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Related Entropy Theories Application in Condition Monitoring of Rotating Machineries
Rotating machinery plays an important role in various kinds of industrial engineering. How to assess their conditions is a key problem for operating safety and condition-based maintenance. The potential anomaly, fault and failure information can be obtained by analyzing the collected condition monit...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514364/ http://dx.doi.org/10.3390/e21111061 |
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author | Liu, Liansheng Zhi, Zhuo Zhang, Hanxing Guo, Qing Peng, Yu Liu, Datong |
author_facet | Liu, Liansheng Zhi, Zhuo Zhang, Hanxing Guo, Qing Peng, Yu Liu, Datong |
author_sort | Liu, Liansheng |
collection | PubMed |
description | Rotating machinery plays an important role in various kinds of industrial engineering. How to assess their conditions is a key problem for operating safety and condition-based maintenance. The potential anomaly, fault and failure information can be obtained by analyzing the collected condition monitoring data of the previously deployed sensors in rotating machinery. Among the available methods of analyzing sensors data, entropy and its variants can provide quantitative information contained in these sensing data. For implementing fault detection, diagnosis, and prognostics, this information can be utilized for feature extraction and selecting appropriate training data for machine learning methods. This article aims to review the related entropy theories which have been applied for condition monitoring of rotating machinery. This review consists of typical entropy theories presentation, application, summary, and discussion. |
format | Online Article Text |
id | pubmed-7514364 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75143642020-11-09 Related Entropy Theories Application in Condition Monitoring of Rotating Machineries Liu, Liansheng Zhi, Zhuo Zhang, Hanxing Guo, Qing Peng, Yu Liu, Datong Entropy (Basel) Review Rotating machinery plays an important role in various kinds of industrial engineering. How to assess their conditions is a key problem for operating safety and condition-based maintenance. The potential anomaly, fault and failure information can be obtained by analyzing the collected condition monitoring data of the previously deployed sensors in rotating machinery. Among the available methods of analyzing sensors data, entropy and its variants can provide quantitative information contained in these sensing data. For implementing fault detection, diagnosis, and prognostics, this information can be utilized for feature extraction and selecting appropriate training data for machine learning methods. This article aims to review the related entropy theories which have been applied for condition monitoring of rotating machinery. This review consists of typical entropy theories presentation, application, summary, and discussion. MDPI 2019-10-29 /pmc/articles/PMC7514364/ http://dx.doi.org/10.3390/e21111061 Text en © 2019 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 Liu, Liansheng Zhi, Zhuo Zhang, Hanxing Guo, Qing Peng, Yu Liu, Datong Related Entropy Theories Application in Condition Monitoring of Rotating Machineries |
title | Related Entropy Theories Application in Condition Monitoring of Rotating Machineries |
title_full | Related Entropy Theories Application in Condition Monitoring of Rotating Machineries |
title_fullStr | Related Entropy Theories Application in Condition Monitoring of Rotating Machineries |
title_full_unstemmed | Related Entropy Theories Application in Condition Monitoring of Rotating Machineries |
title_short | Related Entropy Theories Application in Condition Monitoring of Rotating Machineries |
title_sort | related entropy theories application in condition monitoring of rotating machineries |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514364/ http://dx.doi.org/10.3390/e21111061 |
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