{"id":"https://openalex.org/W4390120106","doi":"https://doi.org/10.1109/tcyb.2023.3338768","title":"Meta-Learning With Distributional Similarity Preference for Few-Shot Fault Diagnosis Under Varying Working Conditions","display_name":"Meta-Learning With Distributional Similarity Preference for Few-Shot Fault Diagnosis Under Varying Working Conditions","publication_year":2023,"publication_date":"2023-12-22","ids":{"openalex":"https://openalex.org/W4390120106","doi":"https://doi.org/10.1109/tcyb.2023.3338768","pmid":"https://pubmed.ncbi.nlm.nih.gov/38133984"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2023.3338768","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2023.3338768","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","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/A5076792856","display_name":"Chao Ren","orcid":"https://orcid.org/0000-0002-5191-8570"},"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":"Chao Ren","raw_affiliation_strings":["College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-5191-8570","affiliations":[{"raw_affiliation_string":"College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"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, 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, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039464384","display_name":"Ningyun Lu","orcid":"https://orcid.org/0000-0002-9964-7677"},"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":"Ningyun Lu","raw_affiliation_strings":["College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9964-7677","affiliations":[{"raw_affiliation_string":"College of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China","institution_ids":["https://openalex.org/I9842412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011763643","display_name":"Silvio Simani","orcid":"https://orcid.org/0000-0003-1815-2478"},"institutions":[{"id":"https://openalex.org/I201324441","display_name":"University of Ferrara","ror":"https://ror.org/041zkgm14","country_code":"IT","type":"education","lineage":["https://openalex.org/I201324441"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Silvio Simani","raw_affiliation_strings":["Department of Engineering, University of Ferrara, Ferrara, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1815-2478","affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Ferrara, Ferrara, Italy","institution_ids":["https://openalex.org/I201324441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002154840","display_name":"Furong Gao","orcid":"https://orcid.org/0000-0002-5900-1353"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I4210159029","display_name":"Guangzhou HKUST Fok Ying Tung Research Institute","ror":"https://ror.org/05cvbj479","country_code":"CN","type":"facility","lineage":["https://openalex.org/I200769079","https://openalex.org/I4210159029"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Furong Gao","raw_affiliation_strings":["Department of Chemical and Biological Engineering, Hong Kong University of Science and Technology, Hong Kong, China","Guangzhou HKUST Fok Ying Tung Research Institute, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5900-1353","affiliations":[{"raw_affiliation_string":"Department of Chemical and Biological Engineering, Hong Kong University of Science and Technology, Hong Kong, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"Guangzhou HKUST Fok Ying Tung Research Institute, Guangzhou, China","institution_ids":["https://openalex.org/I4210159029","https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.9791,"has_fulltext":false,"cited_by_count":60,"citation_normalized_percentile":{"value":0.98084848,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"54","issue":"5","first_page":"2746","last_page":"2756"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9965999722480774,"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":0.9965999722480774,"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/T12169","display_name":"Non-Destructive Testing Techniques","score":0.9700000286102295,"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/T11606","display_name":"Infrastructure Maintenance and Monitoring","score":0.9607999920845032,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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":0.7044734954833984},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6746609210968018},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5890675783157349},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5827435851097107},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.5541375279426575},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.48836466670036316},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.45776182413101196},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.43886950612068176},{"id":"https://openalex.org/keywords/fusion-mechanism","display_name":"Fusion mechanism","score":0.42371857166290283},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34001314640045166},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14460039138793945},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14143013954162598}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7044734954833984},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6746609210968018},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5890675783157349},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5827435851097107},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.5541375279426575},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.48836466670036316},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.45776182413101196},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.43886950612068176},{"id":"https://openalex.org/C173414695","wikidata":"https://www.wikidata.org/wiki/Q5510276","display_name":"Fusion mechanism","level":4,"score":0.42371857166290283},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34001314640045166},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14460039138793945},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14143013954162598},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"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/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.0},{"id":"https://openalex.org/C103038307","wikidata":"https://www.wikidata.org/wiki/Q6556360","display_name":"Lipid bilayer fusion","level":3,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C2522874641","wikidata":"https://www.wikidata.org/wiki/Q808","display_name":"Virus","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","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/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tcyb.2023.3338768","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2023.3338768","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"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 Cybernetics","raw_type":"journal-article"},{"id":"pmid:38133984","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38133984","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 cybernetics","raw_type":null},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-135073","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-135073","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:iris.unife.it:11392/2531530","is_oa":false,"landing_page_url":"https://hdl.handle.net/11392/2531530","pdf_url":null,"source":{"id":"https://openalex.org/S4306400369","display_name":"Institutional Research Information System University of Ferrara (University of Ferrara)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I201324441","host_organization_name":"University of Ferrara","host_organization_lineage":["https://openalex.org/I201324441"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3808168317","display_name":null,"funder_award_id":"62273176","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3934741719","display_name":null,"funder_award_id":"2021YFB3301300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8767179593","display_name":null,"funder_award_id":"BK20222012","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1597576211","https://openalex.org/W1970352604","https://openalex.org/W2007221293","https://openalex.org/W2100028154","https://openalex.org/W2106665847","https://openalex.org/W2125865219","https://openalex.org/W2767642108","https://openalex.org/W2801477643","https://openalex.org/W2900367617","https://openalex.org/W2904851779","https://openalex.org/W2911964244","https://openalex.org/W2942245950","https://openalex.org/W2967115638","https://openalex.org/W2967625104","https://openalex.org/W2975851144","https://openalex.org/W2997198750","https://openalex.org/W2998115938","https://openalex.org/W3001411605","https://openalex.org/W3023540311","https://openalex.org/W3040834782","https://openalex.org/W3092600489","https://openalex.org/W3118157880","https://openalex.org/W3118882016","https://openalex.org/W3122347867","https://openalex.org/W3128553897","https://openalex.org/W3129573171","https://openalex.org/W3141557030","https://openalex.org/W3163842339","https://openalex.org/W3164351180","https://openalex.org/W3183445774","https://openalex.org/W3200647619","https://openalex.org/W4205905785","https://openalex.org/W4206510612","https://openalex.org/W4225673077","https://openalex.org/W4226309000","https://openalex.org/W4226311485","https://openalex.org/W4226423887","https://openalex.org/W4295788756","https://openalex.org/W4310858566","https://openalex.org/W4312464524","https://openalex.org/W4362500637","https://openalex.org/W4365790369","https://openalex.org/W4375929055","https://openalex.org/W6631190155","https://openalex.org/W6736057607","https://openalex.org/W6772329248"],"related_works":["https://openalex.org/W2180954594","https://openalex.org/W2052835778","https://openalex.org/W2049003611","https://openalex.org/W2108418243","https://openalex.org/W2127804977","https://openalex.org/W164103134","https://openalex.org/W2787352659","https://openalex.org/W1970611213","https://openalex.org/W4206560911","https://openalex.org/W4372260270"],"abstract_inverted_index":{"Few-shot":[0],"fault":[1,83,215,236,249],"diagnosis":[2,84,216,250],"is":[3,22,36,109,114,163,196,210,258],"a":[4,37,97,137,158,207],"challenging":[5],"problem":[6,21,95],"for":[7,234,271],"complex":[8],"engineering":[9],"systems":[10],"due":[11,175],"to":[12,40,61,90,143,157,176,198,212],"the":[13,70,76,92,112,115,120,132,144,151,168,177,182,189,200,204,242],"shortage":[14],"of":[15,73,181,191,203],"enough":[16,164],"annotated":[17],"failure":[18],"samples.":[19],"This":[20,58,154],"increased":[23],"by":[24,67,228],"varying":[25,86,218,253],"working":[26,87,219,254],"conditions":[27,88],"that":[28,135,162,195,241],"are":[29,224],"commonly":[30],"encountered":[31],"in":[32,48,96,128,150],"real-world":[33],"systems.":[34],"Meta-learning":[35],"promising":[38],"strategy":[39,104,126,155,244],"solve":[41],"this":[42],"point,":[43],"open":[44],"issues":[45],"remain":[46],"unresolved":[47],"practical":[49],"applications,":[50],"such":[51],"as":[52],"domain":[53,55,63,272],"adaptation,":[54],"generalization,":[56],"etc.":[57],"article":[59],"attempts":[60],"improve":[62],"adaptation":[64,273],"and":[65,166,226,274],"generalization":[66],"focusing":[68],"on":[69],"distribution-shift":[71],"robustness":[72],"meta-learning":[74,103,130,209,262],"from":[75,119],"task":[77,124,152],"generation":[78,125],"perspective.":[79],"In":[80],"fact,":[81],"few-shot":[82,214,248],"under":[85,217,252],"allows":[89],"address":[91],"distribution":[93,140,178,201,264],"shift":[94],"natural":[98],"way.":[99],"An":[100],"unsupervised":[101],"across-tasks":[102],"with":[105,141,263],"distributional":[106],"similarity":[107,179,265],"preference":[108],"proposed,":[110],"where":[111],"core":[113],"distribution-distance-weighting":[116],"mechanism.":[117],"Differently":[118],"naive":[121],"random":[122],"meta-train":[123],"used":[127,233],"existing":[129],"methods,":[131],"source":[133,183],"instances":[134,146],"present":[136],"more":[138],"similar":[139],"respect":[142],"target":[145],"gain":[147],"larger":[148],"weightings":[149],"generation.":[153],"leads":[156],"meta-task":[159],"training":[160],"set":[161],"diverse,":[165],"at":[167],"same":[169],"time":[170],"can":[171],"be":[172],"easily":[173],"learned":[174],"features":[180],"tasks.":[184],"The":[185,221,238],"proposed":[186,222,243],"method":[187],"introduces":[188],"concept":[190],"maximum":[192],"mean":[193],"discrepancy":[194],"applied":[197,211],"derive":[199],"distance":[202],"measurements.":[205],"Moreover,":[206,256],"model-agnostic":[208],"realize":[213],"conditions.":[220,255],"solutions":[223],"verified":[225],"compared":[227],"considering":[229],"two":[230],"public":[231],"datasets":[232],"bearing":[235],"diagnosis.":[237],"results":[239],"show":[240],"outperforms":[245],"different":[246],"related":[247],"methods":[251],"it":[257],"thus":[259],"proved":[260],"that,":[261],"feature":[266],"represents":[267],"an":[268],"effective":[269],"approach":[270],"generalization.":[275]},"counts_by_year":[{"year":2026,"cited_by_count":20},{"year":2025,"cited_by_count":28},{"year":2024,"cited_by_count":12}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}
