{"id":"https://openalex.org/W4319320616","doi":"https://doi.org/10.1177/09596518231153231","title":"A novel self-learning framework for fault identification of wind turbine drive bearings","display_name":"A novel self-learning framework for fault identification of wind turbine drive bearings","publication_year":2023,"publication_date":"2023-02-05","ids":{"openalex":"https://openalex.org/W4319320616","doi":"https://doi.org/10.1177/09596518231153231"},"language":"en","primary_location":{"id":"doi:10.1177/09596518231153231","is_oa":false,"landing_page_url":"https://doi.org/10.1177/09596518231153231","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","raw_type":"journal-article"},"type":"article","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/A5101538524","display_name":"Jing Yuan","orcid":"https://orcid.org/0000-0001-6162-0025"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Yuan","raw_affiliation_strings":["State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0001-6162-0025","affiliations":[{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090012176","display_name":"Zeming Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210094459","display_name":"Craft Group (China)","ror":"https://ror.org/00gxm5663","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210094459"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeming Liang","raw_affiliation_strings":["Xi\u2019an Aircraft Industry Group Co., Ltd., Xi\u2019an, China","Xi'an Aircraft Industry Group Co., Ltd., Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Aircraft Industry Group Co., Ltd., Xi\u2019an, China","institution_ids":[]},{"raw_affiliation_string":"Xi'an Aircraft Industry Group Co., Ltd., Xi'an, China","institution_ids":["https://openalex.org/I4210094459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071875737","display_name":"Rongxi Wang","orcid":"https://orcid.org/0000-0001-5958-0642"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Rongxi Wang","raw_affiliation_strings":["State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0001-5958-0642","affiliations":[{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101860133","display_name":"Yufan Li","orcid":"https://orcid.org/0000-0001-8191-2738"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yufan Li","raw_affiliation_strings":["State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100422305","display_name":"Zhen Wang","orcid":"https://orcid.org/0000-0002-1783-4779"},"institutions":[{"id":"https://openalex.org/I4210123254","display_name":"Thermal Power Research Institute","ror":"https://ror.org/020jz8z49","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123254"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Wang","raw_affiliation_strings":["Xi\u2019an Thermal Power Research Institute Co., Ltd., Xi\u2019an, China","Xi'an Thermal Power Research Institute Co., Ltd., Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Thermal Power Research Institute Co., Ltd., Xi\u2019an, China","institution_ids":["https://openalex.org/I4210123254"]},{"raw_affiliation_string":"Xi'an Thermal Power Research Institute Co., Ltd., Xi'an, China","institution_ids":["https://openalex.org/I4210123254"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101627796","display_name":"Jianmin Gao","orcid":"https://orcid.org/0000-0002-9830-3813"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianmin Gao","raw_affiliation_strings":["State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi\u2019an Jiaotong University, Xi\u2019an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"State Key Laboratory for Manufacturing Systems Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5071875737"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":0.5242,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.62700813,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"237","issue":"7","first_page":"1296","last_page":"1312"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9995999932289124,"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":0.9995999932289124,"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/T11062","display_name":"Gear and Bearing Dynamics Analysis","score":0.9966999888420105,"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"}},{"id":"https://openalex.org/T13213","display_name":"Mechanical Failure Analysis and Simulation","score":0.9781000018119812,"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/turbine","display_name":"Turbine","score":0.6201935410499573},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5672913193702698},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5614609122276306},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5049813389778137},{"id":"https://openalex.org/keywords/wind-power","display_name":"Wind power","score":0.4386943280696869},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43282854557037354},{"id":"https://openalex.org/keywords/hilbert\u2013huang-transform","display_name":"Hilbert\u2013Huang transform","score":0.4245496988296509},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.42305436730384827},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4219706952571869},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.41672155261039734}],"concepts":[{"id":"https://openalex.org/C2778449969","wikidata":"https://www.wikidata.org/wiki/Q130760","display_name":"Turbine","level":2,"score":0.6201935410499573},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5672913193702698},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5614609122276306},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5049813389778137},{"id":"https://openalex.org/C78600449","wikidata":"https://www.wikidata.org/wiki/Q43302","display_name":"Wind power","level":2,"score":0.4386943280696869},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43282854557037354},{"id":"https://openalex.org/C25570617","wikidata":"https://www.wikidata.org/wiki/Q1006462","display_name":"Hilbert\u2013Huang transform","level":3,"score":0.4245496988296509},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.42305436730384827},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4219706952571869},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.41672155261039734},{"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/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/09596518231153231","is_oa":false,"landing_page_url":"https://doi.org/10.1177/09596518231153231","pdf_url":null,"source":{"id":"https://openalex.org/S4210196624","display_name":"Proceedings of the Institution of Mechanical Engineers Part I Journal of Systems and Control Engineering","issn_l":"0959-6518","issn":["0959-6518","2041-3041"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8799999952316284}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W262300925","https://openalex.org/W925438974","https://openalex.org/W1134805990","https://openalex.org/W1702979372","https://openalex.org/W2014526686","https://openalex.org/W2041231245","https://openalex.org/W2287029277","https://openalex.org/W2290318923","https://openalex.org/W2315755708","https://openalex.org/W2321629698","https://openalex.org/W2384539129","https://openalex.org/W2581431861","https://openalex.org/W2606803940","https://openalex.org/W2771138579","https://openalex.org/W2784378868","https://openalex.org/W2793013236","https://openalex.org/W2794821752","https://openalex.org/W2796003020","https://openalex.org/W2919710279","https://openalex.org/W2921034963","https://openalex.org/W2954460690","https://openalex.org/W2958704044","https://openalex.org/W2971479067","https://openalex.org/W3000039319","https://openalex.org/W3000284383","https://openalex.org/W3001975020","https://openalex.org/W3006045047","https://openalex.org/W3043883491","https://openalex.org/W3081791220","https://openalex.org/W3095150696","https://openalex.org/W3131848660","https://openalex.org/W3136342791","https://openalex.org/W3154776521","https://openalex.org/W3155835896","https://openalex.org/W3175503497","https://openalex.org/W3180000642","https://openalex.org/W3183757650","https://openalex.org/W3191018027","https://openalex.org/W3195022355","https://openalex.org/W3200308965","https://openalex.org/W3201480814","https://openalex.org/W3205301901","https://openalex.org/W3208978091","https://openalex.org/W3209736429","https://openalex.org/W3212779708","https://openalex.org/W3216379854","https://openalex.org/W4200410996","https://openalex.org/W4200523324","https://openalex.org/W4226269423","https://openalex.org/W4232872328"],"related_works":["https://openalex.org/W1919019022","https://openalex.org/W3214712242","https://openalex.org/W3204461065","https://openalex.org/W1965417009","https://openalex.org/W2085232331","https://openalex.org/W2018320994","https://openalex.org/W2738547440","https://openalex.org/W2460685830","https://openalex.org/W2742210008","https://openalex.org/W2925195937"],"abstract_inverted_index":{"The":[0,184],"drive":[1,32,93,200],"train":[2],"is":[3,23,113,188],"one":[4],"of":[5,9,30,42,66,75,90,160,181,194],"the":[6,19,27,31,38,43,63,67,76,86,118,149,158,191],"core":[7],"structures":[8],"a":[10,60,81,96,195],"wind":[11,44,91,198],"turbine,":[12],"and":[13,40,52,58,73,132,179,209],"its":[14,203],"working":[15],"condition":[16],"seriously":[17],"affects":[18],"performance":[20],"quality.":[21],"It":[22],"important":[24],"to":[25,36,156,174,190],"identify":[26],"fault":[28,88,129,136,182,192,207],"pattern":[29,137],"bearings":[33],"in":[34,47,205],"time":[35],"ensure":[37],"safety":[39],"reliability":[41],"turbine.":[45],"However,":[46],"traditional":[48],"methods,":[49],"offline":[50],"modeling":[51],"online":[53],"identification":[54,77,89,131,208],"are":[55,146],"often":[56],"fragmented,":[57],"such":[59],"mechanism":[61,127],"limits":[62],"adaptive":[64,103,176],"updating":[65,72],"model.":[68],"To":[69],"realize":[70,175],"real-time":[71],"self-learning":[74,83],"model,":[78],"we":[79,123,164],"proposed":[80,150,185],"novel":[82],"framework":[84,187],"for":[85,108,128],"intelligent":[87,186,206],"turbine":[92,199],"bearings.":[94],"First,":[95],"complete":[97],"ensemble":[98],"empirical":[99],"mode":[100,110,120],"decomposition":[101],"with":[102],"noise":[104],"analysis\u2013based":[105],"quantification":[106],"scheme":[107],"intrinsic":[109,119],"function":[111,121],"values":[112],"proposed.":[114],"Then,":[115],"based":[116,170],"on":[117,171],"values,":[122],"offer":[124],"an":[125,134,166],"attention":[126],"feature":[130],"construct":[133],"initial":[135],"database":[138],"using":[139],"unsupervised":[140],"clustering":[141],"techniques.":[142],"Second,":[143],"abnormal":[144],"data":[145],"identified":[147],"by":[148],"artificial":[151],"immunity\u2013based":[152],"outlier":[153],"detection":[154],"algorithm":[155],"determine":[157],"type":[159],"immune":[161],"response.":[162],"Third,":[163],"design":[165],"automatic":[167],"update":[168],"strategy":[169],"incremental":[172],"learning":[173],"creation,":[177],"deletion,":[178],"modification":[180],"patterns.":[183],"applied":[189],"diagnosis":[193],"real":[196],"offshore":[197],"train,":[201],"showing":[202],"advantages":[204],"model":[210],"updating.":[211]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
