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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-7512844 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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