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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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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. |
format | Online Article Text |
id | pubmed-7570594 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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