Software Tools for Conducting Real-Time Information Processing and Visualization in Industry: An Up-to-Date Review

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 pr...

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Main Authors: Regina Sousa, Rui Miranda, Ailton Moreira, Carlos Alves, Nicolas Lori, José Machado
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/11/4800
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spelling doaj-8c42ccefad8046308a1ff619f97506642021-06-01T00:54:34ZengMDPI AGApplied Sciences2076-34172021-05-01114800480010.3390/app11114800Software Tools for Conducting Real-Time Information Processing and Visualization in Industry: An Up-to-Date ReviewRegina Sousa0Rui Miranda1Ailton Moreira2Carlos Alves3Nicolas Lori4José Machado5ALGORITMI Research Center, School of Engineering, Gualtar Campus, University of Minho, 4710-057 Braga, PortugalALGORITMI Research Center, School of Engineering, Gualtar Campus, University of Minho, 4710-057 Braga, PortugalALGORITMI Research Center, School of Engineering, Gualtar Campus, University of Minho, 4710-057 Braga, PortugalALGORITMI Research Center, School of Engineering, Gualtar Campus, University of Minho, 4710-057 Braga, PortugalALGORITMI Research Center, School of Engineering, Gualtar Campus, University of Minho, 4710-057 Braga, PortugalALGORITMI Research Center, School of Engineering, Gualtar Campus, University of Minho, 4710-057 Braga, PortugalThe 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.https://www.mdpi.com/2076-3417/11/11/4800real time information processingComplex Event Processing (CEP)data visualizationPower BIKafkaSpark
collection DOAJ
language English
format Article
sources DOAJ
author Regina Sousa
Rui Miranda
Ailton Moreira
Carlos Alves
Nicolas Lori
José Machado
spellingShingle Regina Sousa
Rui Miranda
Ailton Moreira
Carlos Alves
Nicolas Lori
José Machado
Software Tools for Conducting Real-Time Information Processing and Visualization in Industry: An Up-to-Date Review
Applied Sciences
real time information processing
Complex Event Processing (CEP)
data visualization
Power BI
Kafka
Spark
author_facet Regina Sousa
Rui Miranda
Ailton Moreira
Carlos Alves
Nicolas Lori
José Machado
author_sort Regina Sousa
title Software Tools for Conducting Real-Time Information Processing and Visualization in Industry: An Up-to-Date Review
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
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2021-05-01
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.
topic real time information processing
Complex Event Processing (CEP)
data visualization
Power BI
Kafka
Spark
url https://www.mdpi.com/2076-3417/11/11/4800
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