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Published on: November 8, 2019
Solvent-based mid-infrared spectroscopy paired with modern machine learning approaches for saffron authentication.
Hadi Parastar1, Linus Busse2, Andreas Wolf3
1Department of Chemistry, Sharif University of Technology, P.O. Box 11155-9516, Tehran, Iran.
This study uses solvent mid-infrared (MIR) spectroscopy and machine learning to accurately determine saffron
Area of Science:
- Analytical Chemistry
- Chemometrics
- Spectroscopy
Background:
- Saffron quality and authenticity are critical for its market value.
- Traditional methods for saffron analysis can be time-consuming and labor-intensive.
- Need for rapid, reliable, and non-destructive analytical techniques.
Purpose of the Study:
- To develop and validate a solvent-based mid-infrared (MIR) spectroscopy method for saffron quality control.
- To discriminate geographical origin of saffron samples.
- To detect adulteration of saffron with common plant-based adulterants.
Main Methods:
- Analysis of 111 authentic saffron samples from six Iranian regions using a MIRA analyzer.
- Solvent extraction protocol optimized using Design of Experiments (DOE).
- Application of chemometric techniques: Principal Component Analysis (PCA), Partial Least Squares-Discriminant Analysis (PLS-DA), Random Subspace Discriminant Ensemble (RSDE), and Data-driven Soft Independent Modeling of Class Analogy (DD-SIMCA).
Main Results:
- Geographical origin discrimination achieved 93.0% accuracy with PLS-DA and 95.5% with RSDE.
- 100% sensitivity and specificity in differentiating authentic from adulterated saffron using DD-SIMCA.
- RSDE identified adulterant types and levels with >94.0% accuracy, outperforming PLS-DA (>90.0%).
Conclusions:
- Solvent-based MIR spectroscopy combined with chemometrics is a powerful tool for saffron quality and authenticity control.
- The developed method offers high accuracy for geographical discrimination and adulteration detection.
- This approach shows potential for point-of-need saffron analysis.
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