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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...
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/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%. |
format | Online Article Text |
id | pubmed-7277510 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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