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Broken Rotor Bar Detection in Induction Motors through Contrast Estimation

Induction motors (IM) are key components of any industrial process; hence, it is important to carry out continuous monitoring to detect incipient faults in them in order to avoid interruptions on production lines. Broken rotor bars (BRBs), which are among the most regular and most complex to detect...

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Autores principales: Ferrucho-Alvarez, Edna Rocio, Martinez-Herrera, Ana Laura, Cabal-Yepez, Eduardo, Rodriguez-Donate, Carlos, Lopez-Ramirez, Misael, Mata-Chavez, Ruth Ivonne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8621904/
https://www.ncbi.nlm.nih.gov/pubmed/34833521
http://dx.doi.org/10.3390/s21227446
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author Ferrucho-Alvarez, Edna Rocio
Martinez-Herrera, Ana Laura
Cabal-Yepez, Eduardo
Rodriguez-Donate, Carlos
Lopez-Ramirez, Misael
Mata-Chavez, Ruth Ivonne
author_facet Ferrucho-Alvarez, Edna Rocio
Martinez-Herrera, Ana Laura
Cabal-Yepez, Eduardo
Rodriguez-Donate, Carlos
Lopez-Ramirez, Misael
Mata-Chavez, Ruth Ivonne
author_sort Ferrucho-Alvarez, Edna Rocio
collection PubMed
description Induction motors (IM) are key components of any industrial process; hence, it is important to carry out continuous monitoring to detect incipient faults in them in order to avoid interruptions on production lines. Broken rotor bars (BRBs), which are among the most regular and most complex to detect faults, have attracted the attention of many researchers, who are searching for reliable methods to recognize this condition with high certainty. Most proposed techniques in the literature are applied during the IM startup transient, making it necessary to develop more efficient fault detection techniques able to carry out fault identification during the IM steady state. In this work, a novel methodology based on motor current signal analysis and contrast estimation is introduced for BRB detection. It is worth noting that contrast has mainly been used in image processing for analyzing texture, and, to the best of the authors’ knowledge, it has never been used for diagnosing the operative condition of an induction motor. Experimental results from applying the approach put forward validate Unser and Tamura contrast definitions as useful indicators for identifying and classifying an IM operational condition as healthy, one broken bar (1BB), or two broken bars (2BB), with high certainty during its steady state.
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spelling pubmed-86219042021-11-27 Broken Rotor Bar Detection in Induction Motors through Contrast Estimation Ferrucho-Alvarez, Edna Rocio Martinez-Herrera, Ana Laura Cabal-Yepez, Eduardo Rodriguez-Donate, Carlos Lopez-Ramirez, Misael Mata-Chavez, Ruth Ivonne Sensors (Basel) Article Induction motors (IM) are key components of any industrial process; hence, it is important to carry out continuous monitoring to detect incipient faults in them in order to avoid interruptions on production lines. Broken rotor bars (BRBs), which are among the most regular and most complex to detect faults, have attracted the attention of many researchers, who are searching for reliable methods to recognize this condition with high certainty. Most proposed techniques in the literature are applied during the IM startup transient, making it necessary to develop more efficient fault detection techniques able to carry out fault identification during the IM steady state. In this work, a novel methodology based on motor current signal analysis and contrast estimation is introduced for BRB detection. It is worth noting that contrast has mainly been used in image processing for analyzing texture, and, to the best of the authors’ knowledge, it has never been used for diagnosing the operative condition of an induction motor. Experimental results from applying the approach put forward validate Unser and Tamura contrast definitions as useful indicators for identifying and classifying an IM operational condition as healthy, one broken bar (1BB), or two broken bars (2BB), with high certainty during its steady state. MDPI 2021-11-09 /pmc/articles/PMC8621904/ /pubmed/34833521 http://dx.doi.org/10.3390/s21227446 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ferrucho-Alvarez, Edna Rocio
Martinez-Herrera, Ana Laura
Cabal-Yepez, Eduardo
Rodriguez-Donate, Carlos
Lopez-Ramirez, Misael
Mata-Chavez, Ruth Ivonne
Broken Rotor Bar Detection in Induction Motors through Contrast Estimation
title Broken Rotor Bar Detection in Induction Motors through Contrast Estimation
title_full Broken Rotor Bar Detection in Induction Motors through Contrast Estimation
title_fullStr Broken Rotor Bar Detection in Induction Motors through Contrast Estimation
title_full_unstemmed Broken Rotor Bar Detection in Induction Motors through Contrast Estimation
title_short Broken Rotor Bar Detection in Induction Motors through Contrast Estimation
title_sort broken rotor bar detection in induction motors through contrast estimation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8621904/
https://www.ncbi.nlm.nih.gov/pubmed/34833521
http://dx.doi.org/10.3390/s21227446
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