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Nanosheet-type tin oxide gas sensor array for mental stress monitoring

Mental stress management has become significantly important because excessive and sustained mental stress can damage human health. In recent years, various biomarkers associated with mental stress have been identified. One such biomarker is allyl mercaptan. A nanosheet-type tin oxide exhibited high...

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Autores principales: Choi, Pil Gyu, Masuda, Yoshitake
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9411192/
https://www.ncbi.nlm.nih.gov/pubmed/36008450
http://dx.doi.org/10.1038/s41598-022-18117-8
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author Choi, Pil Gyu
Masuda, Yoshitake
author_facet Choi, Pil Gyu
Masuda, Yoshitake
author_sort Choi, Pil Gyu
collection PubMed
description Mental stress management has become significantly important because excessive and sustained mental stress can damage human health. In recent years, various biomarkers associated with mental stress have been identified. One such biomarker is allyl mercaptan. A nanosheet-type tin oxide exhibited high gas selectivity for allyl mercaptan; thus, in this study, a sensor array comprising nanosheet-type tin oxide gas sensors was fabricated to detecting allyl mercaptan. Supervised learning algorithms were use to build gas classification models based on the principal component analysis of the sensor signal responses from the sensor array. The comprehensive data provided by the classification models can be used to forecast allyl mercaptan with high accuracy.
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spelling pubmed-94111922022-08-27 Nanosheet-type tin oxide gas sensor array for mental stress monitoring Choi, Pil Gyu Masuda, Yoshitake Sci Rep Article Mental stress management has become significantly important because excessive and sustained mental stress can damage human health. In recent years, various biomarkers associated with mental stress have been identified. One such biomarker is allyl mercaptan. A nanosheet-type tin oxide exhibited high gas selectivity for allyl mercaptan; thus, in this study, a sensor array comprising nanosheet-type tin oxide gas sensors was fabricated to detecting allyl mercaptan. Supervised learning algorithms were use to build gas classification models based on the principal component analysis of the sensor signal responses from the sensor array. The comprehensive data provided by the classification models can be used to forecast allyl mercaptan with high accuracy. Nature Publishing Group UK 2022-08-25 /pmc/articles/PMC9411192/ /pubmed/36008450 http://dx.doi.org/10.1038/s41598-022-18117-8 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Choi, Pil Gyu
Masuda, Yoshitake
Nanosheet-type tin oxide gas sensor array for mental stress monitoring
title Nanosheet-type tin oxide gas sensor array for mental stress monitoring
title_full Nanosheet-type tin oxide gas sensor array for mental stress monitoring
title_fullStr Nanosheet-type tin oxide gas sensor array for mental stress monitoring
title_full_unstemmed Nanosheet-type tin oxide gas sensor array for mental stress monitoring
title_short Nanosheet-type tin oxide gas sensor array for mental stress monitoring
title_sort nanosheet-type tin oxide gas sensor array for mental stress monitoring
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9411192/
https://www.ncbi.nlm.nih.gov/pubmed/36008450
http://dx.doi.org/10.1038/s41598-022-18117-8
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