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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9411192 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT choipilgyu nanosheettypetinoxidegassensorarrayformentalstressmonitoring AT masudayoshitake nanosheettypetinoxidegassensorarrayformentalstressmonitoring |