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Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose

This article discusses the use of a handheld electronic nose to obtain information on the presence of some aromatic defects in natural cork stoppers, such as haloanisoles, alkylmethoxypyrazines, and ketones. Typical concentrations of these compounds (from 5 to 120 ng in the cork samples) have been m...

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Autores principales: Santos, José Pedro, Sayago, Isabel, Sanjurjo, José Luis, Perez-Coello, María Soledad, Díaz-Maroto, María Consuelo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269270/
https://www.ncbi.nlm.nih.gov/pubmed/35808179
http://dx.doi.org/10.3390/s22134687
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author Santos, José Pedro
Sayago, Isabel
Sanjurjo, José Luis
Perez-Coello, María Soledad
Díaz-Maroto, María Consuelo
author_facet Santos, José Pedro
Sayago, Isabel
Sanjurjo, José Luis
Perez-Coello, María Soledad
Díaz-Maroto, María Consuelo
author_sort Santos, José Pedro
collection PubMed
description This article discusses the use of a handheld electronic nose to obtain information on the presence of some aromatic defects in natural cork stoppers, such as haloanisoles, alkylmethoxypyrazines, and ketones. Typical concentrations of these compounds (from 5 to 120 ng in the cork samples) have been measured. Two electronic nose prototypes have been developed as an instrumentation system comprise of eight commercial gas sensors to perform two sets of experiments. In the first experiment, a quantitative approach was used whist in the second experiment a qualitative one was used. Machine learning algorithms such as k-nearest neighbors and artificial neural networks have been used in order to test the performance of the system to detect cork defects. The use of this system tries to improve the current aromatic defect detection process in the cork stopper industry, which is done by gas chromatography or human test panels. We found this electronic nose to have near 100 % accuracy in the detection of these defects.
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spelling pubmed-92692702022-07-09 Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose Santos, José Pedro Sayago, Isabel Sanjurjo, José Luis Perez-Coello, María Soledad Díaz-Maroto, María Consuelo Sensors (Basel) Article This article discusses the use of a handheld electronic nose to obtain information on the presence of some aromatic defects in natural cork stoppers, such as haloanisoles, alkylmethoxypyrazines, and ketones. Typical concentrations of these compounds (from 5 to 120 ng in the cork samples) have been measured. Two electronic nose prototypes have been developed as an instrumentation system comprise of eight commercial gas sensors to perform two sets of experiments. In the first experiment, a quantitative approach was used whist in the second experiment a qualitative one was used. Machine learning algorithms such as k-nearest neighbors and artificial neural networks have been used in order to test the performance of the system to detect cork defects. The use of this system tries to improve the current aromatic defect detection process in the cork stopper industry, which is done by gas chromatography or human test panels. We found this electronic nose to have near 100 % accuracy in the detection of these defects. MDPI 2022-06-21 /pmc/articles/PMC9269270/ /pubmed/35808179 http://dx.doi.org/10.3390/s22134687 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Santos, José Pedro
Sayago, Isabel
Sanjurjo, José Luis
Perez-Coello, María Soledad
Díaz-Maroto, María Consuelo
Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose
title Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose
title_full Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose
title_fullStr Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose
title_full_unstemmed Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose
title_short Rapid and Non-Destructive Analysis of Corky Off-Flavors in Natural Cork Stoppers by a Wireless and Portable Electronic Nose
title_sort rapid and non-destructive analysis of corky off-flavors in natural cork stoppers by a wireless and portable electronic nose
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9269270/
https://www.ncbi.nlm.nih.gov/pubmed/35808179
http://dx.doi.org/10.3390/s22134687
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