{"id":"https://openalex.org/W4403181861","doi":"https://doi.org/10.1109/tim.2024.3472905","title":"Masked Autoencoder via End-to-End Zero-Shot Learning for Fault Diagnosis of Unseen Classes","display_name":"Masked Autoencoder via End-to-End Zero-Shot Learning for Fault Diagnosis of Unseen Classes","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403181861","doi":"https://doi.org/10.1109/tim.2024.3472905"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3472905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3472905","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","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/A5043140947","display_name":"Jianyu Long","orcid":"https://orcid.org/0000-0002-5173-1159"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jianyu Long","raw_affiliation_strings":["School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103557083","display_name":"Jing Lin","orcid":"https://orcid.org/0000-0002-8554-7720"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Lin","raw_affiliation_strings":["School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102292455","display_name":"Lingli Jiang","orcid":"https://orcid.org/0000-0003-2040-4531"},"institutions":[{"id":"https://openalex.org/I14894300","display_name":"Foshan University","ror":"https://ror.org/02xvvvp28","country_code":"CN","type":"education","lineage":["https://openalex.org/I14894300"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingli Jiang","raw_affiliation_strings":["School of Mechanical Engineering, Foshan University, Foshan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Foshan University, Foshan, China","institution_ids":["https://openalex.org/I14894300"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091588045","display_name":"Zhe Yang","orcid":"https://orcid.org/0000-0002-4881-0008"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Yang","raw_affiliation_strings":["School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067456140","display_name":"Jianwen Guo","orcid":"https://orcid.org/0000-0003-0295-1013"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianwen Guo","raw_affiliation_strings":["School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057335274","display_name":"Tao Yin","orcid":"https://orcid.org/0000-0002-2745-3478"},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Yin","raw_affiliation_strings":["School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004919210","display_name":"Chuan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I2799850029","display_name":"Dongguan University of Technology","ror":"https://ror.org/01m8p7q42","country_code":"CN","type":"education","lineage":["https://openalex.org/I2799850029"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuan Li","raw_affiliation_strings":["School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Dongguan University of Technology, Dongguan, China","institution_ids":["https://openalex.org/I2799850029"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5043140947"],"corresponding_institution_ids":["https://openalex.org/I2799850029"],"apc_list":null,"apc_paid":null,"fwci":3.4946,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.93134332,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9567000269889832,"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":0.9567000269889832,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9480000138282776,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9305999875068665,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/autoencoder","display_name":"Autoencoder","score":0.8169312477111816},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.719825804233551},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.6014977693557739},{"id":"https://openalex.org/keywords/zero","display_name":"Zero (linguistics)","score":0.5810010433197021},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5521845817565918},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5241175889968872},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.5188478231430054},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.451170414686203},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4043434262275696},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.36824461817741394},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34885546565055847},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.3231472969055176},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.2667350172996521},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.24385938048362732},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1121448278427124},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.07939979434013367}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.8169312477111816},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.719825804233551},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6014977693557739},{"id":"https://openalex.org/C2780813799","wikidata":"https://www.wikidata.org/wiki/Q3274237","display_name":"Zero (linguistics)","level":2,"score":0.5810010433197021},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5521845817565918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5241175889968872},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.5188478231430054},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.451170414686203},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4043434262275696},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.36824461817741394},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34885546565055847},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3231472969055176},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2667350172996521},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.24385938048362732},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1121448278427124},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.07939979434013367},{"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/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3472905","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3472905","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"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 Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1687578602","display_name":null,"funder_award_id":"72171049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4864091059","display_name":null,"funder_award_id":"52175080","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7777912077","display_name":null,"funder_award_id":"2022A1515012004","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G907921607","display_name":null,"funder_award_id":"2023A1515140186","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W652269744","https://openalex.org/W2044913453","https://openalex.org/W2109317801","https://openalex.org/W2250539671","https://openalex.org/W2601590138","https://openalex.org/W2611632661","https://openalex.org/W2763583057","https://openalex.org/W2902002028","https://openalex.org/W2947274212","https://openalex.org/W2963283377","https://openalex.org/W2998506103","https://openalex.org/W3019898994","https://openalex.org/W3083796308","https://openalex.org/W3109728025","https://openalex.org/W3201753566","https://openalex.org/W3213088652","https://openalex.org/W3217212503","https://openalex.org/W4285266041","https://openalex.org/W4285298998","https://openalex.org/W4292696645","https://openalex.org/W4296425607","https://openalex.org/W4309081239","https://openalex.org/W4312949369","https://openalex.org/W4313397280","https://openalex.org/W4322102212","https://openalex.org/W4379460419","https://openalex.org/W4386276129","https://openalex.org/W4386553343","https://openalex.org/W4387789735","https://openalex.org/W6679713772","https://openalex.org/W6746524570","https://openalex.org/W6803870738"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W4294892107","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W2357748469","https://openalex.org/W2392917037"],"abstract_inverted_index":{"This":[0],"study":[1],"confronts":[2],"a":[3,64,70,80,95,181,185],"demanding":[4],"fault":[5,45,74,84,154],"diagnosis":[6,46],"task":[7],"where":[8],"no":[9],"sensor":[10,151],"signals":[11,152],"from":[12,150,180],"the":[13,26,43,131,139,147,171,174,193],"target":[14,27],"faults":[15,30,122],"can":[16],"be":[17,32],"utilized":[18],"for":[19,54,78],"model":[20],"training.":[21],"Considering":[22],"semantic":[23,155],"descriptions":[24],"of":[25,49,73,104,126,134,141,173],"(or":[28],"unseen)":[29],"may":[31],"known":[33],"in":[34,76,130],"advance,":[35],"zero-shot":[36],"learning":[37],"(ZSL)":[38],"is":[39,87],"employed":[40],"to":[41,136,157,169,202],"solve":[42],"zero-sample":[44],"task.":[47],"Most":[48],"existing":[50],"ZSL":[51,100,204],"methods":[52],"designed":[53],"computer":[55],"vision":[56],"tasks":[57],"rely":[58],"on":[59],"preextracted":[60],"features":[61,140,160],"generated":[62],"by":[63],"powerful":[65,81],"feature":[66,85],"extractor.":[67],"However,":[68],"collecting":[69],"large":[71],"amount":[72],"data":[75],"advance":[77],"training":[79],"and":[82,120,153,184],"universal":[83],"extractor":[86],"impractical.":[88],"To":[89],"overcome":[90],"this":[91],"problem,":[92],"we":[93,145],"propose":[94],"masked":[96],"autoencoder":[97],"via":[98],"end-to-end":[99],"(MAE_EZSL)":[101],"approach":[102,128,176],"consisting":[103],"four":[105],"steps,":[106],"which":[107],"are":[108],"self-supervised":[109],"MAE":[110],"pretraining,":[111],"shared":[112],"latent":[113],"space":[114],"learning,":[115],"zero":[116],"shot":[117],"classifier":[118],"training,":[119],"unseen":[121,163],"detection.":[123],"The":[124,188],"essence":[125],"our":[127],"lies":[129],"comprehensive":[132],"utilization":[133],"MAEs":[135],"deeply":[137],"explore":[138],"seen":[142],"faults.":[143,164],"Subsequently,":[144],"align":[146],"distributions":[148],"learned":[149],"information":[156],"construct":[158],"essential":[159],"associated":[161],"with":[162],"Experiments":[165],"were":[166],"meticulously":[167],"conducted":[168],"assess":[170],"performance":[172,199],"MAE_EZSL":[175,195],"using":[177],"datasets":[178],"obtained":[179,189],"benchmark":[182],"bearing":[183],"specialized":[186],"test-rig.":[187],"results":[190],"demonstrate":[191],"that":[192],"proposed":[194],"method":[196],"exhibits":[197],"competitive":[198],"when":[200],"compared":[201],"state-of-the-art":[203],"algorithms.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":9}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
