Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas

Detalhes bibliográficos
Autor(a) principal: Lopes, Tiago Gonçalves
Data de Publicação: 2019
Tipo de documento: Dissertação
Idioma: por
Título da fonte: Manancial - Repositório Digital da UFSM
dARK ID: ark:/26339/0013000013wv1
Texto Completo: http://repositorio.ufsm.br/handle/1/17234
Resumo: Smartphones are essentially personal computers equipped with multiple sensors. One of its most popular features is determining the user's location or navigating to a desired destination, which was trivially used only in urban areas. As its expansion was accelerated, there was also an evolution in the accuracy of its GNSS modules. The concept of connected agriculture is now being explored, allowing the farmer to monitor the performance of his machines remotely, and with automatic data transmission via cellular signal. However, little is known by the manufacturers, technical information about their location systems. Therefore, the objective of this work was to evaluate the behavior of low-cost receivers equipped with conventional GNSS technology and assisted by mobile telephony (A-GNSS), in environments characteristic of agricultural areas, which offer different levels of difficulty to obtain planimetric. In order to do so, we estimated the horizontal accuracy indexes by means of static positioning, where the treatments were composed by the combination of two factors: vegetation cover (Pasture and Pinus) and five GNSS receivers (one navigation and four smartphones), constituting a total of 10 treatments, evaluated in four replications, during a period of 10 hours of collection. After the data acquisition, the effect of the treatments was verified by Kruskal-Wallis non-parametric test, where 5% significance differences were detected among at least two of the treatments for the accuracy indexes. The Kruskal-Wallis Multiple Comparisons supplementation procedure was then performed to identify which pairs of treatments differed from each other, where there were significant differences between all combinations of vegetation cover and receiver factors. The presence of Pinus (C2) vegetation cover, independent of the receiver used, provided the greatest positional errors, reducing the number of visible satellites in the horizon, and causing loss in the quality of the geometric distribution of the satellites, being the best index of accuracy in this condition, obtained by receiver R2, indicating a possible performance improvement offered by the mobile telephone operator through the A-GNSS system. The use of a single satellite constellation (GPS) signal tracking system, available only at the R3 receiver, presented the worst accuracy indices compared to multi-constellation systems (GPS + Glonass). For the environment with pasture cover (C1) the best index of accuracy was obtained by the R1 navigation receiver, which also demonstrated greater stability and experimental precision of the data throughout the collection period. In this case, the smartphones presented unstable, with high sample variability. Finally, it was found that the R2 smartphone can successfully compete with the R1 navigation receiver, and both can be used in agriculture and forestry activities that require horizontal accuracy between 3 and 10 meters.
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spelling Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolasBehavior of a GNSS hybrid system incorporated to mobile devices in obtaining planimetric surveys for agricultural purposesA-GNSSAgriculturaSmartphonesPlanimetriaAgricultureSmartphonesPlanimetryCNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLASmartphones are essentially personal computers equipped with multiple sensors. One of its most popular features is determining the user's location or navigating to a desired destination, which was trivially used only in urban areas. As its expansion was accelerated, there was also an evolution in the accuracy of its GNSS modules. The concept of connected agriculture is now being explored, allowing the farmer to monitor the performance of his machines remotely, and with automatic data transmission via cellular signal. However, little is known by the manufacturers, technical information about their location systems. Therefore, the objective of this work was to evaluate the behavior of low-cost receivers equipped with conventional GNSS technology and assisted by mobile telephony (A-GNSS), in environments characteristic of agricultural areas, which offer different levels of difficulty to obtain planimetric. In order to do so, we estimated the horizontal accuracy indexes by means of static positioning, where the treatments were composed by the combination of two factors: vegetation cover (Pasture and Pinus) and five GNSS receivers (one navigation and four smartphones), constituting a total of 10 treatments, evaluated in four replications, during a period of 10 hours of collection. After the data acquisition, the effect of the treatments was verified by Kruskal-Wallis non-parametric test, where 5% significance differences were detected among at least two of the treatments for the accuracy indexes. The Kruskal-Wallis Multiple Comparisons supplementation procedure was then performed to identify which pairs of treatments differed from each other, where there were significant differences between all combinations of vegetation cover and receiver factors. The presence of Pinus (C2) vegetation cover, independent of the receiver used, provided the greatest positional errors, reducing the number of visible satellites in the horizon, and causing loss in the quality of the geometric distribution of the satellites, being the best index of accuracy in this condition, obtained by receiver R2, indicating a possible performance improvement offered by the mobile telephone operator through the A-GNSS system. The use of a single satellite constellation (GPS) signal tracking system, available only at the R3 receiver, presented the worst accuracy indices compared to multi-constellation systems (GPS + Glonass). For the environment with pasture cover (C1) the best index of accuracy was obtained by the R1 navigation receiver, which also demonstrated greater stability and experimental precision of the data throughout the collection period. In this case, the smartphones presented unstable, with high sample variability. Finally, it was found that the R2 smartphone can successfully compete with the R1 navigation receiver, and both can be used in agriculture and forestry activities that require horizontal accuracy between 3 and 10 meters.Smartphones são essencialmente computadores pessoais equipados com vários sensores. Um de seus recursos mais populares, é a determinação da localização do usuário ou a navegação até um destino desejado, que trivialmente era utilizado somente em áreas urbanas. A medida em que sua expansão foi acelerada, também houve uma evolução na precisão de seus módulos GNSS. Atualmente, já é explorado o conceito da agricultura conectada, que permite ao produtor acompanhar o desempenho de suas máquinas remotamente, e com transmissão automática de dados via sinal de telefonia celular. No entanto, são pouco divulgadas pelos fabricantes, informações técnicas acerca de seus sistemas de localização. Logo, o objetivo do trabalho foi avaliar o comportamento de receptores de baixo custo equipados com tecnologia GNSS convencional e assistida por telefonia móvel (A-GNSS), em ambientes característicos de áreas agrícolas, que oferecem diferentes níveis de dificuldade para a obtenção de posicionamentos planimétricos. Para isso, foram conduzidas estimativas de índices de acurácia horizontal, através de posicionamentos estáticos, onde os tratamentos foram compostos pela combinação dos níveis de dois fatores, sendo estes: cobertura vegetal (Pastagem e Pinus) e cinco receptores GNSS (um de navegação e quatro smartphones), constituindo um total de 10 tratamentos, avaliados em quatro repetições, durante um período de 10 horas de coleta. Após a aquisição dos dados, o efeito dos tratamentos foi verificado pelo teste não paramétrico de Kruskal-Wallis, onde foram detectadas diferenças com significância de 5% entre pelos menos dois dos tratamentos para os índices de acurácia. Posteriormente, foi realizado o procedimento complementar de Comparações Múltiplas de Kruskal-Wallis, para identificar quais pares de tratamentos diferiram entre si, onde houveram diferenças significativas entre todas as combinações dos fatores cobertura vegetal e receptor. A presença de cobertura vegetal de Pinus (C2), independente do receptor utilizado, proporcionou os maiores erros posicionais, reduzindo o número de satélites visíveis no horizonte, e ocasionando perda na qualidade da distribuição geométrica dos satélites, sendo o melhor índice de acurácia nesta condição, obtido pelo receptor R2, indicando uma possível melhoria de desempenho oferecida pela operadora de telefonia móvel através do sistema A-GNSS. O uso do sistema de rastreamento de sinais de apenas uma constelação de satélite (GPS), disponível apenas no receptor R3, apresentou os piores índices de acurácia em comparação com sistemas multi-constelação (GPS+Glonass). Para o ambiente com cobertura vegetal de Pastagem (C1) o melhor índice de acurácia foi obtido pelo receptor de navegação R1, que também demonstrou maior estabilidade e precisão experimental dos dados ao longo do período de coleta. Neste caso, os smartphones apresentaram-se instáveis, com alta variabilidade amostral. Por fim, constatou-se que o smartphone R2 pode competir com sucesso com o receptor de navegação R1, e ambos podem ser utilizados em atividades de agricultura e silvicultura que demandem acurácia horizontal entre 3 e 10 metros.Universidade Federal de Santa MariaBrasilEngenharia AgrícolaUFSMPrograma de Pós-Graduação em Engenharia AgrícolaCentro de Ciências RuraisAlonço, Airton dos Santoshttp://lattes.cnpq.br/9734276321240323Lúcio, Alessandro Dal'Colhttp://lattes.cnpq.br/0972869223145503Santos, Paula Machado doshttp://lattes.cnpq.br/9956733040751870Lopes, Tiago Gonçalves2019-07-01T15:20:28Z2019-07-01T15:20:28Z2019-02-21info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesisapplication/pdfhttp://repositorio.ufsm.br/handle/1/17234ark:/26339/0013000013wv1porAttribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessreponame:Manancial - Repositório Digital da UFSMinstname:Universidade Federal de Santa Maria (UFSM)instacron:UFSM2019-07-02T06:01:31Zoai:repositorio.ufsm.br:1/17234Biblioteca Digital de Teses e Dissertaçõeshttps://repositorio.ufsm.br/ONGhttps://repositorio.ufsm.br/oai/requestatendimento.sib@ufsm.br||tedebc@gmail.comopendoar:2019-07-02T06:01:31Manancial - Repositório Digital da UFSM - Universidade Federal de Santa Maria (UFSM)false
dc.title.none.fl_str_mv Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
Behavior of a GNSS hybrid system incorporated to mobile devices in obtaining planimetric surveys for agricultural purposes
title Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
spellingShingle Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
Lopes, Tiago Gonçalves
A-GNSS
Agricultura
Smartphones
Planimetria
Agriculture
Smartphones
Planimetry
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA
title_short Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
title_full Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
title_fullStr Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
title_full_unstemmed Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
title_sort Comportamento de um sistema híbrido GNSS incorporado a dispositivos móveis na obtenção de levantamentos planimétricos com fins agrícolas
author Lopes, Tiago Gonçalves
author_facet Lopes, Tiago Gonçalves
author_role author
dc.contributor.none.fl_str_mv Alonço, Airton dos Santos
http://lattes.cnpq.br/9734276321240323
Lúcio, Alessandro Dal'Col
http://lattes.cnpq.br/0972869223145503
Santos, Paula Machado dos
http://lattes.cnpq.br/9956733040751870
dc.contributor.author.fl_str_mv Lopes, Tiago Gonçalves
dc.subject.por.fl_str_mv A-GNSS
Agricultura
Smartphones
Planimetria
Agriculture
Smartphones
Planimetry
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA
topic A-GNSS
Agricultura
Smartphones
Planimetria
Agriculture
Smartphones
Planimetry
CNPQ::CIENCIAS AGRARIAS::ENGENHARIA AGRICOLA
description Smartphones are essentially personal computers equipped with multiple sensors. One of its most popular features is determining the user's location or navigating to a desired destination, which was trivially used only in urban areas. As its expansion was accelerated, there was also an evolution in the accuracy of its GNSS modules. The concept of connected agriculture is now being explored, allowing the farmer to monitor the performance of his machines remotely, and with automatic data transmission via cellular signal. However, little is known by the manufacturers, technical information about their location systems. Therefore, the objective of this work was to evaluate the behavior of low-cost receivers equipped with conventional GNSS technology and assisted by mobile telephony (A-GNSS), in environments characteristic of agricultural areas, which offer different levels of difficulty to obtain planimetric. In order to do so, we estimated the horizontal accuracy indexes by means of static positioning, where the treatments were composed by the combination of two factors: vegetation cover (Pasture and Pinus) and five GNSS receivers (one navigation and four smartphones), constituting a total of 10 treatments, evaluated in four replications, during a period of 10 hours of collection. After the data acquisition, the effect of the treatments was verified by Kruskal-Wallis non-parametric test, where 5% significance differences were detected among at least two of the treatments for the accuracy indexes. The Kruskal-Wallis Multiple Comparisons supplementation procedure was then performed to identify which pairs of treatments differed from each other, where there were significant differences between all combinations of vegetation cover and receiver factors. The presence of Pinus (C2) vegetation cover, independent of the receiver used, provided the greatest positional errors, reducing the number of visible satellites in the horizon, and causing loss in the quality of the geometric distribution of the satellites, being the best index of accuracy in this condition, obtained by receiver R2, indicating a possible performance improvement offered by the mobile telephone operator through the A-GNSS system. The use of a single satellite constellation (GPS) signal tracking system, available only at the R3 receiver, presented the worst accuracy indices compared to multi-constellation systems (GPS + Glonass). For the environment with pasture cover (C1) the best index of accuracy was obtained by the R1 navigation receiver, which also demonstrated greater stability and experimental precision of the data throughout the collection period. In this case, the smartphones presented unstable, with high sample variability. Finally, it was found that the R2 smartphone can successfully compete with the R1 navigation receiver, and both can be used in agriculture and forestry activities that require horizontal accuracy between 3 and 10 meters.
publishDate 2019
dc.date.none.fl_str_mv 2019-07-01T15:20:28Z
2019-07-01T15:20:28Z
2019-02-21
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://repositorio.ufsm.br/handle/1/17234
dc.identifier.dark.fl_str_mv ark:/26339/0013000013wv1
url http://repositorio.ufsm.br/handle/1/17234
identifier_str_mv ark:/26339/0013000013wv1
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidade Federal de Santa Maria
Brasil
Engenharia Agrícola
UFSM
Programa de Pós-Graduação em Engenharia Agrícola
Centro de Ciências Rurais
publisher.none.fl_str_mv Universidade Federal de Santa Maria
Brasil
Engenharia Agrícola
UFSM
Programa de Pós-Graduação em Engenharia Agrícola
Centro de Ciências Rurais
dc.source.none.fl_str_mv reponame:Manancial - Repositório Digital da UFSM
instname:Universidade Federal de Santa Maria (UFSM)
instacron:UFSM
instname_str Universidade Federal de Santa Maria (UFSM)
instacron_str UFSM
institution UFSM
reponame_str Manancial - Repositório Digital da UFSM
collection Manancial - Repositório Digital da UFSM
repository.name.fl_str_mv Manancial - Repositório Digital da UFSM - Universidade Federal de Santa Maria (UFSM)
repository.mail.fl_str_mv atendimento.sib@ufsm.br||tedebc@gmail.com
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