Exploiting switching transients for broken rotor bar detection in inverter-fed induction machines at all operating conditions

In comparison to rotor bar fault detection for mains fed induction machines the detection in inverter-fed drives is especially challenging. The most important reasons are the disturbances introduced by the fast switching of the inverter. Moreover the fault indicator is influenced also by control dyn...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: Nussbaumer, P., Stojicic, G., Wolbank, T. M.
Format: Tagungsbericht
Sprache:eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 423
container_issue
container_start_page 418
container_title
container_volume
creator Nussbaumer, P.
Stojicic, G.
Wolbank, T. M.
description In comparison to rotor bar fault detection for mains fed induction machines the detection in inverter-fed drives is especially challenging. The most important reasons are the disturbances introduced by the fast switching of the inverter. Moreover the fault indicator is influenced also by control dynamics and load changes. In addition most known fault detection technologies need a certain load level to ensure proper accuracy of the fault indicator. The proposed approach overcomes these drawbacks and allows accurate detection of rotor bar faults at all operating conditions. By applying special voltage pulse patterns using the inverter switching and identifying the currents reaction it is possible to calculate the machine's transient reactance. Due to rotor fault the distribution of the transient flux linkage is altered. This leads to a fault induced asymmetry in the spatial distribution of the transient reactance that can be used as a fault indicator. However, load condition influences the fault indicator. To eliminate this influence a compensation strategy using artificial neural networks is presented. Measurement results for healthy and faulty condition show the capability of the novel rotor bar fault detection approach at different load conditions.
doi_str_mv 10.1109/IEMDC.2011.5994630
format Conference Proceeding
fullrecord <record><control><sourceid>ieee_6IE</sourceid><recordid>TN_cdi_ieee_primary_5994630</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>5994630</ieee_id><sourcerecordid>5994630</sourcerecordid><originalsourceid>FETCH-LOGICAL-i90t-1b6afdadded5a9feefc8dde8877be94495b00bfd4fbeb9b0eeaacaa7377f8c3b3</originalsourceid><addsrcrecordid>eNotkN1OwzAMhYMQEjD2AnCTF-hw1p80l2iMMWmIm91PTuNAoGuqJPxd8O60bNaR7E_HOpbM2LWAmRCgbtfLp_vFbA5CzEqliiqHEzZVshZFKSVAqeCUXR6hgvycTWN8g6GqSgk5v2C_y---9S657oXHL5ea13FKAbvoqEuRWx-4Dv6dOh58GgEDN5SoSc533I36pJAoZJbMAObj4OxxzKLIMXFsW-57Cvh_p_GdceNOvGJnFttI02OfsO3Dcrt4zDbPq_XibpM5BSkTukJr0BgyJSpLZJt6gLqWUpMqClVqAG1NYTVppYEIsUGUuZS2bnKdT9jNIdYR0a4Pbo_hZ3d8WP4HNdhlQw</addsrcrecordid><sourcetype>Publisher</sourcetype><iscdi>true</iscdi><recordtype>conference_proceeding</recordtype></control><display><type>conference_proceeding</type><title>Exploiting switching transients for broken rotor bar detection in inverter-fed induction machines at all operating conditions</title><source>IEEE Electronic Library (IEL) Conference Proceedings</source><creator>Nussbaumer, P. ; Stojicic, G. ; Wolbank, T. M.</creator><creatorcontrib>Nussbaumer, P. ; Stojicic, G. ; Wolbank, T. M.</creatorcontrib><description>In comparison to rotor bar fault detection for mains fed induction machines the detection in inverter-fed drives is especially challenging. The most important reasons are the disturbances introduced by the fast switching of the inverter. Moreover the fault indicator is influenced also by control dynamics and load changes. In addition most known fault detection technologies need a certain load level to ensure proper accuracy of the fault indicator. The proposed approach overcomes these drawbacks and allows accurate detection of rotor bar faults at all operating conditions. By applying special voltage pulse patterns using the inverter switching and identifying the currents reaction it is possible to calculate the machine's transient reactance. Due to rotor fault the distribution of the transient flux linkage is altered. This leads to a fault induced asymmetry in the spatial distribution of the transient reactance that can be used as a fault indicator. However, load condition influences the fault indicator. To eliminate this influence a compensation strategy using artificial neural networks is presented. Measurement results for healthy and faulty condition show the capability of the novel rotor bar fault detection approach at different load conditions.</description><identifier>ISBN: 1457700603</identifier><identifier>ISBN: 9781457700606</identifier><identifier>EISBN: 9781457700590</identifier><identifier>EISBN: 1457700611</identifier><identifier>EISBN: 9781457700613</identifier><identifier>EISBN: 145770059X</identifier><identifier>DOI: 10.1109/IEMDC.2011.5994630</identifier><language>eng</language><publisher>IEEE</publisher><subject>Artificial neural networks ; Fault detection ; Fault diagnosis ; Harmonic analysis ; Induction machines ; Induction motor protection ; Monitoring ; Neural networks ; Pulse width modulated inverters ; Rotors ; Squirrel cage motors ; Stators ; Switches ; Transient analysis ; Transient response</subject><ispartof>2011 IEEE International Electric Machines &amp; Drives Conference (IEMDC), 2011, p.418-423</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/5994630$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,776,780,785,786,2052,27902,54895</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/5994630$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Nussbaumer, P.</creatorcontrib><creatorcontrib>Stojicic, G.</creatorcontrib><creatorcontrib>Wolbank, T. M.</creatorcontrib><title>Exploiting switching transients for broken rotor bar detection in inverter-fed induction machines at all operating conditions</title><title>2011 IEEE International Electric Machines &amp; Drives Conference (IEMDC)</title><addtitle>IEMDC</addtitle><description>In comparison to rotor bar fault detection for mains fed induction machines the detection in inverter-fed drives is especially challenging. The most important reasons are the disturbances introduced by the fast switching of the inverter. Moreover the fault indicator is influenced also by control dynamics and load changes. In addition most known fault detection technologies need a certain load level to ensure proper accuracy of the fault indicator. The proposed approach overcomes these drawbacks and allows accurate detection of rotor bar faults at all operating conditions. By applying special voltage pulse patterns using the inverter switching and identifying the currents reaction it is possible to calculate the machine's transient reactance. Due to rotor fault the distribution of the transient flux linkage is altered. This leads to a fault induced asymmetry in the spatial distribution of the transient reactance that can be used as a fault indicator. However, load condition influences the fault indicator. To eliminate this influence a compensation strategy using artificial neural networks is presented. Measurement results for healthy and faulty condition show the capability of the novel rotor bar fault detection approach at different load conditions.</description><subject>Artificial neural networks</subject><subject>Fault detection</subject><subject>Fault diagnosis</subject><subject>Harmonic analysis</subject><subject>Induction machines</subject><subject>Induction motor protection</subject><subject>Monitoring</subject><subject>Neural networks</subject><subject>Pulse width modulated inverters</subject><subject>Rotors</subject><subject>Squirrel cage motors</subject><subject>Stators</subject><subject>Switches</subject><subject>Transient analysis</subject><subject>Transient response</subject><isbn>1457700603</isbn><isbn>9781457700606</isbn><isbn>9781457700590</isbn><isbn>1457700611</isbn><isbn>9781457700613</isbn><isbn>145770059X</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2011</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNotkN1OwzAMhYMQEjD2AnCTF-hw1p80l2iMMWmIm91PTuNAoGuqJPxd8O60bNaR7E_HOpbM2LWAmRCgbtfLp_vFbA5CzEqliiqHEzZVshZFKSVAqeCUXR6hgvycTWN8g6GqSgk5v2C_y---9S657oXHL5ea13FKAbvoqEuRWx-4Dv6dOh58GgEDN5SoSc533I36pJAoZJbMAObj4OxxzKLIMXFsW-57Cvh_p_GdceNOvGJnFttI02OfsO3Dcrt4zDbPq_XibpM5BSkTukJr0BgyJSpLZJt6gLqWUpMqClVqAG1NYTVppYEIsUGUuZS2bnKdT9jNIdYR0a4Pbo_hZ3d8WP4HNdhlQw</recordid><startdate>201105</startdate><enddate>201105</enddate><creator>Nussbaumer, P.</creator><creator>Stojicic, G.</creator><creator>Wolbank, T. M.</creator><general>IEEE</general><scope>6IE</scope><scope>6IL</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIL</scope></search><sort><creationdate>201105</creationdate><title>Exploiting switching transients for broken rotor bar detection in inverter-fed induction machines at all operating conditions</title><author>Nussbaumer, P. ; Stojicic, G. ; Wolbank, T. M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i90t-1b6afdadded5a9feefc8dde8877be94495b00bfd4fbeb9b0eeaacaa7377f8c3b3</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Artificial neural networks</topic><topic>Fault detection</topic><topic>Fault diagnosis</topic><topic>Harmonic analysis</topic><topic>Induction machines</topic><topic>Induction motor protection</topic><topic>Monitoring</topic><topic>Neural networks</topic><topic>Pulse width modulated inverters</topic><topic>Rotors</topic><topic>Squirrel cage motors</topic><topic>Stators</topic><topic>Switches</topic><topic>Transient analysis</topic><topic>Transient response</topic><toplevel>online_resources</toplevel><creatorcontrib>Nussbaumer, P.</creatorcontrib><creatorcontrib>Stojicic, G.</creatorcontrib><creatorcontrib>Wolbank, T. M.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP All) 1998-Present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Nussbaumer, P.</au><au>Stojicic, G.</au><au>Wolbank, T. M.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Exploiting switching transients for broken rotor bar detection in inverter-fed induction machines at all operating conditions</atitle><btitle>2011 IEEE International Electric Machines &amp; Drives Conference (IEMDC)</btitle><stitle>IEMDC</stitle><date>2011-05</date><risdate>2011</risdate><spage>418</spage><epage>423</epage><pages>418-423</pages><isbn>1457700603</isbn><isbn>9781457700606</isbn><eisbn>9781457700590</eisbn><eisbn>1457700611</eisbn><eisbn>9781457700613</eisbn><eisbn>145770059X</eisbn><abstract>In comparison to rotor bar fault detection for mains fed induction machines the detection in inverter-fed drives is especially challenging. The most important reasons are the disturbances introduced by the fast switching of the inverter. Moreover the fault indicator is influenced also by control dynamics and load changes. In addition most known fault detection technologies need a certain load level to ensure proper accuracy of the fault indicator. The proposed approach overcomes these drawbacks and allows accurate detection of rotor bar faults at all operating conditions. By applying special voltage pulse patterns using the inverter switching and identifying the currents reaction it is possible to calculate the machine's transient reactance. Due to rotor fault the distribution of the transient flux linkage is altered. This leads to a fault induced asymmetry in the spatial distribution of the transient reactance that can be used as a fault indicator. However, load condition influences the fault indicator. To eliminate this influence a compensation strategy using artificial neural networks is presented. Measurement results for healthy and faulty condition show the capability of the novel rotor bar fault detection approach at different load conditions.</abstract><pub>IEEE</pub><doi>10.1109/IEMDC.2011.5994630</doi><tpages>6</tpages></addata></record>
fulltext fulltext_linktorsrc
identifier ISBN: 1457700603
ispartof 2011 IEEE International Electric Machines & Drives Conference (IEMDC), 2011, p.418-423
issn
language eng
recordid cdi_ieee_primary_5994630
source IEEE Electronic Library (IEL) Conference Proceedings
subjects Artificial neural networks
Fault detection
Fault diagnosis
Harmonic analysis
Induction machines
Induction motor protection
Monitoring
Neural networks
Pulse width modulated inverters
Rotors
Squirrel cage motors
Stators
Switches
Transient analysis
Transient response
title Exploiting switching transients for broken rotor bar detection in inverter-fed induction machines at all operating conditions
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-06T19%3A06%3A14IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-ieee_6IE&rft_val_fmt=info:ofi/fmt:kev:mtx:book&rft.genre=proceeding&rft.atitle=Exploiting%20switching%20transients%20for%20broken%20rotor%20bar%20detection%20in%20inverter-fed%20induction%20machines%20at%20all%20operating%20conditions&rft.btitle=2011%20IEEE%20International%20Electric%20Machines%20&%20Drives%20Conference%20(IEMDC)&rft.au=Nussbaumer,%20P.&rft.date=2011-05&rft.spage=418&rft.epage=423&rft.pages=418-423&rft.isbn=1457700603&rft.isbn_list=9781457700606&rft_id=info:doi/10.1109/IEMDC.2011.5994630&rft_dat=%3Cieee_6IE%3E5994630%3C/ieee_6IE%3E%3Curl%3E%3C/url%3E&rft.eisbn=9781457700590&rft.eisbn_list=1457700611&rft.eisbn_list=9781457700613&rft.eisbn_list=145770059X&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_id=info:pmid/&rft_ieee_id=5994630&rfr_iscdi=true