Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo

Detalhes bibliográficos
Ano de defesa: 2020
Autor(a) principal: Casanova, Pedro Trindade lattes
Orientador(a): Quadros, Fernando Luiz Ferreira de lattes
Banca de defesa: Bremm, Carolina lattes, Trindade, José Pedro Pereira da lattes, Oliveira, Leandro Bitencourt de, Pötter, Luciana
Tipo de documento: Tese
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de Santa Maria
Centro de Ciências Rurais
Programa de Pós-Graduação: Programa de Pós-Graduação em Zootecnia
Departamento: Zootecnia
País: Brasil
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: http://repositorio.ufsm.br/handle/1/21084
Resumo: The aim of this work was to evaluate the potential for substitution of traditional methodology for assessing the ingestive behavior of cattle grazing, visual observation, by the use of an electronic recorder provided with an accelerometer. For this purpose, filming, visual monitoring and use of recorder were carried out to identify acceleration patterns for cattle grazing and rumination activities, which made it possible to compare images with graphics generated by the equipment, resulting in the identification of potential for graphic interpretation surpassing the ability for visual observation. Then, an algorithm was evaluated to automate the readings of graphs, qualifying and quantifying time of grazing, rumination and other activities. To conclude the study, comparisons of methodologies (visual observation, graphs interpretation and algorithm versions) were carried out through simple linear regression analysis, seeking the level of correlation between methodologies and the potential for substitution. It was observed that correlations between methodologies were more than 90%, and accuracy of data collected by recorder able to monitor ingestive behavior of cattle grazing using equipment provided with an accelerometer. New tests to develop the algorithm can make this tool even more accurate and able to compute finer data on ingestive behavior such as number of meals, bit rate, rumination rate, among others.
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spelling 2021-06-08T18:02:03Z2021-06-08T18:02:03Z2020-03-06http://repositorio.ufsm.br/handle/1/21084The aim of this work was to evaluate the potential for substitution of traditional methodology for assessing the ingestive behavior of cattle grazing, visual observation, by the use of an electronic recorder provided with an accelerometer. For this purpose, filming, visual monitoring and use of recorder were carried out to identify acceleration patterns for cattle grazing and rumination activities, which made it possible to compare images with graphics generated by the equipment, resulting in the identification of potential for graphic interpretation surpassing the ability for visual observation. Then, an algorithm was evaluated to automate the readings of graphs, qualifying and quantifying time of grazing, rumination and other activities. To conclude the study, comparisons of methodologies (visual observation, graphs interpretation and algorithm versions) were carried out through simple linear regression analysis, seeking the level of correlation between methodologies and the potential for substitution. It was observed that correlations between methodologies were more than 90%, and accuracy of data collected by recorder able to monitor ingestive behavior of cattle grazing using equipment provided with an accelerometer. New tests to develop the algorithm can make this tool even more accurate and able to compute finer data on ingestive behavior such as number of meals, bit rate, rumination rate, among others.O objetivo desse trabalho foi avaliar o potencial de substituição da tradicional metodologia de avaliação do comportamento ingestivo de bovinos em pastejo, a observação visual, pelo uso de um registrador eletrônico provido de acelerômetro. Para isso foram realizadas filmagens, monitoramento visual e utilização do registrador na identificação de padrões de aceleração para as atividades de pastejo e ruminação de bovinos, o que possibilitou a comparação das imagens com gráficos gerados pelo equipamento, resultando na identificação do potencial de interpretação gráfica superando a capacidade de observação visual. Na sequência, foi avaliado um algoritmo para automatização das leituras dos gráficos, qualificando e quantificando o tempo de atividades de pastejo, ruminação e ócio. Para concluir o estudo, foram realizadas comparações das metodologias (observação visual, interpretação dos gráficos e versões do algoritmo) através de uma análise de regressão linear simples, buscando o nível de correlação entre as metodologias e o potencial de substituição. Foi observado que as correlações entre as metodologias passaram de 90%, além da precisão dos dados coletados pelo registrador, o que remete a capacidade de monitorar o comportamento ingestivo de bovinos em pastejo com o uso do equipamento provido de acelerômetro. Novos testes de desenvolvimento do algoritmo podem tornar essa ferramenta ainda mais precisa e capaz de computar dados mais afinados do comportamento ingestivo como número de refeições, taxa de bocado, taxa de ruminação, entre outros.porUniversidade Federal de Santa MariaCentro de Ciências RuraisPrograma de Pós-Graduação em ZootecniaUFSMBrasilZootecniaAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessInteligência artificialMonitoramentoPecuáriaTecnologiaArtificial intelligenceMonitoringLivestockTechnologyCNPQ::CIENCIAS AGRARIAS::ZOOTECNIAAvaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejoEvaluation of accelerometer in observing the ingestive behavior of grazing cattleinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisQuadros, Fernando Luiz Ferreira dehttp://lattes.cnpq.br/9202266292366562Bremm, CarolinaXXXXXXXXXXXXXXXTrindade, José Pedro Pereira daXXXXXXXXXXXXXXXXXXOliveira, Leandro Bitencourt deXXXXXXXXXXXXXXXPötter, LucianaXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXCasanova, Pedro Trindade50040000000260087f7a696-584d-4ee4-ad83-13fd04320556fc832e3c-51a8-48f8-8fc6-7a8c271cb7aec8e49eaf-bfd8-4fa5-a2d7-4d634981e0487c6a9867-adbd-4673-83f3-c5f0f6fff030a9ddb525-1508-47b5-88ae-957b8e637481ca1383e0-88bf-480e-9a99-a339d97da1d1reponame:Biblioteca Digital de Teses e Dissertações do UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSMCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; 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dc.title.por.fl_str_mv Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
dc.title.alternative.eng.fl_str_mv Evaluation of accelerometer in observing the ingestive behavior of grazing cattle
title Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
spellingShingle Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
Casanova, Pedro Trindade
Inteligência artificial
Monitoramento
Pecuária
Tecnologia
Artificial intelligence
Monitoring
Livestock
Technology
CNPQ::CIENCIAS AGRARIAS::ZOOTECNIA
title_short Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
title_full Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
title_fullStr Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
title_full_unstemmed Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
title_sort Avaliação do uso de acelerômetro na observação do comportamento ingestivo de bovinos em pastejo
author Casanova, Pedro Trindade
author_facet Casanova, Pedro Trindade
author_role author
dc.contributor.advisor1.fl_str_mv Quadros, Fernando Luiz Ferreira de
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/9202266292366562
dc.contributor.referee1.fl_str_mv Bremm, Carolina
dc.contributor.referee1Lattes.fl_str_mv XXXXXXXXXXXXXXX
dc.contributor.referee2.fl_str_mv Trindade, José Pedro Pereira da
dc.contributor.referee2Lattes.fl_str_mv XXXXXXXXXXXXXXXXXX
dc.contributor.referee3.fl_str_mv Oliveira, Leandro Bitencourt de
dc.contributor.referee3Lattes.fl_str_mv XXXXXXXXXXXXXXX
dc.contributor.referee4.fl_str_mv Pötter, Luciana
dc.contributor.referee4Lattes.fl_str_mv XXXXXXXXXXXXXXXXXX
dc.contributor.authorLattes.fl_str_mv XXXXXXXXXXXXXXXX
dc.contributor.author.fl_str_mv Casanova, Pedro Trindade
contributor_str_mv Quadros, Fernando Luiz Ferreira de
Bremm, Carolina
Trindade, José Pedro Pereira da
Oliveira, Leandro Bitencourt de
Pötter, Luciana
dc.subject.por.fl_str_mv Inteligência artificial
Monitoramento
Pecuária
Tecnologia
topic Inteligência artificial
Monitoramento
Pecuária
Tecnologia
Artificial intelligence
Monitoring
Livestock
Technology
CNPQ::CIENCIAS AGRARIAS::ZOOTECNIA
dc.subject.eng.fl_str_mv Artificial intelligence
Monitoring
Livestock
Technology
dc.subject.cnpq.fl_str_mv CNPQ::CIENCIAS AGRARIAS::ZOOTECNIA
description The aim of this work was to evaluate the potential for substitution of traditional methodology for assessing the ingestive behavior of cattle grazing, visual observation, by the use of an electronic recorder provided with an accelerometer. For this purpose, filming, visual monitoring and use of recorder were carried out to identify acceleration patterns for cattle grazing and rumination activities, which made it possible to compare images with graphics generated by the equipment, resulting in the identification of potential for graphic interpretation surpassing the ability for visual observation. Then, an algorithm was evaluated to automate the readings of graphs, qualifying and quantifying time of grazing, rumination and other activities. To conclude the study, comparisons of methodologies (visual observation, graphs interpretation and algorithm versions) were carried out through simple linear regression analysis, seeking the level of correlation between methodologies and the potential for substitution. It was observed that correlations between methodologies were more than 90%, and accuracy of data collected by recorder able to monitor ingestive behavior of cattle grazing using equipment provided with an accelerometer. New tests to develop the algorithm can make this tool even more accurate and able to compute finer data on ingestive behavior such as number of meals, bit rate, rumination rate, among others.
publishDate 2020
dc.date.issued.fl_str_mv 2020-03-06
dc.date.accessioned.fl_str_mv 2021-06-08T18:02:03Z
dc.date.available.fl_str_mv 2021-06-08T18:02:03Z
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dc.publisher.none.fl_str_mv Universidade Federal de Santa Maria
Centro de Ciências Rurais
dc.publisher.program.fl_str_mv Programa de Pós-Graduação em Zootecnia
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dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Zootecnia
publisher.none.fl_str_mv Universidade Federal de Santa Maria
Centro de Ciências Rurais
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