Realizing the value of big data in process monitoring and control: Current issues and opportunities

With the advancement of Big Data, data analytics have benefited many organizations and industries. The continuous improvement of process industries is a challenging task that requires insights for efficient process monitoring with minimum downtime and safer operations. These industries generate a la...

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Main Authors: Rubab, S., Taqvi, S.A., Hassan, M.F.
Format: Article
Published: 2019
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85053889319&doi=10.1007%2f978-3-319-99007-1_13&partnerID=40&md5=d6bf0dda3cc0fdfd0d4008e43d3a8bda
http://eprints.utp.edu.my/22253/
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spelling my.utp.eprints.222532019-02-28T02:48:19Z Realizing the value of big data in process monitoring and control: Current issues and opportunities Rubab, S. Taqvi, S.A. Hassan, M.F. With the advancement of Big Data, data analytics have benefited many organizations and industries. The continuous improvement of process industries is a challenging task that requires insights for efficient process monitoring with minimum downtime and safer operations. These industries generate a large amount of data i.e. �Big Data� every second that contains useful information. For better control, different analysis can be executed using statistical methods, data mining or machine learning. This data can be used for daily process operations and decision making. However, the past literature on Big Data have put limited focus on realizing its implication in process monitoring and control. The paper emphasizes on the issues and opportunities faced by process industries in terms of Big Data collection, storage and analysis for process monitoring and control. © Springer Nature Switzerland AG 2019. 2019 Article NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85053889319&doi=10.1007%2f978-3-319-99007-1_13&partnerID=40&md5=d6bf0dda3cc0fdfd0d4008e43d3a8bda Rubab, S. and Taqvi, S.A. and Hassan, M.F. (2019) Realizing the value of big data in process monitoring and control: Current issues and opportunities. Advances in Intelligent Systems and Computing, 843 . pp. 128-138. http://eprints.utp.edu.my/22253/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description With the advancement of Big Data, data analytics have benefited many organizations and industries. The continuous improvement of process industries is a challenging task that requires insights for efficient process monitoring with minimum downtime and safer operations. These industries generate a large amount of data i.e. �Big Data� every second that contains useful information. For better control, different analysis can be executed using statistical methods, data mining or machine learning. This data can be used for daily process operations and decision making. However, the past literature on Big Data have put limited focus on realizing its implication in process monitoring and control. The paper emphasizes on the issues and opportunities faced by process industries in terms of Big Data collection, storage and analysis for process monitoring and control. © Springer Nature Switzerland AG 2019.
format Article
author Rubab, S.
Taqvi, S.A.
Hassan, M.F.
spellingShingle Rubab, S.
Taqvi, S.A.
Hassan, M.F.
Realizing the value of big data in process monitoring and control: Current issues and opportunities
author_facet Rubab, S.
Taqvi, S.A.
Hassan, M.F.
author_sort Rubab, S.
title Realizing the value of big data in process monitoring and control: Current issues and opportunities
title_short Realizing the value of big data in process monitoring and control: Current issues and opportunities
title_full Realizing the value of big data in process monitoring and control: Current issues and opportunities
title_fullStr Realizing the value of big data in process monitoring and control: Current issues and opportunities
title_full_unstemmed Realizing the value of big data in process monitoring and control: Current issues and opportunities
title_sort realizing the value of big data in process monitoring and control: current issues and opportunities
publishDate 2019
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85053889319&doi=10.1007%2f978-3-319-99007-1_13&partnerID=40&md5=d6bf0dda3cc0fdfd0d4008e43d3a8bda
http://eprints.utp.edu.my/22253/
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score 13.211869