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Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids
A real-time electric nose (E-nose) with a metal oxide sensor (MOS) array was developed to monitor 5 highly flammable liquids (ethanol, tetrahydrofuran, turpentine, lacquer thinner, and gasoline) in this work. We found that temperature had a significant impact on the test results and temperature cont...
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/PMC7180552/ https://www.ncbi.nlm.nih.gov/pubmed/32218148 http://dx.doi.org/10.3390/s20071817 |
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author | Wu, Zhiyuan Wang, Hang Wang, Xiping Zheng, Hunlong Chen, Zhiming Meng, Chun |
author_facet | Wu, Zhiyuan Wang, Hang Wang, Xiping Zheng, Hunlong Chen, Zhiming Meng, Chun |
author_sort | Wu, Zhiyuan |
collection | PubMed |
description | A real-time electric nose (E-nose) with a metal oxide sensor (MOS) array was developed to monitor 5 highly flammable liquids (ethanol, tetrahydrofuran, turpentine, lacquer thinner, and gasoline) in this work. We found that temperature had a significant impact on the test results and temperature control could efficiently improve the performance of our E-nose. The results of our qualitative analysis showed that principal component analysis (PCA) could not efficiently distinguish these samples compared to a back-propagation artificial neural network (BP-ANN) which had a 100% accuracy rate on the test samples. Quantitative analysis was performed by regression analysis and the average errors were 9.1%–18.4%. In addition, through anti-interference training, the E-nose could filter out the potential false alarm caused by mosquito repellent, perfume and hair jelly. |
format | Online Article Text |
id | pubmed-7180552 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-71805522020-05-01 Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids Wu, Zhiyuan Wang, Hang Wang, Xiping Zheng, Hunlong Chen, Zhiming Meng, Chun Sensors (Basel) Article A real-time electric nose (E-nose) with a metal oxide sensor (MOS) array was developed to monitor 5 highly flammable liquids (ethanol, tetrahydrofuran, turpentine, lacquer thinner, and gasoline) in this work. We found that temperature had a significant impact on the test results and temperature control could efficiently improve the performance of our E-nose. The results of our qualitative analysis showed that principal component analysis (PCA) could not efficiently distinguish these samples compared to a back-propagation artificial neural network (BP-ANN) which had a 100% accuracy rate on the test samples. Quantitative analysis was performed by regression analysis and the average errors were 9.1%–18.4%. In addition, through anti-interference training, the E-nose could filter out the potential false alarm caused by mosquito repellent, perfume and hair jelly. MDPI 2020-03-25 /pmc/articles/PMC7180552/ /pubmed/32218148 http://dx.doi.org/10.3390/s20071817 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 Wu, Zhiyuan Wang, Hang Wang, Xiping Zheng, Hunlong Chen, Zhiming Meng, Chun Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids |
title | Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids |
title_full | Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids |
title_fullStr | Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids |
title_full_unstemmed | Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids |
title_short | Development of Electronic Nose for Qualitative and Quantitative Monitoring of Volatile Flammable Liquids |
title_sort | development of electronic nose for qualitative and quantitative monitoring of volatile flammable liquids |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7180552/ https://www.ncbi.nlm.nih.gov/pubmed/32218148 http://dx.doi.org/10.3390/s20071817 |
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