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Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis

Olive oil samples from three different Greek regions (Crete, Peloponnese and Lesvos) were examined by optical spectroscopy in a wide spectral region from ultraviolet to near infrared using absorption, fluorescence and Raman spectroscopies. With the aid of machine learning methods, such as multivaria...

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Autores principales: Kontzedaki, Renate, Orfanakis, Emmanouil, Sofra-Karanti, Georgia, Stamataki, Katerina, Philippidis, Aggelos, Zoumi, Aikaterini, Velegrakis, Michalis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570594/
https://www.ncbi.nlm.nih.gov/pubmed/32932640
http://dx.doi.org/10.3390/molecules25184180
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author Kontzedaki, Renate
Orfanakis, Emmanouil
Sofra-Karanti, Georgia
Stamataki, Katerina
Philippidis, Aggelos
Zoumi, Aikaterini
Velegrakis, Michalis
author_facet Kontzedaki, Renate
Orfanakis, Emmanouil
Sofra-Karanti, Georgia
Stamataki, Katerina
Philippidis, Aggelos
Zoumi, Aikaterini
Velegrakis, Michalis
author_sort Kontzedaki, Renate
collection PubMed
description Olive oil samples from three different Greek regions (Crete, Peloponnese and Lesvos) were examined by optical spectroscopy in a wide spectral region from ultraviolet to near infrared using absorption, fluorescence and Raman spectroscopies. With the aid of machine learning methods, such as multivariate partial least squares discriminant analysis, a clear classification of samples originating from the different Greek geographical regions was revealed. Moreover, samples produced in different subareas of Crete and Peloponnese were also well discriminated. Furthermore, mixtures of olive oils from different geographical origins were studied employing partial least squares as a tool to establish a model between the actual and predicted compositions of the mixtures. The results demonstrated that optical spectroscopy combined with multivariate statistical analysis can be used as an emerging innovative alternative to the classical analytical methods for the identification of the origin and authenticity of olive oils.
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spelling pubmed-75705942020-10-28 Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis Kontzedaki, Renate Orfanakis, Emmanouil Sofra-Karanti, Georgia Stamataki, Katerina Philippidis, Aggelos Zoumi, Aikaterini Velegrakis, Michalis Molecules Article Olive oil samples from three different Greek regions (Crete, Peloponnese and Lesvos) were examined by optical spectroscopy in a wide spectral region from ultraviolet to near infrared using absorption, fluorescence and Raman spectroscopies. With the aid of machine learning methods, such as multivariate partial least squares discriminant analysis, a clear classification of samples originating from the different Greek geographical regions was revealed. Moreover, samples produced in different subareas of Crete and Peloponnese were also well discriminated. Furthermore, mixtures of olive oils from different geographical origins were studied employing partial least squares as a tool to establish a model between the actual and predicted compositions of the mixtures. The results demonstrated that optical spectroscopy combined with multivariate statistical analysis can be used as an emerging innovative alternative to the classical analytical methods for the identification of the origin and authenticity of olive oils. MDPI 2020-09-12 /pmc/articles/PMC7570594/ /pubmed/32932640 http://dx.doi.org/10.3390/molecules25184180 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kontzedaki, Renate
Orfanakis, Emmanouil
Sofra-Karanti, Georgia
Stamataki, Katerina
Philippidis, Aggelos
Zoumi, Aikaterini
Velegrakis, Michalis
Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis
title Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis
title_full Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis
title_fullStr Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis
title_full_unstemmed Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis
title_short Verifying the Geographical Origin and Authenticity of Greek Olive Oils by Means of Optical Spectroscopy and Multivariate Analysis
title_sort verifying the geographical origin and authenticity of greek olive oils by means of optical spectroscopy and multivariate analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7570594/
https://www.ncbi.nlm.nih.gov/pubmed/32932640
http://dx.doi.org/10.3390/molecules25184180
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