{"id":"https://openalex.org/W3134702586","doi":"https://doi.org/10.1109/ssd49366.2020.9364240","title":"Machine learning approaches for fault detection and diagnosis of induction motors","display_name":"Machine learning approaches for fault detection and diagnosis of induction motors","publication_year":2020,"publication_date":"2020-07-20","ids":{"openalex":"https://openalex.org/W3134702586","doi":"https://doi.org/10.1109/ssd49366.2020.9364240","mag":"3134702586"},"language":"en","primary_location":{"id":"doi:10.1109/ssd49366.2020.9364240","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd49366.2020.9364240","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 17th International Multi-Conference on Systems, Signals &amp; Devices (SSD)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013087113","display_name":"Lamia Belguesmi","orcid":null},"institutions":[{"id":"https://openalex.org/I55167344","display_name":"University of Kairouan","ror":"https://ror.org/024mpte60","country_code":"TN","type":"education","lineage":["https://openalex.org/I55167344"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Lamia Belguesmi","raw_affiliation_strings":["Higher institute of Applied Science and Technology of Kasserine, University of Kairouan, Kasserine, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher institute of Applied Science and Technology of Kasserine, University of Kairouan, Kasserine, Tunisia","institution_ids":["https://openalex.org/I55167344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069858162","display_name":"Mansour Hajji","orcid":"https://orcid.org/0000-0003-3359-7678"},"institutions":[{"id":"https://openalex.org/I55167344","display_name":"University of Kairouan","ror":"https://ror.org/024mpte60","country_code":"TN","type":"education","lineage":["https://openalex.org/I55167344"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mansour Hajji","raw_affiliation_strings":["Higher institute of Applied Science and Technology of Kasserine, University of Kairouan, Kasserine, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher institute of Applied Science and Technology of Kasserine, University of Kairouan, Kasserine, Tunisia","institution_ids":["https://openalex.org/I55167344"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043479229","display_name":"Majdi Mansouri","orcid":"https://orcid.org/0000-0001-6390-4304"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Majdi Mansouri","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059062747","display_name":"Mohamed Faouzi Harkat","orcid":"https://orcid.org/0000-0003-2093-0902"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohamed-Faouzi Harkat","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057372051","display_name":"Abdelmalek Kouadri","orcid":"https://orcid.org/0000-0003-3201-2500"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Abdelmalek Kouadri","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025512804","display_name":"Hazem Nounou","orcid":"https://orcid.org/0000-0001-8075-1581"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Hazem Nounou","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056444635","display_name":"Mohamed Nounou","orcid":"https://orcid.org/0000-0003-0520-9623"},"institutions":[{"id":"https://openalex.org/I58152225","display_name":"Texas A&M University at Qatar","ror":"https://ror.org/03vb4dm14","country_code":"QA","type":"education","lineage":["https://openalex.org/I58152225","https://openalex.org/I91045830"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Mohamed Nounou","raw_affiliation_strings":["Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical and Computer Engineering Program, Texas A&M University at Qatar, Doha, Qatar","institution_ids":["https://openalex.org/I58152225"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"692","last_page":"698"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12282","display_name":"Mineral Processing and Grinding","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/induction-motor","display_name":"Induction motor","score":0.7892193794250488},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.7619705200195312},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.7368228435516357},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6391957998275757},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5969057083129883},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5581066012382507},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5195175409317017},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.49615320563316345},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3427392840385437},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.286705881357193},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.07189688086509705},{"id":"https://openalex.org/keywords/actuator","display_name":"Actuator","score":0.06357929110527039}],"concepts":[{"id":"https://openalex.org/C80962145","wikidata":"https://www.wikidata.org/wiki/Q207450","display_name":"Induction motor","level":3,"score":0.7892193794250488},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7619705200195312},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.7368228435516357},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6391957998275757},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5969057083129883},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5581066012382507},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5195175409317017},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.49615320563316345},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3427392840385437},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.286705881357193},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.07189688086509705},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.06357929110527039},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssd49366.2020.9364240","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd49366.2020.9364240","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 17th International Multi-Conference on Systems, Signals &amp; Devices (SSD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1654793434","display_name":null,"funder_award_id":"NPRP9-330-2-140","funder_id":"https://openalex.org/F4320332753","funder_display_name":"Qatar National Research Fund"}],"funders":[{"id":"https://openalex.org/F4320332753","display_name":"Qatar National Research Fund","ror":"https://ror.org/01svaqq28"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W33911032","https://openalex.org/W1996056654","https://openalex.org/W2012290038","https://openalex.org/W2031032942","https://openalex.org/W2051463173","https://openalex.org/W2083007500","https://openalex.org/W2089401754","https://openalex.org/W2119821739","https://openalex.org/W2128420091","https://openalex.org/W2145223406","https://openalex.org/W2160987092","https://openalex.org/W2164709882","https://openalex.org/W2166042671","https://openalex.org/W2183762295","https://openalex.org/W2783819238","https://openalex.org/W2792101272","https://openalex.org/W2902087014","https://openalex.org/W2907770500","https://openalex.org/W2954857880","https://openalex.org/W2999570460","https://openalex.org/W3004397971","https://openalex.org/W3004704800","https://openalex.org/W4239510810","https://openalex.org/W4249358576","https://openalex.org/W4297957988","https://openalex.org/W6686261536","https://openalex.org/W6765330659"],"related_works":["https://openalex.org/W1975632186","https://openalex.org/W3027745756","https://openalex.org/W3205213561","https://openalex.org/W2531880140","https://openalex.org/W2036609560","https://openalex.org/W346861917","https://openalex.org/W3024018414","https://openalex.org/W2126145365","https://openalex.org/W4380081032","https://openalex.org/W2474947501"],"abstract_inverted_index":{"This":[0],"paper":[1],"deals":[2],"with":[3],"the":[4,13,30,43,54,58,89,96,104],"problem":[5],"of":[6,8,15],"monitoring":[7],"induction":[9,70,122],"motors":[10,123],"(IM)":[11],"through":[12,66],"development":[14],"fault":[16,51,113],"detection":[17,114],"and":[18,42,64,78,91,115],"diagnosis":[19],"(FDD)":[20],"approach.":[21],"The":[22,83,99],"developed":[23],"FDD":[24,56,97],"technique":[25,35],"is":[26,36],"addressed":[27],"such":[28],"that,":[29],"principal":[31],"component":[32],"analysis":[33],"(PCA)":[34],"used":[37],"for":[38,50,121],"features":[39,61,93],"extraction":[40],"purposes":[41],"machine":[44],"learning":[45],"(ML)":[46],"classifiers":[47,85],"are":[48,62,80,86],"applied":[49,87],"diagnosis.":[52],"In":[53],"proposed":[55,105],"approach":[57],"most":[59],"efficient":[60],"extracted":[63,90],"selected":[65,92],"PCA":[67],"scheme":[68],"using":[69,88],"motor":[71],"data.":[72],"Besides,":[73],"their":[74],"statistical":[75],"characteristics":[76],"(mean":[77],"variance)":[79],"also":[81],"included.":[82],"ML":[84],"to":[94],"perform":[95],"problem.":[98],"obtained":[100],"results":[101],"indicate":[102],"that":[103],"techniques":[106],"have":[107],"a":[108],"wide":[109],"application":[110],"area,":[111],"fast":[112],"diagnosis,":[116],"making":[117],"them":[118],"more":[119],"reliable":[120],"monitoring.":[124]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
