Software tools for conducting real-time information processing and visualization in industry: an up-to-date review
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , , |
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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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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1799132380376596480 |