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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...

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Detalles Bibliográficos
Autores principales: Wu, Zhiyuan, Wang, Hang, Wang, Xiping, Zheng, Hunlong, Chen, Zhiming, Meng, Chun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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.
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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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