{"id":"https://openalex.org/W3124057057","doi":"https://doi.org/10.1109/tii.2021.3053106","title":"Auxiliary Information-Guided Industrial Data Augmentation for Any-Shot Fault Learning and Diagnosis","display_name":"Auxiliary Information-Guided Industrial Data Augmentation for Any-Shot Fault Learning and Diagnosis","publication_year":2021,"publication_date":"2021-01-20","ids":{"openalex":"https://openalex.org/W3124057057","doi":"https://doi.org/10.1109/tii.2021.3053106","mag":"3124057057"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2021.3053106","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2021.3053106","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Informatics","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/A5102951858","display_name":"Yue Zhuo","orcid":"https://orcid.org/0000-0003-2159-8980"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yue Zhuo","raw_affiliation_strings":["Peng Cheng Laboratory, Shenzhen, China","State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067726465","display_name":"Zhiqiang Ge","orcid":"https://orcid.org/0000-0002-2071-4380"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]},{"id":"https://openalex.org/I4391767838","display_name":"State Key Laboratory of Industrial Control Technology","ror":"https://ror.org/03a33a786","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391767838","https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiqiang Ge","raw_affiliation_strings":["Peng Cheng Laboratory, Shenzhen, China","State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"State Key Laboratory of Industrial Control Technology, College of Control Science and Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I4391767838"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5102951858"],"corresponding_institution_ids":["https://openalex.org/I4210136793","https://openalex.org/I4391767838"],"apc_list":null,"apc_paid":null,"fwci":14.9205,"has_fulltext":false,"cited_by_count":135,"citation_normalized_percentile":{"value":0.99562137,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"17","issue":"11","first_page":"7535","last_page":"7545"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13050","display_name":"Oil and Gas Production Techniques","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T13050","display_name":"Oil and Gas Production Techniques","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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":0.9926000237464905,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9923999905586243,"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/fault","display_name":"Fault (geology)","score":0.6930302381515503},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6826565265655518},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5857066512107849},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5707942247390747},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.49254927039146423},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46309733390808105},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.44833192229270935},{"id":"https://openalex.org/keywords/generative-adversarial-network","display_name":"Generative adversarial network","score":0.44479650259017944},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.44195687770843506},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.43664878606796265},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.40394359827041626},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.27996593713760376},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.21356597542762756}],"concepts":[{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6930302381515503},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6826565265655518},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5857066512107849},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5707942247390747},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.49254927039146423},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46309733390808105},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.44833192229270935},{"id":"https://openalex.org/C2988773926","wikidata":"https://www.wikidata.org/wiki/Q25104379","display_name":"Generative adversarial network","level":3,"score":0.44479650259017944},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.44195687770843506},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.43664878606796265},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40394359827041626},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.27996593713760376},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.21356597542762756},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"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:10.1109/tii.2021.3053106","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2021.3053106","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G1628943582","display_name":null,"funder_award_id":"2018YFC0808600","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/G1987348790","display_name":null,"funder_award_id":"61833014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7464427997","display_name":null,"funder_award_id":"ICT20041","funder_id":"https://openalex.org/F4320334817","funder_display_name":"Cao Guangbiao High Science and Technology Foundation, Zhejiang University"},{"id":"https://openalex.org/G7655635370","display_name":null,"funder_award_id":"LR18F030001","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G7875806344","display_name":null,"funder_award_id":"61722310","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/F4320326952","display_name":"State Key Laboratory of Industrial Control Technology","ror":null},{"id":"https://openalex.org/F4320334817","display_name":"Cao Guangbiao High Science and Technology Foundation, Zhejiang University","ror":"https://ror.org/00a2xv884"},{"id":"https://openalex.org/F4320336026","display_name":"National Key Research and Development Program of China Stem Cell and Translational Research","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W652269744","https://openalex.org/W1582873796","https://openalex.org/W2004186751","https://openalex.org/W2044913453","https://openalex.org/W2096733369","https://openalex.org/W2099471712","https://openalex.org/W2125389028","https://openalex.org/W2134270519","https://openalex.org/W2171061940","https://openalex.org/W2188365844","https://openalex.org/W2400717490","https://openalex.org/W2548275288","https://openalex.org/W2590374252","https://openalex.org/W2591788621","https://openalex.org/W2604763608","https://openalex.org/W2741634395","https://openalex.org/W2753160622","https://openalex.org/W2759373267","https://openalex.org/W2782742812","https://openalex.org/W2793167745","https://openalex.org/W2799215068","https://openalex.org/W2806591294","https://openalex.org/W2900969522","https://openalex.org/W2907403867","https://openalex.org/W2910881901","https://openalex.org/W2924476266","https://openalex.org/W2944378183","https://openalex.org/W2950776302","https://openalex.org/W2963664762","https://openalex.org/W2967625104","https://openalex.org/W3026405303","https://openalex.org/W3028404598","https://openalex.org/W3034654297","https://openalex.org/W3034942609","https://openalex.org/W3041734766","https://openalex.org/W3079513054","https://openalex.org/W3087981749","https://openalex.org/W3099206234","https://openalex.org/W3100093508","https://openalex.org/W3143107425","https://openalex.org/W4297726864","https://openalex.org/W4320013936","https://openalex.org/W6621740533","https://openalex.org/W6678815747","https://openalex.org/W6687045409","https://openalex.org/W6729482032","https://openalex.org/W6734002484","https://openalex.org/W6734028196","https://openalex.org/W6736057607","https://openalex.org/W6743661861","https://openalex.org/W6751646164","https://openalex.org/W6762744983"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2888032422","https://openalex.org/W2773965352","https://openalex.org/W4294892107","https://openalex.org/W2357748469"],"abstract_inverted_index":{"The":[0],"label":[1],"scarcity":[2],"problem":[3,49],"widely":[4],"exists":[5],"in":[6,33,50],"industrial":[7,51],"processes.":[8],"In":[9,54],"particular,":[10],"samples":[11,22,79,116],"of":[12,23,40,60,109,127,142,151,158,167],"some":[13],"fault":[14,52,180],"types":[15],"are":[16],"extremely":[17],"rare;":[18],"even":[19],"worse,":[20],"the":[21,34,58,71,77,102,107,114,120,140,149,156,165],"certain":[24],"faults":[25,111],"cannot":[26],"be":[27,44],"accessed,":[28],"but":[29],"they":[30],"may":[31],"appear":[32],"actual":[35],"process.":[36],"These":[37],"two":[38],"kinds":[39],"challenges":[41],"together":[42],"can":[43],"termed":[45],"as":[46,132],"any-shot":[47,72],"learning":[48,73],"diagnosis.":[53],"this":[55],"article,":[56],"taking":[57],"advantages":[59],"generative":[61,65],"adversarial":[62],"network,":[63],"a":[64,88,133,159],"approach":[66],"is":[67,98,130,153],"proposed":[68],"to":[69,100,119],"tackle":[70],"problem,":[74],"which":[75,105,168],"generates":[76],"abundant":[78],"for":[80,175],"those":[81],"rare":[82],"and":[83,86,112,145,162,178],"inaccessible":[84],"faults,":[85],"trains":[87],"strong":[89],"diagnosis":[90,108,146,181],"model.":[91],"To":[92],"reach":[93],"this,":[94],"an":[95,124],"attribute":[96],"space":[97],"built":[99],"introduce":[101],"auxiliary":[103,125],"information,":[104],"achieves":[106],"unseen":[110],"makes":[113],"generated":[115],"more":[117],"resembled":[118],"real":[121],"data.":[122],"Besides,":[123],"loss":[126,136],"triplet":[128],"form":[129],"introduced":[131],"joint":[134],"training":[135],"term,":[137],"further":[138],"improving":[139],"quality":[141],"augmented":[143],"data":[144],"accuracy.":[147],"Finally,":[148],"performance":[150],"model":[152],"verified":[154],"by":[155],"experiments":[157],"hydraulic":[160],"system":[161],"Tennessee-Eastman":[163],"process,":[164],"results":[166],"show":[169],"that":[170],"our":[171],"method":[172],"performs":[173],"excellently":[174],"both":[176],"zero-shot":[177],"few-shot":[179],"problems.":[182]},"counts_by_year":[{"year":2026,"cited_by_count":15},{"year":2025,"cited_by_count":34},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":26},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":10}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
