SLEad: Electronic Tongue Data Analysis System

Detalhes bibliográficos
Autor(a) principal: Bergamo, Bruno Barreto
Data de Publicação: 2008
Outros Autores: Garcia, Rogério Eduardo, Giacometti, José Alberto
Tipo de documento: Artigo
Idioma: eng
Título da fonte: INFOCOMP: Jornal de Ciência da Computação
Texto Completo: https://infocomp.dcc.ufla.br/index.php/infocomp/article/view/208
Resumo: It was developed an “electronic tongue” – Electronic Tongue System (ETS), in Portuguese Sistema de Língua Eletrônica (SLE) –, instrument employing an array of capacitive sensors. Experimental data collected from several sensors are analyzed by Principal Component Analysis (PCA) and Artificial Neural Networks (ANN) techniques using different tools that support each technique separately. This work aims mainly to describe a software tool to perform the data acquisition and the computational tasks involved in data analysis. Software modules were implemented for the PCA and ANN analysis and they were integrated to the SLE instrument. Results obtained here are compared to the ones obtained using other tools, such as WEKA and MatLab, in order to validate the software developed by us.
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spelling SLEad: Electronic Tongue Data Analysis SystemData AnalysisPattern RecognitionArtificial Neural NetworksPrincipal Component Anal- ysis and Electronic TongueIt was developed an “electronic tongue” – Electronic Tongue System (ETS), in Portuguese Sistema de Língua Eletrônica (SLE) –, instrument employing an array of capacitive sensors. Experimental data collected from several sensors are analyzed by Principal Component Analysis (PCA) and Artificial Neural Networks (ANN) techniques using different tools that support each technique separately. This work aims mainly to describe a software tool to perform the data acquisition and the computational tasks involved in data analysis. Software modules were implemented for the PCA and ANN analysis and they were integrated to the SLE instrument. Results obtained here are compared to the ones obtained using other tools, such as WEKA and MatLab, in order to validate the software developed by us.Editora da UFLA2008-03-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://infocomp.dcc.ufla.br/index.php/infocomp/article/view/208INFOCOMP Journal of Computer Science; Vol. 7 No. 1 (2008): March, 2008; 69-781982-33631807-4545reponame:INFOCOMP: Jornal de Ciência da Computaçãoinstname:Universidade Federal de Lavras (UFLA)instacron:UFLAenghttps://infocomp.dcc.ufla.br/index.php/infocomp/article/view/208/193Copyright (c) 2016 INFOCOMP Journal of Computer Scienceinfo:eu-repo/semantics/openAccessBergamo, Bruno BarretoGarcia, Rogério EduardoGiacometti, José Alberto2015-06-27T23:26:40Zoai:infocomp.dcc.ufla.br:article/208Revistahttps://infocomp.dcc.ufla.br/index.php/infocompPUBhttps://infocomp.dcc.ufla.br/index.php/infocomp/oaiinfocomp@dcc.ufla.br||apfreire@dcc.ufla.br1982-33631807-4545opendoar:2024-05-21T19:54:24.565264INFOCOMP: Jornal de Ciência da Computação - Universidade Federal de Lavras (UFLA)true
dc.title.none.fl_str_mv SLEad: Electronic Tongue Data Analysis System
title SLEad: Electronic Tongue Data Analysis System
spellingShingle SLEad: Electronic Tongue Data Analysis System
Bergamo, Bruno Barreto
Data Analysis
Pattern Recognition
Artificial Neural Networks
Principal Component Anal- ysis and Electronic Tongue
title_short SLEad: Electronic Tongue Data Analysis System
title_full SLEad: Electronic Tongue Data Analysis System
title_fullStr SLEad: Electronic Tongue Data Analysis System
title_full_unstemmed SLEad: Electronic Tongue Data Analysis System
title_sort SLEad: Electronic Tongue Data Analysis System
author Bergamo, Bruno Barreto
author_facet Bergamo, Bruno Barreto
Garcia, Rogério Eduardo
Giacometti, José Alberto
author_role author
author2 Garcia, Rogério Eduardo
Giacometti, José Alberto
author2_role author
author
dc.contributor.author.fl_str_mv Bergamo, Bruno Barreto
Garcia, Rogério Eduardo
Giacometti, José Alberto
dc.subject.por.fl_str_mv Data Analysis
Pattern Recognition
Artificial Neural Networks
Principal Component Anal- ysis and Electronic Tongue
topic Data Analysis
Pattern Recognition
Artificial Neural Networks
Principal Component Anal- ysis and Electronic Tongue
description It was developed an “electronic tongue” – Electronic Tongue System (ETS), in Portuguese Sistema de Língua Eletrônica (SLE) –, instrument employing an array of capacitive sensors. Experimental data collected from several sensors are analyzed by Principal Component Analysis (PCA) and Artificial Neural Networks (ANN) techniques using different tools that support each technique separately. This work aims mainly to describe a software tool to perform the data acquisition and the computational tasks involved in data analysis. Software modules were implemented for the PCA and ANN analysis and they were integrated to the SLE instrument. Results obtained here are compared to the ones obtained using other tools, such as WEKA and MatLab, in order to validate the software developed by us.
publishDate 2008
dc.date.none.fl_str_mv 2008-03-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://infocomp.dcc.ufla.br/index.php/infocomp/article/view/208
url https://infocomp.dcc.ufla.br/index.php/infocomp/article/view/208
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://infocomp.dcc.ufla.br/index.php/infocomp/article/view/208/193
dc.rights.driver.fl_str_mv Copyright (c) 2016 INFOCOMP Journal of Computer Science
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2016 INFOCOMP Journal of Computer Science
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Editora da UFLA
publisher.none.fl_str_mv Editora da UFLA
dc.source.none.fl_str_mv INFOCOMP Journal of Computer Science; Vol. 7 No. 1 (2008): March, 2008; 69-78
1982-3363
1807-4545
reponame:INFOCOMP: Jornal de Ciência da Computação
instname:Universidade Federal de Lavras (UFLA)
instacron:UFLA
instname_str Universidade Federal de Lavras (UFLA)
instacron_str UFLA
institution UFLA
reponame_str INFOCOMP: Jornal de Ciência da Computação
collection INFOCOMP: Jornal de Ciência da Computação
repository.name.fl_str_mv INFOCOMP: Jornal de Ciência da Computação - Universidade Federal de Lavras (UFLA)
repository.mail.fl_str_mv infocomp@dcc.ufla.br||apfreire@dcc.ufla.br
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