Operações espaciais robustas à imprecisão nas coordenadas geográficas
Autor(a) principal: | |
---|---|
Data de Publicação: | 2017 |
Tipo de documento: | Dissertação |
Idioma: | por |
Título da fonte: | Repositório Institucional da UFG |
dARK ID: | ark:/38995/001300000bdcd |
Texto Completo: | http://repositorio.bc.ufg.br/tede/handle/tede/7852 |
Resumo: | Geographic Information Systems have revolutionized geographic research over the past three decades. These systems commonly provide a number of features for processing andanalyzing spatial data, such as spatial join and skyline. Although relevant, the effectiveness of such functionalities is affected by the imprecision of the geographic coordinates obtained by the georeferencing method employed. Moreover, the error contained in the coordinates may present several distributional patterns, which demands the development of solutions that are generalist concerning the error pattern that they can handle properly. Finally, spatial operations are already computationally expensive in their deterministic version, which is aggravated by the introduction of the stochastic component. The pre-sent work presents a general structure of spatial operations solutions robust to imprecise coordinates based on the use of simulations and probabilistic adaptations of heuristics in the literature. In addition, to deal with the problems mentioned, the proposed structure is designed to contemplate the requirements of generality, accuracy and efficiency at levels that enable its practical application. The overall solution structure is composed of the combination of probabilistic versions of heuristics of the deterministic versions of the spatial operations and by Monte Carlo simulations. From that structure, specific solutions - as case studies - are developed for the spatial join and skyline. Theoretical and experimental results demonstrated the potential of the developed solutions to meet the threerequirements established in this work. |
id |
UFG-2_2d00b5e517906f062a81713dac1a1a1d |
---|---|
oai_identifier_str |
oai:repositorio.bc.ufg.br:tede/7852 |
network_acronym_str |
UFG-2 |
network_name_str |
Repositório Institucional da UFG |
repository_id_str |
|
spelling |
Cardoso, Kleber Vieirahttp://buscacv.cnpq.br/buscacv/#/espelho? nro_id_cnpq_cp_s=0268732896111424Rodrigues, Vagner José do Sacramentohttp://buscacv.cnpq.br/buscacv/#/espelho? nro_id_cnpq_cp_s=4148896613580056Cardoso, Kleber VieiraRodrigues, Vagner José do SacramentoDavis Junior, Clodoveu AugustoSantos, Helton Saulo Bezerra doshttp://buscacv.cnpq.br/buscacv/#/espelho? nro_id_cnpq_cp_s=6438162939510089Oliveira, Welder Batista de2017-10-06T11:09:11Z2017-08-21OLIVEIRA, Welder Batista de. Operações espaciais robustas à imprecisão nas coordenadas geográficas. 2017. 57 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2017.http://repositorio.bc.ufg.br/tede/handle/tede/7852ark:/38995/001300000bdcdGeographic Information Systems have revolutionized geographic research over the past three decades. These systems commonly provide a number of features for processing andanalyzing spatial data, such as spatial join and skyline. Although relevant, the effectiveness of such functionalities is affected by the imprecision of the geographic coordinates obtained by the georeferencing method employed. Moreover, the error contained in the coordinates may present several distributional patterns, which demands the development of solutions that are generalist concerning the error pattern that they can handle properly. Finally, spatial operations are already computationally expensive in their deterministic version, which is aggravated by the introduction of the stochastic component. The pre-sent work presents a general structure of spatial operations solutions robust to imprecise coordinates based on the use of simulations and probabilistic adaptations of heuristics in the literature. In addition, to deal with the problems mentioned, the proposed structure is designed to contemplate the requirements of generality, accuracy and efficiency at levels that enable its practical application. The overall solution structure is composed of the combination of probabilistic versions of heuristics of the deterministic versions of the spatial operations and by Monte Carlo simulations. From that structure, specific solutions - as case studies - are developed for the spatial join and skyline. Theoretical and experimental results demonstrated the potential of the developed solutions to meet the threerequirements established in this work.Os Sistemas de Informação Geográfica revolucionaram a pesquisa geográfica nas últimas três décadas. Esses sistemas comumente disponibilizam uma série de funcionalidades para processar e analisar dados espaciais, como, por exemplo, a junção espacial e a consulta skyline. Embora relevantes, a eficácia dessas funcionalidades é impactada pela imprecisão das coordenadas geográficas obtidas pelo método de georreferenciamento empregado. Além disso, o erro contido nas coordenadas pode apresentar diversos padrões distribucionais, o que demanda o desenvolvimento de soluções que sejam generalistas quanto ao padrão de erro que conseguem tratar adequadamente. Por fim, operações espaciais já são computacionalmente caras em sua versão determinística, o que se agrava com a introdução do componente estocástico. O presente trabalho apresenta uma estrutura geral para o desenvolvimento de soluções para operações espaciais robustas a coordenadas imprecisas. Além disso, para lidar com os problemas mencionados, a estrutura proposta é projetada para contemplar os requisitos de generalidade, eficácia e eficiência em patamares que viabilizem sua aplicação prática. A estrutura geral de solução é composta pela combinação de versões probabilísticas de heurísticas das versões determinísticas das operações espaciais e por simulações de Monte Carlo. A partir dela, são desenvolvidas as soluções específicas – como estudo de caso - para a skyline espacial e da junção espacial. Resultados teóricos e experimentais demonstraram o potencial das soluções desenvolvidas em atender aos três requisitos estabelecidos nesse trabalho.Submitted by Marlene Santos (marlene.bc.ufg@gmail.com) on 2017-10-05T20:06:57Z No. of bitstreams: 2 Dissertacao- Welder Batista de Oliveira - 2017.pdf: 2420889 bytes, checksum: c26aee2605e42f2a9aecb9ec2523464f (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Approved for entry into archive by Luciana Ferreira (lucgeral@gmail.com) on 2017-10-06T11:09:11Z (GMT) No. of bitstreams: 2 Dissertacao- Welder Batista de Oliveira - 2017.pdf: 2420889 bytes, checksum: c26aee2605e42f2a9aecb9ec2523464f (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5)Made available in DSpace on 2017-10-06T11:09:11Z (GMT). No. of bitstreams: 2 Dissertacao- Welder Batista de Oliveira - 2017.pdf: 2420889 bytes, checksum: c26aee2605e42f2a9aecb9ec2523464f (MD5) license_rdf: 0 bytes, checksum: d41d8cd98f00b204e9800998ecf8427e (MD5) Previous issue date: 2017-08-21Fundação de Amparo à Pesquisa do Estado de Goiás - FAPEGapplication/pdfporUniversidade Federal de GoiásPrograma de Pós-graduação em Ciência da Computação (INF)UFGBrasilInstituto de Informática - INF (RG)http://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessSistemas de Informação GeográficaIncertezaJunção espacialConsulta skylineCoordenadas imprecisasGeographic information systemUncertaintySpatial joinSkyline queryImprecise coordinatesCIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOOperações espaciais robustas à imprecisão nas coordenadas geográficasSpatial operations robusts to geographic coordinate imprecisioninfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-3303550325223384799600600600600-77122667346336447683671711205811204509-961409807440757778reponame:Repositório Institucional da UFGinstname:Universidade Federal de Goiás (UFG)instacron:UFGLICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://repositorio.bc.ufg.br/tede/bitstreams/b87173ac-2a9e-41b7-bd3f-2c352c7408b4/downloadbd3efa91386c1718a7f26a329fdcb468MD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849http://repositorio.bc.ufg.br/tede/bitstreams/e7105b84-0baa-4711-a3ec-23a8fedd7dd0/download4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-80http://repositorio.bc.ufg.br/tede/bitstreams/db7d9530-995e-452f-9bd0-71ff10948f4c/downloadd41d8cd98f00b204e9800998ecf8427eMD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-80http://repositorio.bc.ufg.br/tede/bitstreams/e48a23be-e223-4d0f-b71a-e683959eadde/downloadd41d8cd98f00b204e9800998ecf8427eMD54ORIGINALDissertacao- Welder Batista de Oliveira - 2017.pdfDissertacao- Welder Batista de Oliveira - 2017.pdfapplication/pdf2420889http://repositorio.bc.ufg.br/tede/bitstreams/4ff9ed5a-2d9b-41ed-8138-316b033138c2/downloadc26aee2605e42f2a9aecb9ec2523464fMD55tede/78522017-10-06 08:09:11.791http://creativecommons.org/licenses/by-nc-nd/4.0/Acesso Abertoopen.accessoai:repositorio.bc.ufg.br:tede/7852http://repositorio.bc.ufg.br/tedeRepositório InstitucionalPUBhttp://repositorio.bc.ufg.br/oai/requesttasesdissertacoes.bc@ufg.bropendoar:2017-10-06T11:09:11Repositório Institucional da UFG - Universidade Federal de Goiás (UFG)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 |
dc.title.eng.fl_str_mv |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
dc.title.alternative.por.fl_str_mv |
Spatial operations robusts to geographic coordinate imprecision |
title |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
spellingShingle |
Operações espaciais robustas à imprecisão nas coordenadas geográficas Oliveira, Welder Batista de Sistemas de Informação Geográfica Incerteza Junção espacial Consulta skyline Coordenadas imprecisas Geographic information system Uncertainty Spatial join Skyline query Imprecise coordinates CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO |
title_short |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
title_full |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
title_fullStr |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
title_full_unstemmed |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
title_sort |
Operações espaciais robustas à imprecisão nas coordenadas geográficas |
author |
Oliveira, Welder Batista de |
author_facet |
Oliveira, Welder Batista de |
author_role |
author |
dc.contributor.advisor1.fl_str_mv |
Cardoso, Kleber Vieira |
dc.contributor.advisor1Lattes.fl_str_mv |
http://buscacv.cnpq.br/buscacv/#/espelho? nro_id_cnpq_cp_s=0268732896111424 |
dc.contributor.advisor-co1.fl_str_mv |
Rodrigues, Vagner José do Sacramento |
dc.contributor.advisor-co1Lattes.fl_str_mv |
http://buscacv.cnpq.br/buscacv/#/espelho? nro_id_cnpq_cp_s=4148896613580056 |
dc.contributor.referee1.fl_str_mv |
Cardoso, Kleber Vieira |
dc.contributor.referee2.fl_str_mv |
Rodrigues, Vagner José do Sacramento |
dc.contributor.referee3.fl_str_mv |
Davis Junior, Clodoveu Augusto |
dc.contributor.referee4.fl_str_mv |
Santos, Helton Saulo Bezerra dos |
dc.contributor.authorLattes.fl_str_mv |
http://buscacv.cnpq.br/buscacv/#/espelho? nro_id_cnpq_cp_s=6438162939510089 |
dc.contributor.author.fl_str_mv |
Oliveira, Welder Batista de |
contributor_str_mv |
Cardoso, Kleber Vieira Rodrigues, Vagner José do Sacramento Cardoso, Kleber Vieira Rodrigues, Vagner José do Sacramento Davis Junior, Clodoveu Augusto Santos, Helton Saulo Bezerra dos |
dc.subject.por.fl_str_mv |
Sistemas de Informação Geográfica Incerteza Junção espacial Consulta skyline Coordenadas imprecisas |
topic |
Sistemas de Informação Geográfica Incerteza Junção espacial Consulta skyline Coordenadas imprecisas Geographic information system Uncertainty Spatial join Skyline query Imprecise coordinates CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO |
dc.subject.eng.fl_str_mv |
Geographic information system Uncertainty Spatial join Skyline query Imprecise coordinates |
dc.subject.cnpq.fl_str_mv |
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO |
description |
Geographic Information Systems have revolutionized geographic research over the past three decades. These systems commonly provide a number of features for processing andanalyzing spatial data, such as spatial join and skyline. Although relevant, the effectiveness of such functionalities is affected by the imprecision of the geographic coordinates obtained by the georeferencing method employed. Moreover, the error contained in the coordinates may present several distributional patterns, which demands the development of solutions that are generalist concerning the error pattern that they can handle properly. Finally, spatial operations are already computationally expensive in their deterministic version, which is aggravated by the introduction of the stochastic component. The pre-sent work presents a general structure of spatial operations solutions robust to imprecise coordinates based on the use of simulations and probabilistic adaptations of heuristics in the literature. In addition, to deal with the problems mentioned, the proposed structure is designed to contemplate the requirements of generality, accuracy and efficiency at levels that enable its practical application. The overall solution structure is composed of the combination of probabilistic versions of heuristics of the deterministic versions of the spatial operations and by Monte Carlo simulations. From that structure, specific solutions - as case studies - are developed for the spatial join and skyline. Theoretical and experimental results demonstrated the potential of the developed solutions to meet the threerequirements established in this work. |
publishDate |
2017 |
dc.date.accessioned.fl_str_mv |
2017-10-06T11:09:11Z |
dc.date.issued.fl_str_mv |
2017-08-21 |
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.citation.fl_str_mv |
OLIVEIRA, Welder Batista de. Operações espaciais robustas à imprecisão nas coordenadas geográficas. 2017. 57 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2017. |
dc.identifier.uri.fl_str_mv |
http://repositorio.bc.ufg.br/tede/handle/tede/7852 |
dc.identifier.dark.fl_str_mv |
ark:/38995/001300000bdcd |
identifier_str_mv |
OLIVEIRA, Welder Batista de. Operações espaciais robustas à imprecisão nas coordenadas geográficas. 2017. 57 f. Dissertação (Mestrado em Ciência da Computação) - Universidade Federal de Goiás, Goiânia, 2017. ark:/38995/001300000bdcd |
url |
http://repositorio.bc.ufg.br/tede/handle/tede/7852 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.program.fl_str_mv |
-3303550325223384799 |
dc.relation.confidence.fl_str_mv |
600 600 600 600 |
dc.relation.department.fl_str_mv |
-7712266734633644768 |
dc.relation.cnpq.fl_str_mv |
3671711205811204509 |
dc.relation.sponsorship.fl_str_mv |
-961409807440757778 |
dc.rights.driver.fl_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
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 Goiás |
dc.publisher.program.fl_str_mv |
Programa de Pós-graduação em Ciência da Computação (INF) |
dc.publisher.initials.fl_str_mv |
UFG |
dc.publisher.country.fl_str_mv |
Brasil |
dc.publisher.department.fl_str_mv |
Instituto de Informática - INF (RG) |
publisher.none.fl_str_mv |
Universidade Federal de Goiás |
dc.source.none.fl_str_mv |
reponame:Repositório Institucional da UFG instname:Universidade Federal de Goiás (UFG) instacron:UFG |
instname_str |
Universidade Federal de Goiás (UFG) |
instacron_str |
UFG |
institution |
UFG |
reponame_str |
Repositório Institucional da UFG |
collection |
Repositório Institucional da UFG |
bitstream.url.fl_str_mv |
http://repositorio.bc.ufg.br/tede/bitstreams/b87173ac-2a9e-41b7-bd3f-2c352c7408b4/download http://repositorio.bc.ufg.br/tede/bitstreams/e7105b84-0baa-4711-a3ec-23a8fedd7dd0/download http://repositorio.bc.ufg.br/tede/bitstreams/db7d9530-995e-452f-9bd0-71ff10948f4c/download http://repositorio.bc.ufg.br/tede/bitstreams/e48a23be-e223-4d0f-b71a-e683959eadde/download http://repositorio.bc.ufg.br/tede/bitstreams/4ff9ed5a-2d9b-41ed-8138-316b033138c2/download |
bitstream.checksum.fl_str_mv |
bd3efa91386c1718a7f26a329fdcb468 4afdbb8c545fd630ea7db775da747b2f d41d8cd98f00b204e9800998ecf8427e d41d8cd98f00b204e9800998ecf8427e c26aee2605e42f2a9aecb9ec2523464f |
bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 |
repository.name.fl_str_mv |
Repositório Institucional da UFG - Universidade Federal de Goiás (UFG) |
repository.mail.fl_str_mv |
tasesdissertacoes.bc@ufg.br |
_version_ |
1815172621222805504 |