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Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker

Mechanical fault diagnosis of a circuit breaker can help improve the reliability of power systems. Therefore, a new method based on multiscale entropy (MSE) and the support vector machine (SVM) is proposed to diagnose the fault in high voltage circuit breakers. First, Variational Mode Decomposition...

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Detalles Bibliográficos
Autores principales: Dou, Longjiang, Wan, Shuting, Zhan, Changgeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512844/
https://www.ncbi.nlm.nih.gov/pubmed/33265415
http://dx.doi.org/10.3390/e20050325
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author Dou, Longjiang
Wan, Shuting
Zhan, Changgeng
author_facet Dou, Longjiang
Wan, Shuting
Zhan, Changgeng
author_sort Dou, Longjiang
collection PubMed
description Mechanical fault diagnosis of a circuit breaker can help improve the reliability of power systems. Therefore, a new method based on multiscale entropy (MSE) and the support vector machine (SVM) is proposed to diagnose the fault in high voltage circuit breakers. First, Variational Mode Decomposition (VMD) is used to process the high voltage circuit breaker’s vibration signals, and the reconstructed signal can eliminate the effect of noise. Second, the multiscale entropy of the reconstructed signal is calculated and selected as a feature vector. Finally, based on the feature vector, the fault identification and classification are realized by SVM. The feature vector constructed by multiscale entropy is compared with other feature vectors to illustrate the superiority of the proposed method. Through experimentation on a 35 kV SF(6) circuit breaker, the feasibility and applicability of the proposed method for fault diagnosis are verified.
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spelling pubmed-75128442020-11-09 Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker Dou, Longjiang Wan, Shuting Zhan, Changgeng Entropy (Basel) Article Mechanical fault diagnosis of a circuit breaker can help improve the reliability of power systems. Therefore, a new method based on multiscale entropy (MSE) and the support vector machine (SVM) is proposed to diagnose the fault in high voltage circuit breakers. First, Variational Mode Decomposition (VMD) is used to process the high voltage circuit breaker’s vibration signals, and the reconstructed signal can eliminate the effect of noise. Second, the multiscale entropy of the reconstructed signal is calculated and selected as a feature vector. Finally, based on the feature vector, the fault identification and classification are realized by SVM. The feature vector constructed by multiscale entropy is compared with other feature vectors to illustrate the superiority of the proposed method. Through experimentation on a 35 kV SF(6) circuit breaker, the feasibility and applicability of the proposed method for fault diagnosis are verified. MDPI 2018-04-28 /pmc/articles/PMC7512844/ /pubmed/33265415 http://dx.doi.org/10.3390/e20050325 Text en © 2018 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 Article
Dou, Longjiang
Wan, Shuting
Zhan, Changgeng
Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker
title Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker
title_full Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker
title_fullStr Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker
title_full_unstemmed Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker
title_short Application of Multiscale Entropy in Mechanical Fault Diagnosis of High Voltage Circuit Breaker
title_sort application of multiscale entropy in mechanical fault diagnosis of high voltage circuit breaker
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512844/
https://www.ncbi.nlm.nih.gov/pubmed/33265415
http://dx.doi.org/10.3390/e20050325
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