A user-centric view of distributed spatial data management systems

Detalhes bibliográficos
Autor(a) principal: João Pedro de Carvalho Castro
Data de Publicação: 2018
Outros Autores: Anderson Chaves Carniel, Cristina Dutra de Aguiar Ciferri
Tipo de documento: Artigo de conferência
Idioma: eng
Título da fonte: Repositório Institucional da UFMG
Texto Completo: http://hdl.handle.net/1843/43816
Resumo: Distributed spatial data management systems (DSDMSs) represent a new technology capable of managing huge volumes of spatial data using parallel and distributed frameworks. An increasing number of DSDMSs have been proposed in the literature, requiring a comparison among them. However, comparisons available in the literature only provide a system-centric view of DSDMSs, which is essentially based on performance evaluations. Thus, there is a lack of comparisons based on the user-centric view, which is aimed to help users to understand how the characteristics of DSDMSs are useful to meet the specific requirements of their spatial applications. In this paper, we fill this gap in the literature. We provide a user-centric comparison of Hadoop-GIS, SpatialHadoop, SpatialSpark, GeoSpark, SIMBA, LocationSpark, SparkGIS, and Elcano, using as a basis an extensive set of criteria related to the characteristics of spatial data handling and to the aspects inherent to distributed systems. Based on this comparison, we introduce a set of guidelines to help users to choose an appropriate DSDMS. We also describe a case study to illustrate the use of these guidelines.
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spelling 2022-07-29T21:32:23Z2022-07-29T21:32:23Z20181980912179-4847http://hdl.handle.net/1843/43816Distributed spatial data management systems (DSDMSs) represent a new technology capable of managing huge volumes of spatial data using parallel and distributed frameworks. An increasing number of DSDMSs have been proposed in the literature, requiring a comparison among them. However, comparisons available in the literature only provide a system-centric view of DSDMSs, which is essentially based on performance evaluations. Thus, there is a lack of comparisons based on the user-centric view, which is aimed to help users to understand how the characteristics of DSDMSs are useful to meet the specific requirements of their spatial applications. In this paper, we fill this gap in the literature. We provide a user-centric comparison of Hadoop-GIS, SpatialHadoop, SpatialSpark, GeoSpark, SIMBA, LocationSpark, SparkGIS, and Elcano, using as a basis an extensive set of criteria related to the characteristics of spatial data handling and to the aspects inherent to distributed systems. Based on this comparison, we introduce a set of guidelines to help users to choose an appropriate DSDMS. We also describe a case study to illustrate the use of these guidelines.Os sistemas de gerenciamento de dados espaciais distribuídos (DSDMSs) representam uma nova tecnologia capaz de gerenciar grandes volumes de dados espaciais usando frameworks paralelos e distribuídos. Um número crescente de DSDMSs tem sido propostos na literatura, exigindo uma comparação entre eles. No entanto, comparações disponíveis na literatura fornecem apenas uma visão centrada no sistema de DSDMSs, que se baseia essencialmente em avaliações de desempenho. Assim, há é a falta de comparações baseadas na visão centrada no usuário, que visa ajudar usuários para entender como as características dos DSDMSs são úteis para atender requisitos específicos de suas aplicações espaciais. Neste trabalho, preenchemos este lacuna na literatura. Fornecemos uma comparação centrada no usuário do Hadoop-GIS, SpatialHadoop, SpatialSpark, GeoSpark, SIMBA, LocationSpark, SparkGIS, e Elcano, tomando como base um extenso conjunto de critérios relacionados às características do tratamento de dados espaciais e aos aspectos inerentes à distribuição de sistemas. Com base nessa comparação, apresentamos um conjunto de diretrizes para ajudar usuários a escolher um DSDMS apropriado. Também descrevemos um estudo de caso para ilustrar o uso dessas diretrizes.engUniversidade Federal de Minas GeraisUFMGBrasilICEX - INSTITUTO DE CIÊNCIAS EXATASBrazilian Symposium on Geoinformatics - GEOINFODSDMSsGerenciamento de DadosA user-centric view of distributed spatial data management systemsUma visão centrada no usuário de sistemas de gerenciamento de dados espaciais distribuídosinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/conferenceObjecthttp://mtc-m16c.sid.inpe.br/rep/8JMKD3MGPDW34P/3SEUQFSJoão Pedro de Carvalho CastroAnderson Chaves CarnielCristina Dutra de Aguiar Ciferriapplication/pdfinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMGinstname:Universidade Federal de Minas Gerais (UFMG)instacron:UFMGLICENSELicense.txtLicense.txttext/plain; charset=utf-82042https://repositorio.ufmg.br/bitstream/1843/43816/1/License.txtfa505098d172de0bc8864fc1287ffe22MD51ORIGINAL2018_A user-centric view of distributed spatial data management systems.pdf2018_A user-centric view of distributed spatial data management systems.pdfapplication/pdf1206891https://repositorio.ufmg.br/bitstream/1843/43816/2/2018_A%20user-centric%20view%20of%20distributed%20spatial%20data%20management%20systems.pdf920803cb8cce8ad20de217098dc59d44MD521843/438162022-07-29 18:32:23.872oai:repositorio.ufmg.br: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Repositório de PublicaçõesPUBhttps://repositorio.ufmg.br/oaiopendoar:2022-07-29T21:32:23Repositório Institucional da UFMG - Universidade Federal de Minas Gerais (UFMG)false
dc.title.pt_BR.fl_str_mv A user-centric view of distributed spatial data management systems
dc.title.alternative.pt_BR.fl_str_mv Uma visão centrada no usuário de sistemas de gerenciamento de dados espaciais distribuídos
title A user-centric view of distributed spatial data management systems
spellingShingle A user-centric view of distributed spatial data management systems
João Pedro de Carvalho Castro
DSDMSs
Gerenciamento de Dados
title_short A user-centric view of distributed spatial data management systems
title_full A user-centric view of distributed spatial data management systems
title_fullStr A user-centric view of distributed spatial data management systems
title_full_unstemmed A user-centric view of distributed spatial data management systems
title_sort A user-centric view of distributed spatial data management systems
author João Pedro de Carvalho Castro
author_facet João Pedro de Carvalho Castro
Anderson Chaves Carniel
Cristina Dutra de Aguiar Ciferri
author_role author
author2 Anderson Chaves Carniel
Cristina Dutra de Aguiar Ciferri
author2_role author
author
dc.contributor.author.fl_str_mv João Pedro de Carvalho Castro
Anderson Chaves Carniel
Cristina Dutra de Aguiar Ciferri
dc.subject.other.pt_BR.fl_str_mv DSDMSs
Gerenciamento de Dados
topic DSDMSs
Gerenciamento de Dados
description Distributed spatial data management systems (DSDMSs) represent a new technology capable of managing huge volumes of spatial data using parallel and distributed frameworks. An increasing number of DSDMSs have been proposed in the literature, requiring a comparison among them. However, comparisons available in the literature only provide a system-centric view of DSDMSs, which is essentially based on performance evaluations. Thus, there is a lack of comparisons based on the user-centric view, which is aimed to help users to understand how the characteristics of DSDMSs are useful to meet the specific requirements of their spatial applications. In this paper, we fill this gap in the literature. We provide a user-centric comparison of Hadoop-GIS, SpatialHadoop, SpatialSpark, GeoSpark, SIMBA, LocationSpark, SparkGIS, and Elcano, using as a basis an extensive set of criteria related to the characteristics of spatial data handling and to the aspects inherent to distributed systems. Based on this comparison, we introduce a set of guidelines to help users to choose an appropriate DSDMS. We also describe a case study to illustrate the use of these guidelines.
publishDate 2018
dc.date.issued.fl_str_mv 2018
dc.date.accessioned.fl_str_mv 2022-07-29T21:32:23Z
dc.date.available.fl_str_mv 2022-07-29T21:32:23Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/conferenceObject
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/1843/43816
dc.identifier.issn.pt_BR.fl_str_mv 2179-4847
identifier_str_mv 2179-4847
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dc.language.iso.fl_str_mv eng
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dc.relation.ispartof.pt_BR.fl_str_mv Brazilian Symposium on Geoinformatics - GEOINFO
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Universidade Federal de Minas Gerais
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dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv ICEX - INSTITUTO DE CIÊNCIAS EXATAS
publisher.none.fl_str_mv Universidade Federal de Minas Gerais
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMG
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