{"id":"https://openalex.org/W4416922257","doi":"https://doi.org/10.1109/tsmc.2025.3635892","title":"Human-Like One-Shot Fault Diagnosis via Large Language Model","display_name":"Human-Like One-Shot Fault Diagnosis via Large Language Model","publication_year":2025,"publication_date":"2025-12-02","ids":{"openalex":"https://openalex.org/W4416922257","doi":"https://doi.org/10.1109/tsmc.2025.3635892"},"language":null,"primary_location":{"id":"doi:10.1109/tsmc.2025.3635892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3635892","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","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/A5059429430","display_name":"Huazheng Han","orcid":"https://orcid.org/0009-0002-7434-516X"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huazheng Han","raw_affiliation_strings":["Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-7434-516X","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013498703","display_name":"Xuejin Gao","orcid":"https://orcid.org/0000-0003-0785-2399"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuejin Gao","raw_affiliation_strings":["Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0785-2399","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054075333","display_name":"Huayun Han","orcid":"https://orcid.org/0000-0003-2504-6120"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huayun Han","raw_affiliation_strings":["Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2504-6120","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067971619","display_name":"Huihui Gao","orcid":"https://orcid.org/0000-0003-3298-0309"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]},{"id":"https://openalex.org/I78675632","display_name":"Beijing Information Science & Technology University","ror":"https://ror.org/04xnqep60","country_code":"CN","type":"education","lineage":["https://openalex.org/I78675632"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huihui Gao","raw_affiliation_strings":["Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3298-0309","affiliations":[{"raw_affiliation_string":"Engineering Research Center of Digital Community, Ministry of Education, School of Information Science and Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]},{"raw_affiliation_string":"Ministry of Education, School of Information Science and Technology, Engineering Research Center of Digital Community, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I78675632"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101914317","display_name":"Yongsheng Qi","orcid":"https://orcid.org/0000-0002-6059-7035"},"institutions":[{"id":"https://openalex.org/I55654194","display_name":"Inner Mongolia University of Technology","ror":"https://ror.org/05564e019","country_code":"CN","type":"education","lineage":["https://openalex.org/I55654194"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongsheng Qi","raw_affiliation_strings":["School of Electric Power, Inner Mongolia University of Technology, Hohhot, China"],"raw_orcid":"https://orcid.org/0000-0002-6059-7035","affiliations":[{"raw_affiliation_string":"School of Electric Power, Inner Mongolia University of Technology, Hohhot, China","institution_ids":["https://openalex.org/I55654194"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7779,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.7818308,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"56","issue":"2","first_page":"1038","last_page":"1051"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.5860999822616577,"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":0.5860999822616577,"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":0.046799998730421066,"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/T13293","display_name":"Engineering and Test Systems","score":0.0215000007301569,"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/inference","display_name":"Inference","score":0.6499000191688538},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.633899986743927},{"id":"https://openalex.org/keywords/fault-model","display_name":"Fault model","score":0.45159998536109924},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.44130000472068787},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.4172999858856201},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.36980000138282776},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.36149999499320984},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.35760000348091125}],"concepts":[{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.6499000191688538},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.633899986743927},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6017000079154968},{"id":"https://openalex.org/C167391956","wikidata":"https://www.wikidata.org/wiki/Q1401211","display_name":"Fault model","level":3,"score":0.45159998536109924},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.44130000472068787},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4361000061035156},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42750000953674316},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4207000136375427},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.4172999858856201},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.36980000138282776},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.36149999499320984},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.35760000348091125},{"id":"https://openalex.org/C66746571","wikidata":"https://www.wikidata.org/wiki/Q1134833","display_name":"ENCODE","level":3,"score":0.33079999685287476},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.31690001487731934},{"id":"https://openalex.org/C13625343","wikidata":"https://www.wikidata.org/wiki/Q7627418","display_name":"Stuck-at fault","level":4,"score":0.31029999256134033},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.2962000072002411},{"id":"https://openalex.org/C3746660","wikidata":"https://www.wikidata.org/wiki/Q1068763","display_name":"Rule of inference","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.26429998874664307},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.2624000012874603},{"id":"https://openalex.org/C2775846686","wikidata":"https://www.wikidata.org/wiki/Q643012","display_name":"Condition monitoring","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.2615000009536743},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2614000141620636},{"id":"https://openalex.org/C21267803","wikidata":"https://www.wikidata.org/wiki/Q5438159","display_name":"Fault indicator","level":4,"score":0.25600001215934753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tsmc.2025.3635892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsmc.2025.3635892","pdf_url":null,"source":{"id":"https://openalex.org/S4210209078","display_name":"IEEE Transactions on Systems Man and Cybernetics Systems","issn_l":"2168-2216","issn":["2168-2216","2168-2232"],"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 Systems, Man, and Cybernetics: Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2304100916","display_name":null,"funder_award_id":"62241309","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3033895654","display_name":null,"funder_award_id":"4222041","funder_id":"https://openalex.org/F4320334977","funder_display_name":"Beijing Municipal Natural Science Foundation"},{"id":"https://openalex.org/G5182538676","display_name":null,"funder_award_id":"4252027","funder_id":"https://openalex.org/F4320334977","funder_display_name":"Beijing Municipal Natural Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334977","display_name":"Beijing Municipal Natural Science Foundation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1995875735","https://openalex.org/W2029308360","https://openalex.org/W2067436340","https://openalex.org/W2135083501","https://openalex.org/W2144221002","https://openalex.org/W2148764920","https://openalex.org/W2295278941","https://openalex.org/W2559976359","https://openalex.org/W2582697902","https://openalex.org/W2945258482","https://openalex.org/W3106901053","https://openalex.org/W3208122993","https://openalex.org/W4206177710","https://openalex.org/W4308001098","https://openalex.org/W4312429067","https://openalex.org/W4353044824","https://openalex.org/W4360995487","https://openalex.org/W4367399823","https://openalex.org/W4367663292","https://openalex.org/W4379382323","https://openalex.org/W4385288539","https://openalex.org/W4387706314","https://openalex.org/W4388933793","https://openalex.org/W4390738781","https://openalex.org/W4391528297","https://openalex.org/W4392654890","https://openalex.org/W4393158476","https://openalex.org/W4396909852","https://openalex.org/W4399867168","https://openalex.org/W4399908881","https://openalex.org/W4399995434","https://openalex.org/W4400447299","https://openalex.org/W4402369432","https://openalex.org/W4403021897","https://openalex.org/W4403445973","https://openalex.org/W4404628584","https://openalex.org/W4404770618","https://openalex.org/W4407240710","https://openalex.org/W4407606219"],"related_works":[],"abstract_inverted_index":{"The":[0,128],"few-shot":[1,108],"fault":[2,32,96,126,137,160],"diagnosis":[3,33,97],"methods":[4],"have":[5],"achieved":[6],"competitive":[7],"results":[8,111],"in":[9,142,158],"complex":[10,143],"systems,":[11,145],"but":[12],"existing":[13],"approaches":[14],"fail":[15],"to":[16,30,67,76],"achieve":[17,68,93],"human-like":[18,35,107,125],"one-shot":[19,95],"diagnostic":[20,58],"learning.":[21,109],"This":[22],"work":[23],"uses":[24],"the":[25,56,61,65,85,94,103,121,154],"large":[26],"language":[27],"model":[28],"(LLM)":[29],"enhance":[31],"with":[34],"reasoning.":[36],"First,":[37],"we":[38,51,72],"transform":[39],"sensor":[40],"data":[41,59],"into":[42,55],"language-based":[43,57],"representations":[44],"for":[45,106,133,153],"more":[46],"detailed":[47],"feature":[48],"descriptions.":[49],"Then,":[50],"introduce":[52],"prior":[53],"knowledge":[54],"through":[60],"inference":[62],"process":[63],"of":[64,156],"LLM":[66],"information":[69,86,100],"gain.":[70],"Furthermore,":[71],"apply":[73],"arithmetic":[74],"coding":[75],"encode":[77],"predictive":[78],"probabilities,":[79],"forming":[80],"an":[81],"entropy-based":[82],"compressor":[83],"approximating":[84],"distance":[87,101],"derived":[88],"from":[89],"Kolmogorov":[90],"complexity.":[91],"We":[92],"by":[98,120],"using":[99],"as":[102],"learning":[104],"metric":[105],"Experimental":[110],"on":[112],"chiller":[113],"systems":[114],"show":[115],"that":[116],"our":[117],"method,":[118],"empowered":[119],"LLM,":[122],"enables":[123],"zero-error":[124],"diagnosis.":[127,161],"proposed":[129],"method":[130],"holds":[131],"promise":[132],"significantly":[134],"enhancing":[135],"intelligent":[136],"perception":[138],"and":[139],"maintenance":[140],"capabilities":[141],"industrial":[144,159],"while":[146],"also":[147],"offering":[148],"a":[149],"novel":[150],"research":[151],"paradigm":[152],"application":[155],"LLMs":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-12-02T00:00:00"}