{"id":"https://openalex.org/W3137410503","doi":"https://doi.org/10.1109/tie.2021.3063975","title":"Adaptive Knowledge Transfer by Continual Weighted Updating of Filter Kernels for Few-Shot Fault Diagnosis of Machines","display_name":"Adaptive Knowledge Transfer by Continual Weighted Updating of Filter Kernels for Few-Shot Fault Diagnosis of Machines","publication_year":2021,"publication_date":"2021-03-10","ids":{"openalex":"https://openalex.org/W3137410503","doi":"https://doi.org/10.1109/tie.2021.3063975","mag":"3137410503"},"language":"en","primary_location":{"id":"doi:10.1109/tie.2021.3063975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2021.3063975","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Electronics","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/A5110591166","display_name":"Saibo Xing","orcid":null},"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":"Saibo Xing","raw_affiliation_strings":["Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008554873","display_name":"Yaguo Lei","orcid":"https://orcid.org/0000-0002-5167-1459"},"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":"Yaguo Lei","raw_affiliation_strings":["Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-5167-1459","affiliations":[{"raw_affiliation_string":"Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059650009","display_name":"Bin Yang","orcid":"https://orcid.org/0000-0002-3015-3580"},"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":"Bin Yang","raw_affiliation_strings":["Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-3015-3580","affiliations":[{"raw_affiliation_string":"Key Laboratory of Education Ministry for Modern Design and Rotor-Bearing System, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100778313","display_name":"Na L\u00fc","orcid":"https://orcid.org/0000-0002-7436-2691"},"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":"Na Lu","raw_affiliation_strings":["Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-7436-2691","affiliations":[{"raw_affiliation_string":"Systems Engineering Institute, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":9.203,"has_fulltext":false,"cited_by_count":79,"citation_normalized_percentile":{"value":0.98540418,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"69","issue":"2","first_page":"1968","last_page":"1976"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9987999796867371,"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":0.9987999796867371,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9940000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7031362056732178},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6595880389213562},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6150302886962891},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6065114140510559},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.549422025680542},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5430796146392822},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4186149835586548},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4124471843242645},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3664504885673523},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33240818977355957},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16676655411720276},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.16024178266525269}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7031362056732178},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6595880389213562},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6150302886962891},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6065114140510559},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.549422025680542},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5430796146392822},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4186149835586548},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4124471843242645},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3664504885673523},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33240818977355957},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16676655411720276},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.16024178266525269},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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/tie.2021.3063975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2021.3063975","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3550210682","display_name":null,"funder_award_id":"2018YFB1306100","funder_id":"https://openalex.org/F4320336026","funder_display_name":"National Key Research and Development Program of China Stem Cell and Translational Research"},{"id":"https://openalex.org/G3610579833","display_name":null,"funder_award_id":"52025056","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5918652812","display_name":null,"funder_award_id":"51911530198","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336026","display_name":"National Key Research and Development Program of China Stem Cell and Translational Research","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W44815768","https://openalex.org/W2018168021","https://openalex.org/W2040070030","https://openalex.org/W2054912984","https://openalex.org/W2060300932","https://openalex.org/W2144656844","https://openalex.org/W2159291411","https://openalex.org/W2317595875","https://openalex.org/W2530133016","https://openalex.org/W2560647685","https://openalex.org/W2737492962","https://openalex.org/W2788388592","https://openalex.org/W2789515102","https://openalex.org/W2794869810","https://openalex.org/W2884552531","https://openalex.org/W2902985761","https://openalex.org/W2940589124","https://openalex.org/W2963209029","https://openalex.org/W2974317861","https://openalex.org/W2975932043","https://openalex.org/W2983088808","https://openalex.org/W2998506103","https://openalex.org/W2999309480","https://openalex.org/W3002188287","https://openalex.org/W3005275777","https://openalex.org/W3005904504","https://openalex.org/W3020432805","https://openalex.org/W3034942609","https://openalex.org/W3076746438","https://openalex.org/W4230674625","https://openalex.org/W4301163820","https://openalex.org/W6683633756","https://openalex.org/W6728255800","https://openalex.org/W6741217325"],"related_works":["https://openalex.org/W3201126466","https://openalex.org/W2140798747","https://openalex.org/W2948169060","https://openalex.org/W4282827391","https://openalex.org/W2730112582","https://openalex.org/W2358580169","https://openalex.org/W2111347279","https://openalex.org/W2110696645","https://openalex.org/W2487211728","https://openalex.org/W2378096925"],"abstract_inverted_index":{"Deep":[0],"learning":[1],"(DL)":[2],"based":[3],"diagnosis":[4,62,70,164,172,184],"models":[5,100],"have":[6],"to":[7,103,139,150,181],"be":[8,104],"trained":[9],"by":[10,98,106,144],"large":[11],"quantities":[12],"of":[13,16,30,47,63,90,114,124],"monitoring":[14],"data":[15,41,46,53,156],"machines.":[17],"However,":[18],"in":[19,28],"real-case":[20],"scenarios,":[21],"machines":[22,65],"operate":[23],"under":[24,87],"the":[25,48,88,107,140,183],"normal":[26,49],"condition":[27,50],"most":[29,44],"their":[31],"life":[32],"time":[33],"while":[34,51],"faults":[35,152],"seldom":[36],"happen.":[37],"Therefore,":[38],"though":[39],"massive":[40],"are":[42,45,54,130],"accessible,":[43],"fault":[52,61,155],"still":[55],"extremely":[56],"limited.":[57],"In":[58,94],"other":[59],"words,":[60],"real":[64],"is":[66,101,116,148,159],"actually":[67],"a":[68,117],"few-shot":[69,75,163],"problem.":[71],"To":[72],"deal":[73],"with":[74,83,153],"diagnosis,":[76],"this":[77],"article":[78],"proposes":[79],"adaptive":[80],"knowledge":[81,96],"transfer":[82],"multiclassifier":[84,145],"ensemble":[85],"(AKTME)":[86],"paradigm":[89],"continual":[91,119],"machine":[92],"learning.":[93],"AKTME,":[95],"learned":[97],"DL":[99],"considered":[102],"represented":[105],"learnable":[108],"filter":[109],"kernels":[110],"(FKs).":[111],"The":[112],"key":[113],"AKTME":[115,147,158,169,179],"proposed":[118,176],"weighted":[120],"updating":[121],"(CWU)":[122],"technique":[123],"FKs.":[125],"By":[126],"CWU,":[127],"shared":[128],"FKs":[129],"distilled":[131],"from":[132],"multiple":[133],"auxiliary":[134,191],"tasks":[135,192],"and":[136],"adaptively":[137],"transferred":[138],"target":[141],"task.":[142],"Then":[143],"ensemble,":[146],"able":[149],"recognize":[151],"few":[154],"accessible.":[157],"applied":[160],"on":[161,189],"two":[162],"cases.":[165],"Results":[166],"verify":[167],"that":[168],"achieves":[170],"higher":[171],"accuracies":[173],"than":[174],"recently":[175],"methods.":[177],"Moreover,":[178],"tends":[180],"improve":[182],"accuracy":[185],"as":[186],"it":[187],"prelearns":[188],"more":[190],"continually.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":27},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}