{"id":"https://openalex.org/W4384819582","doi":"https://doi.org/10.1109/tnnls.2023.3290974","title":"Transfer Learning-Motivated Intelligent Fault Diagnosis Designs: A Survey, Insights, and Perspectives","display_name":"Transfer Learning-Motivated Intelligent Fault Diagnosis Designs: A Survey, Insights, and Perspectives","publication_year":2023,"publication_date":"2023-07-19","ids":{"openalex":"https://openalex.org/W4384819582","doi":"https://doi.org/10.1109/tnnls.2023.3290974","pmid":"https://pubmed.ncbi.nlm.nih.gov/37467093"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2023.3290974","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2023.3290974","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5019419996","display_name":"Hongtian Chen","orcid":"https://orcid.org/0000-0002-8600-9668"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]},{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongtian Chen","raw_affiliation_strings":["Department of Automation, Shanghai Jiao Tong University, Shanghai, China","Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-8600-9668","affiliations":[{"raw_affiliation_string":"Department of Automation, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087736924","display_name":"Hao Luo","orcid":"https://orcid.org/0000-0003-2143-2438"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Luo","raw_affiliation_strings":["Department of Control Science and Engineering, Harbin Institute of Technology, Harbin, China"],"raw_orcid":"https://orcid.org/0000-0003-2143-2438","affiliations":[{"raw_affiliation_string":"Department of Control Science and Engineering, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100432851","display_name":"Biao Huang","orcid":"https://orcid.org/0000-0001-9082-2216"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Biao Huang","raw_affiliation_strings":["Department of Chemical and Materials Engineering, University of Alberta, Edmonton, Canada"],"raw_orcid":"https://orcid.org/0000-0001-9082-2216","affiliations":[{"raw_affiliation_string":"Department of Chemical and Materials Engineering, University of Alberta, Edmonton, Canada","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019157263","display_name":"Bin Jiang","orcid":"https://orcid.org/0000-0003-2696-5436"},"institutions":[{"id":"https://openalex.org/I9842412","display_name":"Nanjing University of Aeronautics and Astronautics","ror":"https://ror.org/01scyh794","country_code":"CN","type":"education","lineage":["https://openalex.org/I9842412"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Jiang","raw_affiliation_strings":["College of Automation Engineering and the Jiangsu Key Laboratory of Internet of Things and Control Technologies, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-2696-5436","affiliations":[{"raw_affiliation_string":"College of Automation Engineering and the Jiangsu Key Laboratory of Internet of Things and Control Technologies, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5066257732","display_name":"Okyay Kaynak","orcid":"https://orcid.org/0000-0002-4789-6700"},"institutions":[{"id":"https://openalex.org/I4405392","display_name":"Bo\u011fazi\u00e7i University","ror":"https://ror.org/03z9tma90","country_code":"TR","type":"education","lineage":["https://openalex.org/I4405392"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Okyay Kaynak","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Bogazici University, Istanbul, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-4789-6700","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Bogazici University, Istanbul, Turkey","institution_ids":["https://openalex.org/I4405392"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":20.2739,"has_fulltext":false,"cited_by_count":175,"citation_normalized_percentile":{"value":0.99844864,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"35","issue":"3","first_page":"2969","last_page":"2983"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9958999752998352,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9958999752998352,"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/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.995199978351593,"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/T13690","display_name":"Quality and Safety in Healthcare","score":0.95660001039505,"subfield":{"id":"https://openalex.org/subfields/3607","display_name":"Medical Laboratory Technology"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7310705780982971},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6930624842643738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5335960984230042},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5230494737625122},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.4800237715244293},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.4707679748535156},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"Knowledge transfer","score":0.4376634359359741},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.42655205726623535},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3965916037559509},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38251417875289917},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.36511969566345215},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15276941657066345}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7310705780982971},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6930624842643738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5335960984230042},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5230494737625122},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.4800237715244293},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.4707679748535156},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.4376634359359741},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.42655205726623535},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3965916037559509},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38251417875289917},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.36511969566345215},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15276941657066345},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2023.3290974","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2023.3290974","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"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 Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:37467093","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37467093","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3780067547","display_name":null,"funder_award_id":"62073104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6531943352","display_name":null,"funder_award_id":"2023SMECP01","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":131,"referenced_works":["https://openalex.org/W1510598017","https://openalex.org/W1597576211","https://openalex.org/W1654016072","https://openalex.org/W1705374184","https://openalex.org/W1931474106","https://openalex.org/W1966863755","https://openalex.org/W1987583608","https://openalex.org/W1997982895","https://openalex.org/W2024616301","https://openalex.org/W2025735965","https://openalex.org/W2044916973","https://openalex.org/W2063559670","https://openalex.org/W2102832680","https://openalex.org/W2112465475","https://openalex.org/W2135046866","https://openalex.org/W2135663228","https://openalex.org/W2147129131","https://openalex.org/W2148087508","https://openalex.org/W2149237924","https://openalex.org/W2158958729","https://openalex.org/W2159570078","https://openalex.org/W2165698076","https://openalex.org/W2208089304","https://openalex.org/W2318720141","https://openalex.org/W2321776682","https://openalex.org/W2395579298","https://openalex.org/W2471161958","https://openalex.org/W2490662969","https://openalex.org/W2494112937","https://openalex.org/W2505756961","https://openalex.org/W2556013418","https://openalex.org/W2560440155","https://openalex.org/W2563202971","https://openalex.org/W2570503596","https://openalex.org/W2572965628","https://openalex.org/W2588306484","https://openalex.org/W2592723677","https://openalex.org/W2731372149","https://openalex.org/W2741385306","https://openalex.org/W2762436084","https://openalex.org/W2763583057","https://openalex.org/W2770740228","https://openalex.org/W2772343646","https://openalex.org/W2798149494","https://openalex.org/W2801406856","https://openalex.org/W2804922673","https://openalex.org/W2806395723","https://openalex.org/W2811407124","https://openalex.org/W2832876791","https://openalex.org/W2884377384","https://openalex.org/W2887782657","https://openalex.org/W2891236523","https://openalex.org/W2891319189","https://openalex.org/W2891711161","https://openalex.org/W2891763019","https://openalex.org/W2899279252","https://openalex.org/W2904218127","https://openalex.org/W2907541186","https://openalex.org/W2912073957","https://openalex.org/W2912687720","https://openalex.org/W2914298094","https://openalex.org/W2915337192","https://openalex.org/W2918219584","https://openalex.org/W2919670220","https://openalex.org/W2920311030","https://openalex.org/W2930999278","https://openalex.org/W2939329110","https://openalex.org/W2940289600","https://openalex.org/W2964890658","https://openalex.org/W2973634119","https://openalex.org/W2978848685","https://openalex.org/W2981982720","https://openalex.org/W2982247743","https://openalex.org/W2991640606","https://openalex.org/W2991860176","https://openalex.org/W2998506103","https://openalex.org/W3000533558","https://openalex.org/W3000665539","https://openalex.org/W3015120339","https://openalex.org/W3020138377","https://openalex.org/W3020564988","https://openalex.org/W3023056142","https://openalex.org/W3025981493","https://openalex.org/W3028834351","https://openalex.org/W3035533777","https://openalex.org/W3036403470","https://openalex.org/W3038680534","https://openalex.org/W3040617750","https://openalex.org/W3041076719","https://openalex.org/W3041133507","https://openalex.org/W3044924319","https://openalex.org/W3044967028","https://openalex.org/W3081455451","https://openalex.org/W3089183752","https://openalex.org/W3094594436","https://openalex.org/W3095110907","https://openalex.org/W3096211637","https://openalex.org/W3097663423","https://openalex.org/W3109541357","https://openalex.org/W3109994442","https://openalex.org/W3112712555","https://openalex.org/W3112738995","https://openalex.org/W3113087030","https://openalex.org/W3113866719","https://openalex.org/W3129099600","https://openalex.org/W3134093839","https://openalex.org/W3134797425","https://openalex.org/W3137896025","https://openalex.org/W3139320575","https://openalex.org/W3150282857","https://openalex.org/W3156231038","https://openalex.org/W3160035396","https://openalex.org/W3165093239","https://openalex.org/W3174151364","https://openalex.org/W3174636521","https://openalex.org/W3201753566","https://openalex.org/W3202308780","https://openalex.org/W3208926133","https://openalex.org/W3209651137","https://openalex.org/W3213755781","https://openalex.org/W3217764313","https://openalex.org/W4200460314","https://openalex.org/W4234011532","https://openalex.org/W4235042179","https://openalex.org/W4248979535","https://openalex.org/W4286957131","https://openalex.org/W4294982764","https://openalex.org/W4311897638","https://openalex.org/W4313428335","https://openalex.org/W6601146891","https://openalex.org/W6840265035"],"related_works":["https://openalex.org/W4387426029","https://openalex.org/W4254162896","https://openalex.org/W4388792380","https://openalex.org/W1477999932","https://openalex.org/W4386731653","https://openalex.org/W2376001620","https://openalex.org/W2925303117","https://openalex.org/W3167529338","https://openalex.org/W4285219045","https://openalex.org/W2072343831"],"abstract_inverted_index":{"Over":[0],"the":[1,31,45,59,80,89,137,154,190],"last":[2],"decade,":[3],"transfer":[4,71,101,141,168,186],"learning":[5,16,72],"has":[6,73],"attracted":[7],"a":[8,14,97,163,182],"great":[9],"deal":[10],"of":[11,35,40,51,91,100,140,167],"attention":[12],"as":[13,44],"new":[15,164],"paradigm,":[17],"based":[18,110,157],"on":[19,111,146,158],"which":[20,159],"fault":[21],"diagnosis":[22],"(FD)":[23],"approaches":[24],"have":[25],"been":[26,74],"intensively":[27],"developed":[28,109],"to":[29,148,185],"improve":[30],"safety":[32],"and":[33,53,85,114,131,162],"reliability":[34],"modern":[36],"automation":[37,57],"systems.":[38],"Because":[39],"inevitable":[41],"factors":[42],"such":[43],"varying":[46],"work":[47,179],"environment,":[48],"performance":[49],"degradation":[50],"components,":[52],"heterogeneity":[54],"among":[55],"similar":[56],"systems,":[58],"FD":[60,81,103,155,170,191],"method":[61],"having":[62],"long-term":[63],"applicabilities":[64],"becomes":[65],"attractive.":[66],"Motivated":[67],"by":[68],"these":[69],"facts,":[70],"an":[75],"indispensable":[76],"tool":[77],"that":[78,177],"endows":[79],"methods":[82],"with":[83],"self-learning":[84],"adaptive":[86],"abilities.":[87],"On":[88],"presentation":[90],"basic":[92],"knowledge":[93,112,115,151],"in":[94,120],"this":[95,121,143,178],"field,":[96],"comprehensive":[98],"review":[99],"learning-motivated":[102,169,187],"methods,":[104],"whose":[105],"two":[106],"subclasses":[107],"are":[108,133,172],"calibration":[113],"compromise,":[116],"is":[117],"carried":[118],"out":[119],"survey":[122,144],"article.":[123],"Finally,":[124],"some":[125],"open":[126],"problems,":[127],"potential":[128],"research":[129],"directions,":[130],"conclusions":[132],"highlighted.":[134],"Different":[135],"from":[136],"existing":[138],"reviews":[139],"learning,":[142],"focuses":[145],"how":[147],"utilize":[149],"previous":[150],"specifically":[152],"for":[153],"tasks,":[156],"three":[160],"principles":[161],"classification":[165],"strategy":[166],"techniques":[171,188],"also":[173],"presented.":[174],"We":[175],"hope":[176],"will":[180],"constitute":[181],"timely":[183],"contribution":[184],"regarding":[189],"topic.":[192]},"counts_by_year":[{"year":2026,"cited_by_count":29},{"year":2025,"cited_by_count":80},{"year":2024,"cited_by_count":54},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}