Discrete wavelet transform and energy eigen value for rotor bars fault detection in variable speed field-oriented control of induction motor drive
This paper presents a methodology for the broken rotor bars fault detection is considered when the rotor speed varies continuously and the induction machine is controlled by Field-Oriented Control (FOC). The rotor fault detection is obtained by analyzing a several mechanical and electrical quantitie...
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Veröffentlicht in: | ISA transactions 2018-08, Vol.79, p.217-231 |
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description | This paper presents a methodology for the broken rotor bars fault detection is considered when the rotor speed varies continuously and the induction machine is controlled by Field-Oriented Control (FOC). The rotor fault detection is obtained by analyzing a several mechanical and electrical quantities (i.e., rotor speed, stator phase current and output signal of the speed regulator) by the Discrete Wavelet Transform (DWT) in variable speed drives. The severity of the fault is obtained by stored energy calculation for active power signal. Hence, it can be a useful solution as fault indicator. The FOC is implemented in order to preserve a good performance speed control; to compensate the broken rotor bars effect in the mechanical speed and to ensure the operation continuity and to investigate the fault effect in the variable speed. The effectiveness of the technique is evaluated in simulation and in a real-time implementation by using Matlab/Simulink with the real-time interface (RTI) based on dSpace 1104 board.
•Field-oriented control of the induction motor in healthy and faulty states.•Rotor bars fault detection in variable speed drives.•Discrete Wavelet transforms used to confirm the presence of fault by analysis a several control quantities.•The severity of the fault is obtained by stored energy calculation for active power signal.•The proposed control and fault detection are validated experimentally using dSpace 1104. |
doi_str_mv | 10.1016/j.isatra.2018.04.019 |
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•Field-oriented control of the induction motor in healthy and faulty states.•Rotor bars fault detection in variable speed drives.•Discrete Wavelet transforms used to confirm the presence of fault by analysis a several control quantities.•The severity of the fault is obtained by stored energy calculation for active power signal.•The proposed control and fault detection are validated experimentally using dSpace 1104.</description><identifier>ISSN: 0019-0578</identifier><identifier>EISSN: 1879-2022</identifier><identifier>DOI: 10.1016/j.isatra.2018.04.019</identifier><identifier>PMID: 29731106</identifier><language>eng</language><publisher>United States: Elsevier Ltd</publisher><subject>Broken rotor bars ; Discrete wavelet transform ; dSpace 1104 ; Engineering Sciences ; Fault diagnosis ; Induction motor ; Vector control</subject><ispartof>ISA transactions, 2018-08, Vol.79, p.217-231</ispartof><rights>2018</rights><rights>Copyright © 2018. Published by Elsevier Ltd.</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c442t-13f01095205a3a232b8862e8e745ea64268f90e39574e46592e6ccafa261e66b3</citedby><cites>FETCH-LOGICAL-c442t-13f01095205a3a232b8862e8e745ea64268f90e39574e46592e6ccafa261e66b3</cites><orcidid>0000-0003-4546-5963</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://dx.doi.org/10.1016/j.isatra.2018.04.019$$EHTML$$P50$$Gelsevier$$H</linktohtml><link.rule.ids>230,314,780,784,885,3550,27924,27925,45995</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29731106$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://univ-artois.hal.science/hal-04292451$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Ameid, Tarek</creatorcontrib><creatorcontrib>Menacer, Arezki</creatorcontrib><creatorcontrib>Talhaoui, Hicham</creatorcontrib><creatorcontrib>Azzoug, Youness</creatorcontrib><title>Discrete wavelet transform and energy eigen value for rotor bars fault detection in variable speed field-oriented control of induction motor drive</title><title>ISA transactions</title><addtitle>ISA Trans</addtitle><description>This paper presents a methodology for the broken rotor bars fault detection is considered when the rotor speed varies continuously and the induction machine is controlled by Field-Oriented Control (FOC). The rotor fault detection is obtained by analyzing a several mechanical and electrical quantities (i.e., rotor speed, stator phase current and output signal of the speed regulator) by the Discrete Wavelet Transform (DWT) in variable speed drives. The severity of the fault is obtained by stored energy calculation for active power signal. Hence, it can be a useful solution as fault indicator. The FOC is implemented in order to preserve a good performance speed control; to compensate the broken rotor bars effect in the mechanical speed and to ensure the operation continuity and to investigate the fault effect in the variable speed. The effectiveness of the technique is evaluated in simulation and in a real-time implementation by using Matlab/Simulink with the real-time interface (RTI) based on dSpace 1104 board.
•Field-oriented control of the induction motor in healthy and faulty states.•Rotor bars fault detection in variable speed drives.•Discrete Wavelet transforms used to confirm the presence of fault by analysis a several control quantities.•The severity of the fault is obtained by stored energy calculation for active power signal.•The proposed control and fault detection are validated experimentally using dSpace 1104.</description><subject>Broken rotor bars</subject><subject>Discrete wavelet transform</subject><subject>dSpace 1104</subject><subject>Engineering Sciences</subject><subject>Fault diagnosis</subject><subject>Induction motor</subject><subject>Vector control</subject><issn>0019-0578</issn><issn>1879-2022</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNp9kc1u1DAUhS1ERYfCGyDkJSySXjuOE2-QqvLTSiOxgbXlJDfFIycebCdVX4MnroeULtnY8vV3z5HOIeQdg5IBk5eH0kaTgik5sLYEUQJTL8iOtY0qOHD-kuwgjwqom_acvI7xAAC8Vu0rcs5VUzEGckf-fLaxD5iQ3psVHSaaJec4-jBRMw8UZwx3DxTtHc50NW5Bmv9o8CmfnQmRjmZxiQ5Zok_Wz9SeuGBN55DGI-JAR4tuKHywOKf87P2cgnfUj5kdlm1r-is4BLviG3I2Ghfx7dN9QX5-_fLj-qbYf_92e321L3oheCpYNQIDVXOoTWV4xbu2lRxbbESNRgou21EBVqpuBApZK46y781ouGQoZVddkI-b7i_j9DHYyYQH7Y3VN1d7fZqB4IqLmq0ssx829hj87wVj0lPODZ0zM_olag5V3WS-VRkVG9oHH2PA8VmbgT41pw96a06fmssuOteU194_OSzdhMPz0r-qMvBpAzBnsloMOvY50R4HG3L0evD2_w6Pr9StTQ</recordid><startdate>201808</startdate><enddate>201808</enddate><creator>Ameid, Tarek</creator><creator>Menacer, Arezki</creator><creator>Talhaoui, Hicham</creator><creator>Azzoug, Youness</creator><general>Elsevier Ltd</general><general>Elsevier</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>1XC</scope><scope>VOOES</scope><orcidid>https://orcid.org/0000-0003-4546-5963</orcidid></search><sort><creationdate>201808</creationdate><title>Discrete wavelet transform and energy eigen value for rotor bars fault detection in variable speed field-oriented control of induction motor drive</title><author>Ameid, Tarek ; Menacer, Arezki ; Talhaoui, Hicham ; Azzoug, Youness</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c442t-13f01095205a3a232b8862e8e745ea64268f90e39574e46592e6ccafa261e66b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Broken rotor bars</topic><topic>Discrete wavelet transform</topic><topic>dSpace 1104</topic><topic>Engineering Sciences</topic><topic>Fault diagnosis</topic><topic>Induction motor</topic><topic>Vector control</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Ameid, Tarek</creatorcontrib><creatorcontrib>Menacer, Arezki</creatorcontrib><creatorcontrib>Talhaoui, Hicham</creatorcontrib><creatorcontrib>Azzoug, Youness</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>Hyper Article en Ligne (HAL)</collection><collection>Hyper Article en Ligne (HAL) (Open Access)</collection><jtitle>ISA transactions</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Ameid, Tarek</au><au>Menacer, Arezki</au><au>Talhaoui, Hicham</au><au>Azzoug, Youness</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Discrete wavelet transform and energy eigen value for rotor bars fault detection in variable speed field-oriented control of induction motor drive</atitle><jtitle>ISA transactions</jtitle><addtitle>ISA Trans</addtitle><date>2018-08</date><risdate>2018</risdate><volume>79</volume><spage>217</spage><epage>231</epage><pages>217-231</pages><issn>0019-0578</issn><eissn>1879-2022</eissn><abstract>This paper presents a methodology for the broken rotor bars fault detection is considered when the rotor speed varies continuously and the induction machine is controlled by Field-Oriented Control (FOC). The rotor fault detection is obtained by analyzing a several mechanical and electrical quantities (i.e., rotor speed, stator phase current and output signal of the speed regulator) by the Discrete Wavelet Transform (DWT) in variable speed drives. The severity of the fault is obtained by stored energy calculation for active power signal. Hence, it can be a useful solution as fault indicator. The FOC is implemented in order to preserve a good performance speed control; to compensate the broken rotor bars effect in the mechanical speed and to ensure the operation continuity and to investigate the fault effect in the variable speed. The effectiveness of the technique is evaluated in simulation and in a real-time implementation by using Matlab/Simulink with the real-time interface (RTI) based on dSpace 1104 board.
•Field-oriented control of the induction motor in healthy and faulty states.•Rotor bars fault detection in variable speed drives.•Discrete Wavelet transforms used to confirm the presence of fault by analysis a several control quantities.•The severity of the fault is obtained by stored energy calculation for active power signal.•The proposed control and fault detection are validated experimentally using dSpace 1104.</abstract><cop>United States</cop><pub>Elsevier Ltd</pub><pmid>29731106</pmid><doi>10.1016/j.isatra.2018.04.019</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0003-4546-5963</orcidid><oa>free_for_read</oa></addata></record> |
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source | ScienceDirect Journals (5 years ago - present) |
subjects | Broken rotor bars Discrete wavelet transform dSpace 1104 Engineering Sciences Fault diagnosis Induction motor Vector control |
title | Discrete wavelet transform and energy eigen value for rotor bars fault detection in variable speed field-oriented control of induction motor drive |
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