Transient envelope current analysis for inter-turn short-circuit detection in induction motor stator
Electrical machines are subject to faults which, depending on the type and importance of the plant, can cause material, economic and social damage. The reliability required for electric motors constantly grows due to the importance of their applications and technological advancement. One of these po...
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Veröffentlicht in: | Journal of the Brazilian Society of Mechanical Sciences and Engineering 2020-02, Vol.42 (2), Article 97 |
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container_title | Journal of the Brazilian Society of Mechanical Sciences and Engineering |
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creator | Zaparoli, Isabela Oliveira Rabelo Baccarini, Lane Maria Lamim Filho, Paulo Cezar Monteiro Batista, Fabiano Bianchini |
description | Electrical machines are subject to faults which, depending on the type and importance of the plant, can cause material, economic and social damage. The reliability required for electric motors constantly grows due to the importance of their applications and technological advancement. One of these possible faults is an inter-turn short circuit of the stator winding. This is a very severe failure because its evolution to a worst fault is very fast. Thus, the initial detection of the inter-turn short circuit is of fundamental importance to avoid further damage to the motor. Steady-state analysis is not adequate when applied in some cases, such as unloaded machines, loads with oscillating torque and power with voltage fluctuations. The present work brings a new study of the transient current to analyze the beginning of inter-turn short circuits in the induction motor stator windings. The proposed methodology extracts the second component from the transient envelope of the motor starting current signals by principal component analysis. These components reflect the asymmetry caused by the initial short circuit and carry the desired fault information. By variance analysis it becomes possible to monitor the evolution of a short-circuit fault. Numerical and experimental signals are provided to validate the effectiveness of the novel technique. |
doi_str_mv | 10.1007/s40430-020-2188-7 |
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The reliability required for electric motors constantly grows due to the importance of their applications and technological advancement. One of these possible faults is an inter-turn short circuit of the stator winding. This is a very severe failure because its evolution to a worst fault is very fast. Thus, the initial detection of the inter-turn short circuit is of fundamental importance to avoid further damage to the motor. Steady-state analysis is not adequate when applied in some cases, such as unloaded machines, loads with oscillating torque and power with voltage fluctuations. The present work brings a new study of the transient current to analyze the beginning of inter-turn short circuits in the induction motor stator windings. The proposed methodology extracts the second component from the transient envelope of the motor starting current signals by principal component analysis. These components reflect the asymmetry caused by the initial short circuit and carry the desired fault information. By variance analysis it becomes possible to monitor the evolution of a short-circuit fault. Numerical and experimental signals are provided to validate the effectiveness of the novel technique.</description><identifier>ISSN: 1678-5878</identifier><identifier>EISSN: 1806-3691</identifier><identifier>DOI: 10.1007/s40430-020-2188-7</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Circuits ; Coils (windings) ; Damage ; Electric motors ; Engineering ; Evolution ; Fault detection ; Induction motors ; Mechanical Engineering ; Motor stators ; Plant reliability ; Principal components analysis ; Short circuits ; Technical Paper ; Transient current ; Variance analysis</subject><ispartof>Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2020-02, Vol.42 (2), Article 97</ispartof><rights>The Brazilian Society of Mechanical Sciences and Engineering 2020</rights><rights>2020© The Brazilian Society of Mechanical Sciences and Engineering 2020</rights><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c316t-2c36fade012bb1ac27f0c1bcbd9c3ce62cf070ddc5ae43ede475090e56361a4b3</citedby><cites>FETCH-LOGICAL-c316t-2c36fade012bb1ac27f0c1bcbd9c3ce62cf070ddc5ae43ede475090e56361a4b3</cites><orcidid>0000-0001-9621-9370</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s40430-020-2188-7$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s40430-020-2188-7$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids></links><search><creatorcontrib>Zaparoli, Isabela Oliveira</creatorcontrib><creatorcontrib>Rabelo Baccarini, Lane Maria</creatorcontrib><creatorcontrib>Lamim Filho, Paulo Cezar Monteiro</creatorcontrib><creatorcontrib>Batista, Fabiano Bianchini</creatorcontrib><title>Transient envelope current analysis for inter-turn short-circuit detection in induction motor stator</title><title>Journal of the Brazilian Society of Mechanical Sciences and Engineering</title><addtitle>J Braz. Soc. Mech. Sci. Eng</addtitle><description>Electrical machines are subject to faults which, depending on the type and importance of the plant, can cause material, economic and social damage. The reliability required for electric motors constantly grows due to the importance of their applications and technological advancement. One of these possible faults is an inter-turn short circuit of the stator winding. This is a very severe failure because its evolution to a worst fault is very fast. Thus, the initial detection of the inter-turn short circuit is of fundamental importance to avoid further damage to the motor. Steady-state analysis is not adequate when applied in some cases, such as unloaded machines, loads with oscillating torque and power with voltage fluctuations. The present work brings a new study of the transient current to analyze the beginning of inter-turn short circuits in the induction motor stator windings. The proposed methodology extracts the second component from the transient envelope of the motor starting current signals by principal component analysis. These components reflect the asymmetry caused by the initial short circuit and carry the desired fault information. By variance analysis it becomes possible to monitor the evolution of a short-circuit fault. Numerical and experimental signals are provided to validate the effectiveness of the novel technique.</description><subject>Circuits</subject><subject>Coils (windings)</subject><subject>Damage</subject><subject>Electric motors</subject><subject>Engineering</subject><subject>Evolution</subject><subject>Fault detection</subject><subject>Induction motors</subject><subject>Mechanical Engineering</subject><subject>Motor stators</subject><subject>Plant reliability</subject><subject>Principal components analysis</subject><subject>Short circuits</subject><subject>Technical Paper</subject><subject>Transient current</subject><subject>Variance analysis</subject><issn>1678-5878</issn><issn>1806-3691</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><recordid>eNp1UMtKBDEQDKKgrn6AtwHP0c579ijiCxa8rOeQSXp0lt3MmmQE_94sI3gSGqq7qapuipArBjcMwNxmCVIABQ6Us7al5oicsRY0FXrJjmuvTUtVa9pTcp7zBkBwpdUZCevkYh4wlgbjF27HPTZ-SumwcNFtv_OQm35MzRALJlqmFJv8MaZC_ZD8NJQmYEFfhjFWSq0wzcNuLFWVi6twQU56t814-YsL8vb4sL5_pqvXp5f7uxX1gulCuRe6dwGB8a5jznPTg2ed78LSC4-a-x4MhOCVQykwoDQKloBKC82c7MSCXM---zR-TpiL3Yz14XrSciGlUtJoVVlsZvk05pywt_s07Fz6tgzsIUw7h2lrmPYQpjVVw2dNrtz4junP-X_RDzxyelk</recordid><startdate>20200201</startdate><enddate>20200201</enddate><creator>Zaparoli, Isabela Oliveira</creator><creator>Rabelo Baccarini, Lane Maria</creator><creator>Lamim Filho, Paulo Cezar Monteiro</creator><creator>Batista, Fabiano Bianchini</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><orcidid>https://orcid.org/0000-0001-9621-9370</orcidid></search><sort><creationdate>20200201</creationdate><title>Transient envelope current analysis for inter-turn short-circuit detection in induction motor stator</title><author>Zaparoli, Isabela Oliveira ; Rabelo Baccarini, Lane Maria ; Lamim Filho, Paulo Cezar Monteiro ; Batista, Fabiano Bianchini</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c316t-2c36fade012bb1ac27f0c1bcbd9c3ce62cf070ddc5ae43ede475090e56361a4b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Circuits</topic><topic>Coils (windings)</topic><topic>Damage</topic><topic>Electric motors</topic><topic>Engineering</topic><topic>Evolution</topic><topic>Fault detection</topic><topic>Induction motors</topic><topic>Mechanical Engineering</topic><topic>Motor stators</topic><topic>Plant reliability</topic><topic>Principal components analysis</topic><topic>Short circuits</topic><topic>Technical Paper</topic><topic>Transient current</topic><topic>Variance analysis</topic><toplevel>online_resources</toplevel><creatorcontrib>Zaparoli, Isabela Oliveira</creatorcontrib><creatorcontrib>Rabelo Baccarini, Lane Maria</creatorcontrib><creatorcontrib>Lamim Filho, Paulo Cezar Monteiro</creatorcontrib><creatorcontrib>Batista, Fabiano Bianchini</creatorcontrib><collection>CrossRef</collection><jtitle>Journal of the Brazilian Society of Mechanical Sciences and Engineering</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zaparoli, Isabela Oliveira</au><au>Rabelo Baccarini, Lane Maria</au><au>Lamim Filho, Paulo Cezar Monteiro</au><au>Batista, Fabiano Bianchini</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Transient envelope current analysis for inter-turn short-circuit detection in induction motor stator</atitle><jtitle>Journal of the Brazilian Society of Mechanical Sciences and Engineering</jtitle><stitle>J Braz. 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The present work brings a new study of the transient current to analyze the beginning of inter-turn short circuits in the induction motor stator windings. The proposed methodology extracts the second component from the transient envelope of the motor starting current signals by principal component analysis. These components reflect the asymmetry caused by the initial short circuit and carry the desired fault information. By variance analysis it becomes possible to monitor the evolution of a short-circuit fault. Numerical and experimental signals are provided to validate the effectiveness of the novel technique.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><doi>10.1007/s40430-020-2188-7</doi><orcidid>https://orcid.org/0000-0001-9621-9370</orcidid></addata></record> |
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source | SpringerNature Journals |
subjects | Circuits Coils (windings) Damage Electric motors Engineering Evolution Fault detection Induction motors Mechanical Engineering Motor stators Plant reliability Principal components analysis Short circuits Technical Paper Transient current Variance analysis |
title | Transient envelope current analysis for inter-turn short-circuit detection in induction motor stator |
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