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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-7923427 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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