Software tools for conducting real-time information processing and visualization in industry: an up-to-date review

Detalhes bibliográficos
Autor(a) principal: Sousa, Ana Regina Coelho
Data de Publicação: 2021
Outros Autores: Miranda, Rui Pedro Mesquita, Moreira, Ailton, Alves, Carlos Manuel Ferreira, Lori, Nicolas Francisco, Machado, José Manuel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/73989
Resumo: The processing of information in real-time (through the processing of complex events) has become an essential task for the optimal functioning of manufacturing plants. Only in this way can artificial intelligence, data extraction, and even business intelligence techniques be applied, and the data produced daily be used in a beneficent way, enhancing automation processes and improving service delivery. Therefore, professionals and researchers need a wide range of tools to extract, transform, and load data in real-time efficiently. Additionally, the same tool supports or at least facilitates the visualization of this data intuitively and interactively. The review presented in this document aims to provide an up-to-date review of the various tools available to perform these tasks. Of the selected tools, a brief description of how they work, as well as the advantages and disadvantages of their use, will be presented. Furthermore, a critical analysis of overall operation and performance will be presented. Finally, a hybrid architecture that aims to synergize all tools and technologies is presented and discussed.
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spelling Software tools for conducting real-time information processing and visualization in industry: an up-to-date reviewReal time information processingComplex Event Processing (CEP)Data visualizationPower BIKafkaSparkTableauScience & TechnologyThe processing of information in real-time (through the processing of complex events) has become an essential task for the optimal functioning of manufacturing plants. Only in this way can artificial intelligence, data extraction, and even business intelligence techniques be applied, and the data produced daily be used in a beneficent way, enhancing automation processes and improving service delivery. Therefore, professionals and researchers need a wide range of tools to extract, transform, and load data in real-time efficiently. Additionally, the same tool supports or at least facilitates the visualization of this data intuitively and interactively. The review presented in this document aims to provide an up-to-date review of the various tools available to perform these tasks. Of the selected tools, a brief description of how they work, as well as the advantages and disadvantages of their use, will be presented. Furthermore, a critical analysis of overall operation and performance will be presented. Finally, a hybrid architecture that aims to synergize all tools and technologies is presented and discussed.This work is funded by “FCT—Fundação para a Ciência e Tecnologia” within the R&D Units Project Scope: UIDB/00319/2020. The grants of R.S., R.M., A.M., and N.L. are supported by the European Structural and Investment Funds in the FEDER component, through the Operational Competitiveness and Internalization Programme (COMPETE 2020). [Project n. 039479. Funding Reference: POCI-01-0247-FEDER-039479].Multidisciplinary Digital Publishing Institute (MDPI)Universidade do MinhoSousa, Ana Regina CoelhoMiranda, Rui Pedro MesquitaMoreira, AiltonAlves, Carlos Manuel FerreiraLori, Nicolas FranciscoMachado, José Manuel2021-05-242021-05-24T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/73989engSousa, R.; Miranda, R.; Moreira, A.; Alves, C.; Lori, N.; Machado, J. Software Tools for Conducting Real-Time Information Processing and Visualization in Industry: An Up-to-Date Review. Appl. Sci. 2021, 11, 4800. https://doi.org/10.3390/app111148002076-341710.3390/app11114800https://www.mdpi.com/2076-3417/11/11/4800info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T12:07:51Zoai:repositorium.sdum.uminho.pt:1822/73989Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:58:55.145750Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
title Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
spellingShingle Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
Sousa, Ana Regina Coelho
Real time information processing
Complex Event Processing (CEP)
Data visualization
Power BI
Kafka
Spark
Tableau
Science & Technology
title_short Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
title_full Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
title_fullStr Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
title_full_unstemmed Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
title_sort Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
author Sousa, Ana Regina Coelho
author_facet Sousa, Ana Regina Coelho
Miranda, Rui Pedro Mesquita
Moreira, Ailton
Alves, Carlos Manuel Ferreira
Lori, Nicolas Francisco
Machado, José Manuel
author_role author
author2 Miranda, Rui Pedro Mesquita
Moreira, Ailton
Alves, Carlos Manuel Ferreira
Lori, Nicolas Francisco
Machado, José Manuel
author2_role author
author
author
author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Sousa, Ana Regina Coelho
Miranda, Rui Pedro Mesquita
Moreira, Ailton
Alves, Carlos Manuel Ferreira
Lori, Nicolas Francisco
Machado, José Manuel
dc.subject.por.fl_str_mv Real time information processing
Complex Event Processing (CEP)
Data visualization
Power BI
Kafka
Spark
Tableau
Science & Technology
topic Real time information processing
Complex Event Processing (CEP)
Data visualization
Power BI
Kafka
Spark
Tableau
Science & Technology
description The processing of information in real-time (through the processing of complex events) has become an essential task for the optimal functioning of manufacturing plants. Only in this way can artificial intelligence, data extraction, and even business intelligence techniques be applied, and the data produced daily be used in a beneficent way, enhancing automation processes and improving service delivery. Therefore, professionals and researchers need a wide range of tools to extract, transform, and load data in real-time efficiently. Additionally, the same tool supports or at least facilitates the visualization of this data intuitively and interactively. The review presented in this document aims to provide an up-to-date review of the various tools available to perform these tasks. Of the selected tools, a brief description of how they work, as well as the advantages and disadvantages of their use, will be presented. Furthermore, a critical analysis of overall operation and performance will be presented. Finally, a hybrid architecture that aims to synergize all tools and technologies is presented and discussed.
publishDate 2021
dc.date.none.fl_str_mv 2021-05-24
2021-05-24T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/73989
url http://hdl.handle.net/1822/73989
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Sousa, R.; Miranda, R.; Moreira, A.; Alves, C.; Lori, N.; Machado, J. Software Tools for Conducting Real-Time Information Processing and Visualization in Industry: An Up-to-Date Review. Appl. Sci. 2021, 11, 4800. https://doi.org/10.3390/app11114800
2076-3417
10.3390/app11114800
https://www.mdpi.com/2076-3417/11/11/4800
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute (MDPI)
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute (MDPI)
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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