SLEad: Electronic Tongue Data Analysis System
Autor(a) principal: | |
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Data de Publicação: | 2008 |
Outros Autores: | , |
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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INFOCOMP: Jornal de Ciência da Computação |
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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 |
_version_ |
1799874740480901120 |