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Predictive Maintenance and Intelligent Sensors in Smart Factory: Review

With the arrival of new technologies in modern smart factories, automated predictive maintenance is also related to production robotisation. Intelligent sensors make it possible to obtain an ever-increasing amount of data, which must be analysed efficiently and effectively to support increasingly co...

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Detalles Bibliográficos
Autores principales: Pech, Martin, Vrchota, Jaroslav, Bednář, Jiří
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7923427/
https://www.ncbi.nlm.nih.gov/pubmed/33672479
http://dx.doi.org/10.3390/s21041470
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author Pech, Martin
Vrchota, Jaroslav
Bednář, Jiří
author_facet Pech, Martin
Vrchota, Jaroslav
Bednář, Jiří
author_sort Pech, Martin
collection PubMed
description With the arrival of new technologies in modern smart factories, automated predictive maintenance is also related to production robotisation. Intelligent sensors make it possible to obtain an ever-increasing amount of data, which must be analysed efficiently and effectively to support increasingly complex systems’ decision-making and management. The paper aims to review the current literature concerning predictive maintenance and intelligent sensors in smart factories. We focused on contemporary trends to provide an overview of future research challenges and classification. The paper used burst analysis, systematic review methodology, co-occurrence analysis of keywords, and cluster analysis. The results show the increasing number of papers related to key researched concepts. The importance of predictive maintenance is growing over time in relation to Industry 4.0 technologies. We proposed Smart and Intelligent Predictive Maintenance (SIPM) based on the full-text analysis of relevant papers. The paper’s main contribution is the summary and overview of current trends in intelligent sensors used for predictive maintenance in smart factories.
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spelling pubmed-79234272021-03-03 Predictive Maintenance and Intelligent Sensors in Smart Factory: Review Pech, Martin Vrchota, Jaroslav Bednář, Jiří Sensors (Basel) Review With the arrival of new technologies in modern smart factories, automated predictive maintenance is also related to production robotisation. Intelligent sensors make it possible to obtain an ever-increasing amount of data, which must be analysed efficiently and effectively to support increasingly complex systems’ decision-making and management. The paper aims to review the current literature concerning predictive maintenance and intelligent sensors in smart factories. We focused on contemporary trends to provide an overview of future research challenges and classification. The paper used burst analysis, systematic review methodology, co-occurrence analysis of keywords, and cluster analysis. The results show the increasing number of papers related to key researched concepts. The importance of predictive maintenance is growing over time in relation to Industry 4.0 technologies. We proposed Smart and Intelligent Predictive Maintenance (SIPM) based on the full-text analysis of relevant papers. The paper’s main contribution is the summary and overview of current trends in intelligent sensors used for predictive maintenance in smart factories. MDPI 2021-02-20 /pmc/articles/PMC7923427/ /pubmed/33672479 http://dx.doi.org/10.3390/s21041470 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Pech, Martin
Vrchota, Jaroslav
Bednář, Jiří
Predictive Maintenance and Intelligent Sensors in Smart Factory: Review
title Predictive Maintenance and Intelligent Sensors in Smart Factory: Review
title_full Predictive Maintenance and Intelligent Sensors in Smart Factory: Review
title_fullStr Predictive Maintenance and Intelligent Sensors in Smart Factory: Review
title_full_unstemmed Predictive Maintenance and Intelligent Sensors in Smart Factory: Review
title_short Predictive Maintenance and Intelligent Sensors in Smart Factory: Review
title_sort predictive maintenance and intelligent sensors in smart factory: review
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7923427/
https://www.ncbi.nlm.nih.gov/pubmed/33672479
http://dx.doi.org/10.3390/s21041470
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