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Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor
In this study, the ability of the Capillary-attached conductive gas sensor (CGS) in real-time gas identification was investigated. The structure of the prototype fabricated CGS is presented. Portions were selected from the beginning of the CGS transient response including the first 11 samples to the...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Molecular Diversity Preservation International (MDPI)
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3247711/ https://www.ncbi.nlm.nih.gov/pubmed/22219666 http://dx.doi.org/10.3390/s100605359 |
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author | Bahraminejad, Behzad Basri, Shahnor Isa, Maryam Hambli, Zarida |
author_facet | Bahraminejad, Behzad Basri, Shahnor Isa, Maryam Hambli, Zarida |
author_sort | Bahraminejad, Behzad |
collection | PubMed |
description | In this study, the ability of the Capillary-attached conductive gas sensor (CGS) in real-time gas identification was investigated. The structure of the prototype fabricated CGS is presented. Portions were selected from the beginning of the CGS transient response including the first 11 samples to the first 100 samples. Different feature extraction and classification methods were applied on the selected portions. Validation of methods was evaluated to study the ability of an early portion of the CGS transient response in target gas (TG) identification. Experimental results proved that applying extracted features from an early part of the CGS transient response along with a classifier can distinguish short-chain alcohols from each other perfectly. Decreasing time of exposition in the interaction between target gas and sensing element improved the reliability of the sensor. Classification rate was also improved and time of identification was decreased. Moreover, the results indicated the optimum interval of the early transient response of the CGS for selecting portions to achieve the best classification rates. |
format | Online Article Text |
id | pubmed-3247711 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Molecular Diversity Preservation International (MDPI) |
record_format | MEDLINE/PubMed |
spelling | pubmed-32477112012-01-04 Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor Bahraminejad, Behzad Basri, Shahnor Isa, Maryam Hambli, Zarida Sensors (Basel) Article In this study, the ability of the Capillary-attached conductive gas sensor (CGS) in real-time gas identification was investigated. The structure of the prototype fabricated CGS is presented. Portions were selected from the beginning of the CGS transient response including the first 11 samples to the first 100 samples. Different feature extraction and classification methods were applied on the selected portions. Validation of methods was evaluated to study the ability of an early portion of the CGS transient response in target gas (TG) identification. Experimental results proved that applying extracted features from an early part of the CGS transient response along with a classifier can distinguish short-chain alcohols from each other perfectly. Decreasing time of exposition in the interaction between target gas and sensing element improved the reliability of the sensor. Classification rate was also improved and time of identification was decreased. Moreover, the results indicated the optimum interval of the early transient response of the CGS for selecting portions to achieve the best classification rates. Molecular Diversity Preservation International (MDPI) 2010-05-28 /pmc/articles/PMC3247711/ /pubmed/22219666 http://dx.doi.org/10.3390/s100605359 Text en © 2010 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 license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Bahraminejad, Behzad Basri, Shahnor Isa, Maryam Hambli, Zarida Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor |
title | Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor |
title_full | Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor |
title_fullStr | Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor |
title_full_unstemmed | Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor |
title_short | Real-Time Gas Identification by Analyzing the Transient Response of Capillary-Attached Conductive Gas Sensor |
title_sort | real-time gas identification by analyzing the transient response of capillary-attached conductive gas sensor |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3247711/ https://www.ncbi.nlm.nih.gov/pubmed/22219666 http://dx.doi.org/10.3390/s100605359 |
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