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Raman Spectroscopy Coupled With Chemometric Techniques for Authenticity Assessment of Camel Milk Powder
Omar Ait El Alia1, Abdennacer El Mrabet2, Soumaya Boukrouh3
1Higher School of Technology, Sultan Moulay Slimane University, Laboratory of the Engineering and Applied Technologies, Pb 591 M'Ghila, Béni Mellal, Morocco.
Raman spectroscopy combined with chemometric analysis effectively detects cow milk powder adulteration in camel milk powder. This reliable method ensures product authenticity and quality for consumers.
Area of Science:
- Analytical Chemistry
- Spectroscopy
- Chemometrics
Background:
- Camel milk powder adulteration with cow milk powder is a growing concern impacting nutritional value and consumer trust.
- Authenticity verification is crucial due to the increasing demand for camel milk in specialized health markets.
Purpose of the Study:
- To investigate the efficacy of Raman spectroscopy coupled with chemometric techniques for detecting and quantifying cow milk powder adulteration in camel milk powder.
- To establish a robust analytical framework for ensuring the integrity of camel milk powder.
Main Methods:
- Raman spectroscopy was employed to analyze camel milk powder adulterated with cow milk powder at concentrations ranging from 0% to 50%.
- Principal Component Analysis (PCA) was used for dimensionality reduction, followed by Partial Least Squares Regression (PLSR) modeling.
- Spectral data underwent various pretreatments, including raw, Savitzky-Golay, and gap derivative, with Interval PLS (IPLS) applied for enhanced variable selection.
Main Results:
- PCA effectively captured 99.6% of spectral variance, indicating efficient data compression.
- Initial PLSR models demonstrated strong predictive capabilities (R2cv = 95.93%), significantly improved by spectral pretreatments.
- Near-perfect prediction accuracy was achieved using the gap derivative (R2test = 99.94%, RMSEtest = 1.10), highlighting the method's precision.
Conclusions:
- The integration of Raman spectroscopy with PCA, PLSR, and IPLS offers a precise, reliable, and robust method for detecting adulteration in camel milk powder.
- This analytical approach serves as an efficient tool for quality control in the dairy industry, ensuring the authenticity and safety of camel milk products.
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