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An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines

Parmigiano Reggiano cheese is one of the most appreciated Italian foods on account of its high nutrient content and taste. Due to its high cost, these characteristics make this product subject to counterfeiting in different forms. In this study, an approach based on an array of gas sensors has been...

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Autores principales: Abbatangelo, Marco, Núñez-Carmona, Estefanía, Sberveglieri, Veronica, Zappa, Dario, Comini, Elisabetta, Sberveglieri, Giorgio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7277510/
https://www.ncbi.nlm.nih.gov/pubmed/32370241
http://dx.doi.org/10.3390/bios10050047
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author Abbatangelo, Marco
Núñez-Carmona, Estefanía
Sberveglieri, Veronica
Zappa, Dario
Comini, Elisabetta
Sberveglieri, Giorgio
author_facet Abbatangelo, Marco
Núñez-Carmona, Estefanía
Sberveglieri, Veronica
Zappa, Dario
Comini, Elisabetta
Sberveglieri, Giorgio
author_sort Abbatangelo, Marco
collection PubMed
description Parmigiano Reggiano cheese is one of the most appreciated Italian foods on account of its high nutrient content and taste. Due to its high cost, these characteristics make this product subject to counterfeiting in different forms. In this study, an approach based on an array of gas sensors has been employed to assess if it was possible to distinguish different samples based on their aroma. Samples were characterized in terms of rind percentage, seasoning, and rind working process. From the responses of the sensors, five features were extracted and the capability of these parameters to recognize target classes was tested with statistical analysis. Hence, the performance of the sensors’ array was quantified using artificial neural networks. To simplify the problem, a hierarchical approach has been used: three steps of classification were performed, and in each step one parameter of the grated cheese was identified (firstly, seasoning; secondly, rind working process; finally, rind percentage). The accuracies ranged from 88.24% to 100%.
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spelling pubmed-72775102020-06-12 An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines Abbatangelo, Marco Núñez-Carmona, Estefanía Sberveglieri, Veronica Zappa, Dario Comini, Elisabetta Sberveglieri, Giorgio Biosensors (Basel) Article Parmigiano Reggiano cheese is one of the most appreciated Italian foods on account of its high nutrient content and taste. Due to its high cost, these characteristics make this product subject to counterfeiting in different forms. In this study, an approach based on an array of gas sensors has been employed to assess if it was possible to distinguish different samples based on their aroma. Samples were characterized in terms of rind percentage, seasoning, and rind working process. From the responses of the sensors, five features were extracted and the capability of these parameters to recognize target classes was tested with statistical analysis. Hence, the performance of the sensors’ array was quantified using artificial neural networks. To simplify the problem, a hierarchical approach has been used: three steps of classification were performed, and in each step one parameter of the grated cheese was identified (firstly, seasoning; secondly, rind working process; finally, rind percentage). The accuracies ranged from 88.24% to 100%. MDPI 2020-05-02 /pmc/articles/PMC7277510/ /pubmed/32370241 http://dx.doi.org/10.3390/bios10050047 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
Abbatangelo, Marco
Núñez-Carmona, Estefanía
Sberveglieri, Veronica
Zappa, Dario
Comini, Elisabetta
Sberveglieri, Giorgio
An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines
title An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines
title_full An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines
title_fullStr An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines
title_full_unstemmed An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines
title_short An Array of MOX Sensors and ANNs to Assess Grated Parmigiano Reggiano Cheese Packs’ Compliance with CFPR Guidelines
title_sort array of mox sensors and anns to assess grated parmigiano reggiano cheese packs’ compliance with cfpr guidelines
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7277510/
https://www.ncbi.nlm.nih.gov/pubmed/32370241
http://dx.doi.org/10.3390/bios10050047
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