Detecção da alcoolemia por meio da pupilometria dinâmica

Detalhes bibliográficos
Autor(a) principal: Pinheiro, Hedenir Monteiro
Data de Publicação: 2016
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Repositório Institucional da UFG
dARK ID: ark:/38995/0013000005chj
Texto Completo: http://repositorio.bc.ufg.br/tede/handle/tede/5925
Resumo: The consumption of alcohol beverages causes disturbance to society, such as traffic accidents, problems at work and interpersonal violence. The main methods for the detection of alcohol are the use of a breathalyzer and a blood test. Such methods are, however, relatively invasive. The purpose of this work is to develop a portable device and a method capable of performing the dynamic pupillometry to verify the feasibility of detect alcohol use by means of recording pupillary movements under light stimulation. After the device creation, was recorded and collected biometric information of 49 people in sober and inebriated state, producing a database with 356 video. So were selected the most relevant pupillary features. This set of features was subjected to statistical tests and pattern recognition algorithms KNN, Ensemble KNN and SVM. The results showed that pupillometry was performed efficiently with 96% accuracy, the alcohol changes the pupillary behavior and detecting alcohol consumption is feasible when the analysis is done individually and with many videos.
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spelling Costa, Ronaldo Martins dahttp://lattes.cnpq.br/7080590204832262Costa, Ronaldo Martins daLaureano, Gustavo TeodoroMelo, Cinthia Mendonça dehttp://lattes.cnpq.br/4914418568161590Pinheiro, Hedenir Monteiro2016-08-12T15:47:03Z2016-07-01PINHEIRO, H. M. Detecção da alcoolemia por meio da pupilometria dinâmica. 2016. 100 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2016.http://repositorio.bc.ufg.br/tede/handle/tede/5925ark:/38995/0013000005chjThe consumption of alcohol beverages causes disturbance to society, such as traffic accidents, problems at work and interpersonal violence. The main methods for the detection of alcohol are the use of a breathalyzer and a blood test. Such methods are, however, relatively invasive. The purpose of this work is to develop a portable device and a method capable of performing the dynamic pupillometry to verify the feasibility of detect alcohol use by means of recording pupillary movements under light stimulation. After the device creation, was recorded and collected biometric information of 49 people in sober and inebriated state, producing a database with 356 video. So were selected the most relevant pupillary features. This set of features was subjected to statistical tests and pattern recognition algorithms KNN, Ensemble KNN and SVM. The results showed that pupillometry was performed efficiently with 96% accuracy, the alcohol changes the pupillary behavior and detecting alcohol consumption is feasible when the analysis is done individually and with many videos.O consumo de bebidas alcoólicas causa transtornos para a sociedade, tais como acidentes de trânsito, problemas no trabalho e violência interpessoal. Os principais métodos para detecção da alcoolemia são o teste com o etilômetro e o exame de sangue. Esses métodos, entretanto, são relativamente invasivos. A proposta desse trabalho é desenvolver um dispositivo portátil e uma metodologia capaz de realizar a pupilometria dinâmica para verificar a viabilidade de se diagnosticar o consumo de álcool por meio da filmagem e estimulação pupilar. Para isso, após o desenvolvimento do dispositivo, realizou-se filmagem e coleta de informações biométricas de 49 pessoas em estado sóbrio e alcoolizadas, produzindo uma base de dados com 356 vídeos. Então, foram selecionadas as características pupilares mais relevantes. Esse conjunto de características foi submetido a testes estatísticos e aos algoritmos de reconhecimento de padrões KNN, Ensemble KNN e SVM. Os resultados mostraram que a pupilometria foi realizada de maneira eficiente com 96% de acurácia, que o álcool altera o comportamento pupilar e que a detecção do consumo de álcool é viável quando a análise é feita de maneira individualizada e são realizados bastantes vídeos.Submitted by Luciana Ferreira (lucgeral@gmail.com) on 2016-08-12T15:44:11Z No. of bitstreams: 2 Dissertação - Hedenir Monteiro Pinheiro - 2016.pdf: 10629960 bytes, checksum: 8e9ad91ef8469eb04b05cd6c8017daf1 (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2016-08-12T15:47:03Z (GMT) No. of bitstreams: 2 Dissertação - Hedenir Monteiro Pinheiro - 2016.pdf: 10629960 bytes, checksum: 8e9ad91ef8469eb04b05cd6c8017daf1 (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Made available in DSpace on 2016-08-12T15:47:03Z (GMT). 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dc.title.por.fl_str_mv Detecção da alcoolemia por meio da pupilometria dinâmica
dc.title.alternative.eng.fl_str_mv Alcohol use detection by means of dynamic pupilometry
title Detecção da alcoolemia por meio da pupilometria dinâmica
spellingShingle Detecção da alcoolemia por meio da pupilometria dinâmica
Pinheiro, Hedenir Monteiro
Pupilômetro
Pupilometria
Pupila
Iris
Álcool
Álcool no sangue
Pupillometer
Pupillometry
Pupil
Iris
Alcohol
Blood alcohol detection
CIENCIA DA COMPUTACAO::METODOLOGIA E TECNICAS DA COMPUTACAO
title_short Detecção da alcoolemia por meio da pupilometria dinâmica
title_full Detecção da alcoolemia por meio da pupilometria dinâmica
title_fullStr Detecção da alcoolemia por meio da pupilometria dinâmica
title_full_unstemmed Detecção da alcoolemia por meio da pupilometria dinâmica
title_sort Detecção da alcoolemia por meio da pupilometria dinâmica
author Pinheiro, Hedenir Monteiro
author_facet Pinheiro, Hedenir Monteiro
author_role author
dc.contributor.advisor1.fl_str_mv Costa, Ronaldo Martins da
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/7080590204832262
dc.contributor.referee1.fl_str_mv Costa, Ronaldo Martins da
dc.contributor.referee2.fl_str_mv Laureano, Gustavo Teodoro
dc.contributor.referee3.fl_str_mv Melo, Cinthia Mendonça de
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/4914418568161590
dc.contributor.author.fl_str_mv Pinheiro, Hedenir Monteiro
contributor_str_mv Costa, Ronaldo Martins da
Costa, Ronaldo Martins da
Laureano, Gustavo Teodoro
Melo, Cinthia Mendonça de
dc.subject.por.fl_str_mv Pupilômetro
Pupilometria
Pupila
Iris
Álcool
Álcool no sangue
Pupillometer
topic Pupilômetro
Pupilometria
Pupila
Iris
Álcool
Álcool no sangue
Pupillometer
Pupillometry
Pupil
Iris
Alcohol
Blood alcohol detection
CIENCIA DA COMPUTACAO::METODOLOGIA E TECNICAS DA COMPUTACAO
dc.subject.eng.fl_str_mv Pupillometry
Pupil
Iris
Alcohol
Blood alcohol detection
dc.subject.cnpq.fl_str_mv CIENCIA DA COMPUTACAO::METODOLOGIA E TECNICAS DA COMPUTACAO
description The consumption of alcohol beverages causes disturbance to society, such as traffic accidents, problems at work and interpersonal violence. The main methods for the detection of alcohol are the use of a breathalyzer and a blood test. Such methods are, however, relatively invasive. The purpose of this work is to develop a portable device and a method capable of performing the dynamic pupillometry to verify the feasibility of detect alcohol use by means of recording pupillary movements under light stimulation. After the device creation, was recorded and collected biometric information of 49 people in sober and inebriated state, producing a database with 356 video. So were selected the most relevant pupillary features. This set of features was subjected to statistical tests and pattern recognition algorithms KNN, Ensemble KNN and SVM. The results showed that pupillometry was performed efficiently with 96% accuracy, the alcohol changes the pupillary behavior and detecting alcohol consumption is feasible when the analysis is done individually and with many videos.
publishDate 2016
dc.date.accessioned.fl_str_mv 2016-08-12T15:47:03Z
dc.date.issued.fl_str_mv 2016-07-01
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dc.identifier.citation.fl_str_mv PINHEIRO, H. M. Detecção da alcoolemia por meio da pupilometria dinâmica. 2016. 100 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2016.
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dc.identifier.dark.fl_str_mv ark:/38995/0013000005chj
identifier_str_mv PINHEIRO, H. M. Detecção da alcoolemia por meio da pupilometria dinâmica. 2016. 100 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2016.
ark:/38995/0013000005chj
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