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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...

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Detalles Bibliográficos
Autores principales: Liu, Liansheng, Zhi, Zhuo, Zhang, Hanxing, Guo, Qing, Peng, Yu, Liu, Datong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
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.
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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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