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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...

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Autores principales: Bahraminejad, Behzad, Basri, Shahnor, Isa, Maryam, Hambli, Zarida
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2010
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.
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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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