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A Dynamic Integrated Fault Diagnosis Method for Power Transformers

In order to diagnose transformer fault efficiently and accurately, a dynamic integrated fault diagnosis method based on Bayesian network is proposed in this paper. First, an integrated fault diagnosis model is established based on the causal relationship among abnormal working conditions, failure mo...

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Detalles Bibliográficos
Autores principales: Gao, Wensheng, Bai, Cuifen, Liu, Tong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4320846/
https://www.ncbi.nlm.nih.gov/pubmed/25685841
http://dx.doi.org/10.1155/2015/459268
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author Gao, Wensheng
Bai, Cuifen
Liu, Tong
author_facet Gao, Wensheng
Bai, Cuifen
Liu, Tong
author_sort Gao, Wensheng
collection PubMed
description In order to diagnose transformer fault efficiently and accurately, a dynamic integrated fault diagnosis method based on Bayesian network is proposed in this paper. First, an integrated fault diagnosis model is established based on the causal relationship among abnormal working conditions, failure modes, and failure symptoms of transformers, aimed at obtaining the most possible failure mode. And then considering the evidence input into the diagnosis model is gradually acquired and the fault diagnosis process in reality is multistep, a dynamic fault diagnosis mechanism is proposed based on the integrated fault diagnosis model. Different from the existing one-step diagnosis mechanism, it includes a multistep evidence-selection process, which gives the most effective diagnostic test to be performed in next step. Therefore, it can reduce unnecessary diagnostic tests and improve the accuracy and efficiency of diagnosis. Finally, the dynamic integrated fault diagnosis method is applied to actual cases, and the validity of this method is verified.
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spelling pubmed-43208462015-02-15 A Dynamic Integrated Fault Diagnosis Method for Power Transformers Gao, Wensheng Bai, Cuifen Liu, Tong ScientificWorldJournal Research Article In order to diagnose transformer fault efficiently and accurately, a dynamic integrated fault diagnosis method based on Bayesian network is proposed in this paper. First, an integrated fault diagnosis model is established based on the causal relationship among abnormal working conditions, failure modes, and failure symptoms of transformers, aimed at obtaining the most possible failure mode. And then considering the evidence input into the diagnosis model is gradually acquired and the fault diagnosis process in reality is multistep, a dynamic fault diagnosis mechanism is proposed based on the integrated fault diagnosis model. Different from the existing one-step diagnosis mechanism, it includes a multistep evidence-selection process, which gives the most effective diagnostic test to be performed in next step. Therefore, it can reduce unnecessary diagnostic tests and improve the accuracy and efficiency of diagnosis. Finally, the dynamic integrated fault diagnosis method is applied to actual cases, and the validity of this method is verified. Hindawi Publishing Corporation 2015 2015-01-20 /pmc/articles/PMC4320846/ /pubmed/25685841 http://dx.doi.org/10.1155/2015/459268 Text en Copyright © 2015 Wensheng Gao et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Gao, Wensheng
Bai, Cuifen
Liu, Tong
A Dynamic Integrated Fault Diagnosis Method for Power Transformers
title A Dynamic Integrated Fault Diagnosis Method for Power Transformers
title_full A Dynamic Integrated Fault Diagnosis Method for Power Transformers
title_fullStr A Dynamic Integrated Fault Diagnosis Method for Power Transformers
title_full_unstemmed A Dynamic Integrated Fault Diagnosis Method for Power Transformers
title_short A Dynamic Integrated Fault Diagnosis Method for Power Transformers
title_sort dynamic integrated fault diagnosis method for power transformers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4320846/
https://www.ncbi.nlm.nih.gov/pubmed/25685841
http://dx.doi.org/10.1155/2015/459268
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