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Published on: September 2, 2020
Spectralprint techniques coupled with chemometric tools for vinegar classifications.
Vinícius Avanzi Barbosa Mascareli1, Diego Galvan2, Jelmir Craveiro de Andrade3
1Department of Food Science and Technology, State University of Londrina (UEL), Londrina, PR 86.057-970, Brazil.
This study classified vinegar using spectral techniques and chemometrics. Proton nuclear magnetic resonance (NMR) with partial least squares-discriminant analysis (PLS-DA) achieved the highest accuracy in classifying vinegar by raw material, aging, and cultivation method.
Area of Science:
- Analytical Chemistry
- Food Science
- Chemometrics
Background:
- Vinegar is a widely used product with applications in food preservation, cooking, healthcare, and cleaning.
- Accurate classification of vinegar is crucial for quality control and authenticity verification.
- Traditional classification methods may not fully capture the complex variations in vinegar composition.
Purpose of the Study:
- To classify 80 vinegar samples based on raw material, aging time, and agronomic cultivation method using spectralprint techniques and chemometrics.
- To evaluate the performance of different spectral techniques (NMR, FT-IR, NIR, UV-vis) coupled with chemometric methods (ComDim, PLS-DA) for vinegar classification.
- To determine the most effective spectral technique for distinguishing vinegar based on its origin and production parameters.
Main Methods:
- Acquisition of spectral datasets using proton nuclear magnetic resonance (¹H NMR), Fourier transform mid-infrared (FT-IR), near-infrared (NIR), and ultraviolet-visible (UV-vis) spectroscopy.
- Application of chemometric methods, including common dimension (ComDim) and partial least squares-discriminant analysis (PLS-DA), for data analysis and classification.
- Classification of vinegar samples based on raw material, aging time, and agronomic cultivation method.
Main Results:
- Proton nuclear magnetic resonance (¹H NMR) combined with partial least squares-discriminant analysis (PLS-DA) demonstrated the highest prediction performance, achieving accuracy rates between 92.3% and 100%.
- Fourier transform mid-infrared (FT-IR) and ultraviolet-visible (UV-vis) spectroscopy showed good performance, with accuracy ranging from 80.8% to 96.0%.
- Near-infrared (NIR) spectroscopy yielded classification accuracies between 69.2% and 84.0%.
- Classification based on the agronomic cultivation method was found to be more complex than classification by aging time or raw material.
Conclusions:
- Spectralprint techniques, particularly ¹H NMR with PLS-DA, are effective tools for the accurate classification of vinegar.
- The study successfully demonstrated the potential of these spectroscopic and chemometric methods for quality control and authentication of vinegar products.
- Agronomic factors present a significant challenge in vinegar classification, highlighting the need for advanced analytical approaches.
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