predictability and generalization.•The applied techniques highlighted commercial samples possibly adulterated.
The Near (NIR) and Mid (MIR) Infrared Spectroscopy associated with chemometric techniques were used to determine the cocoa solids content in chocolates and detect possible adulterations. Five chocolate formulations (30% to 90%) were produced with different cocoa solids concentrations and 110 commercial samples from 10 different countries with varying concentrations of cocoa solids (30% to 88%) were acquired. All repetions of the produced and commercial chocolates were evaluated using NIR and MIR. Spectroscopic data were submitted to multivariate techniques of Principal Component Analysis (PCA) and Partial Least Squares Regression (PLS). For both spectroscopy techniques, the PCA of the 5 formulations formed 5 distinct groups regarding the cocoa solids and the commercial samples showed a behavior pattern similar to the produced samples. For PLS, the regression equations showed high predictive capacity, with correlation coefficients above 90 and RMSECV values of 0.70 and 1.22, for NIR and MIR, respectively. These models highlighted, approximately, 14% of the commercial samples as possible adulterated products. |
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ISSN: | 0308-8146 1873-7072 |
DOI: | 10.1016/j.foodchem.2021.129095 |