研究目的
To authenticate Grappa spirits and to develop a non-destructive methodology for detecting possible adulteration by less valuable spirits.
研究成果
The study successfully developed non-destructive methodologies for authenticating Grappa spirits and detecting adulteration. Multi-block strategies (SO-PLS-LDA and SO-CovSel-LDA) provided the best results, achieving 100% correct classification for adulterated samples.
研究不足
The study focuses on Grappa spirits and their adulteration with vodka, limiting its applicability to other types of spirits or adulterants. The methodologies require specific equipment and expertise in chemometrics.
1:Experimental Design and Method Selection
The study used Mid Infrared (MIR) and Near Infrared (NIR) spectroscopies combined with chemometric methods (PLS-DA, MB-PLS, SO-PLS, SO-CovSel) for authentication and characterization of Grappa spirits.
2:Sample Selection and Data Sources
Seventy-six samples of different Italian spirits, including 59 grappa and 17 other alcoholic beverages obtained by distillation of cereals or fruits, were analyzed. Additionally, 36 different grappas were adulterated with two different distilled spirits (vodka) to mimic adulterated samples.
3:List of Experimental Equipment and Materials
FT-IR Perkin Elmer 1600 Series for MIR spectroscopy, Nicolet 6700 FT-NIR for NIR spectroscopy, and cylindrical glass vials for sample preparation.
4:Experimental Procedures and Operational Workflow
Each sample was analyzed by MIR and NIR spectroscopy. For MIR, samples were placed on an ATR crystal and measured twice. For NIR, samples were poured into glass vials and measured twice. Spectra were preprocessed and analyzed using chemometric methods.
5:Data Analysis Methods
PLS-DA, MB-PLS-LDA, SO-PLS-LDA, and SO-CovSel-LDA were used for classification. Variable Importance in Projection (VIP) indices were calculated to identify significant spectral variables.
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