{"id":"https://openalex.org/W4404563225","doi":"https://doi.org/10.1109/jiot.2024.3503274","title":"Brain-Like Cognition-Driven Model Factory for IIoT Fault Diagnosis by Combining LLMs With Small Models","display_name":"Brain-Like Cognition-Driven Model Factory for IIoT Fault Diagnosis by Combining LLMs With Small Models","publication_year":2024,"publication_date":"2024-11-20","ids":{"openalex":"https://openalex.org/W4404563225","doi":"https://doi.org/10.1109/jiot.2024.3503274"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3503274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3503274","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5101527887","display_name":"Yuru Liu","orcid":"https://orcid.org/0009-0004-1929-0332"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuru Liu","raw_affiliation_strings":["College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0004-1929-0332","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022385009","display_name":"Weishan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weishan Zhang","raw_affiliation_strings":["College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-9800-1068","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047930003","display_name":"Zhicheng Bao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhicheng Bao","raw_affiliation_strings":["College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0003-2692-6752","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016949409","display_name":"Xudong Chai","orcid":"https://orcid.org/0000-0003-3941-9178"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xudong Chai","raw_affiliation_strings":["CASICloud, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CASICloud, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066405817","display_name":"M. H. Gu","orcid":"https://orcid.org/0000-0002-8471-6780"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mu Gu","raw_affiliation_strings":["CASICloud, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CASICloud, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100618427","display_name":"Wei Jiang","orcid":"https://orcid.org/0000-0002-1054-6360"},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]},{"id":"https://openalex.org/I2802615301","display_name":"China Aerospace Science and Technology Corporation","ror":"https://ror.org/01z8tr155","country_code":"CN","type":"government","lineage":["https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Jiang","raw_affiliation_strings":["Intelligent Platform Technology Center, Information Science Academy of China Electronics Technology Group Corporation, Beijing, China","Information Science Academy of China Electronics Technology Group Corporation, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Platform Technology Center, Information Science Academy of China Electronics Technology Group Corporation, Beijing, China","institution_ids":["https://openalex.org/I2802615301"]},{"raw_affiliation_string":"Information Science Academy of China Electronics Technology Group Corporation, Beijing, China","institution_ids":["https://openalex.org/I2800372957"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033278649","display_name":"Zi-Chao Zhang","orcid":"https://orcid.org/0000-0001-5747-3093"},"institutions":[{"id":"https://openalex.org/I2800372957","display_name":"China Electronics Technology Group Corporation","ror":"https://ror.org/0098hst83","country_code":"CN","type":"company","lineage":["https://openalex.org/I2800372957"]},{"id":"https://openalex.org/I2802615301","display_name":"China Aerospace Science and Technology Corporation","ror":"https://ror.org/01z8tr155","country_code":"CN","type":"government","lineage":["https://openalex.org/I2802615301"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zichao Zhang","raw_affiliation_strings":["Intelligent Platform Technology Center, Information Science Academy of China Electronics Technology Group Corporation, Beijing, China","Information Science Academy of China Electronics Technology Group Corporation, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Platform Technology Center, Information Science Academy of China Electronics Technology Group Corporation, Beijing, China","institution_ids":["https://openalex.org/I2802615301"]},{"raw_affiliation_string":"Information Science Academy of China Electronics Technology Group Corporation, Beijing, China","institution_ids":["https://openalex.org/I2800372957"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100387922","display_name":"Ye Tian","orcid":"https://orcid.org/0000-0003-3726-7270"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ye Tian","raw_affiliation_strings":["China Academy of Industrial Internet, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Academy of Industrial Internet, Beijing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113600509","display_name":"Fei\u2010Yue Wang","orcid":"https://orcid.org/0000-0001-9185-3989"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I4210112150","display_name":"Institute of Automation","ror":"https://ror.org/022c3hy66","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210112150"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei-Yue Wang","raw_affiliation_strings":["Chinese Academy of Sciences, Institute of Automation, Beijing, China","Institute of Automation, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9185-3989","affiliations":[{"raw_affiliation_string":"Chinese Academy of Sciences, Institute of Automation, Beijing, China","institution_ids":["https://openalex.org/I4210112150","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Institute of Automation, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210094879","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5101527887"],"corresponding_institution_ids":["https://openalex.org/I4210162190"],"apc_list":null,"apc_paid":null,"fwci":4.1018,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.94619029,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"12","issue":"16","first_page":"32296","last_page":"32309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9776999950408936,"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":0.9776999950408936,"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/T10320","display_name":"Neural Networks and Applications","score":0.9617000222206116,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.681261420249939},{"id":"https://openalex.org/keywords/factory","display_name":"Factory (object-oriented programming)","score":0.6688418388366699},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.6633093357086182},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4106602668762207},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.26916536688804626},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10892090201377869}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.681261420249939},{"id":"https://openalex.org/C40149104","wikidata":"https://www.wikidata.org/wiki/Q5620977","display_name":"Factory (object-oriented programming)","level":2,"score":0.6688418388366699},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.6633093357086182},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4106602668762207},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.26916536688804626},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10892090201377869},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3503274","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3503274","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3010409209","display_name":null,"funder_award_id":"ZR2024ZD20","funder_id":"https://openalex.org/F4320336925","funder_display_name":"Shandong Provincial Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4177915453","display_name":null,"funder_award_id":"62072469","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/F4320336925","display_name":"Shandong Provincial Postdoctoral Science Foundation","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W2148325864","https://openalex.org/W2598469016","https://openalex.org/W2912213068","https://openalex.org/W3048941751","https://openalex.org/W3093606573","https://openalex.org/W3130048023","https://openalex.org/W3164712068","https://openalex.org/W3176051296","https://openalex.org/W3208814888","https://openalex.org/W4200491078","https://openalex.org/W4213436114","https://openalex.org/W4214626077","https://openalex.org/W4226172863","https://openalex.org/W4295872969","https://openalex.org/W4296207781","https://openalex.org/W4306952702","https://openalex.org/W4312478437","https://openalex.org/W4312566746","https://openalex.org/W4379928303","https://openalex.org/W4380785301","https://openalex.org/W4385428320","https://openalex.org/W4385571011","https://openalex.org/W4387476891","https://openalex.org/W4388761197","https://openalex.org/W4390224828","https://openalex.org/W4390675599","https://openalex.org/W4391027709","https://openalex.org/W4391250546","https://openalex.org/W4391341170","https://openalex.org/W4391377837","https://openalex.org/W4392405830","https://openalex.org/W4392607872","https://openalex.org/W4392693949","https://openalex.org/W4392904763","https://openalex.org/W4393147428","https://openalex.org/W4393158476","https://openalex.org/W4393924258","https://openalex.org/W4395470989","https://openalex.org/W4396620506","https://openalex.org/W4400111168","https://openalex.org/W4400578788","https://openalex.org/W4400943524","https://openalex.org/W4402277737","https://openalex.org/W6778883912","https://openalex.org/W6809646742","https://openalex.org/W6846729537","https://openalex.org/W6857623658","https://openalex.org/W6861180677","https://openalex.org/W6868394059","https://openalex.org/W6869282978","https://openalex.org/W6869630130","https://openalex.org/W6869745478","https://openalex.org/W6875679773"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W2384486034","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890"],"abstract_inverted_index":{"Fault":[0],"diagnosis":[1,116,121,126,130],"is":[2,28,111,131,209],"important":[3],"for":[4,21,172],"predictive":[5],"maintenance":[6,180],"in":[7,15,30,36,59,159,216],"smart":[8,19],"manufacturing,":[9],"which":[10],"involves":[11],"intelligent":[12],"human-machine":[13,73],"interactions":[14],"order":[16],"to":[17,48,90,97,162,184],"make":[18],"decisions":[20],"potential":[22],"problems.":[23],"Large":[24],"language":[25],"model":[26,81,219],"(LLM)":[27],"promising":[29],"providing":[31],"general":[32],"artificial":[33],"intelligence":[34],"capabilities":[35],"this":[37,75],"regard.":[38],"However,":[39],"LLM":[40,86,136,177],"itself":[41],"can":[42],"not":[43],"accurately":[44,68],"analyze":[45],"faults":[46,70],"due":[47],"heterogeneous":[49,102],"data":[50],"from":[51],"different":[52,60],"Industrial":[53],"Internet":[54],"of":[55,100,141,218,222],"Things":[56],"(IIoT)":[57],"devices":[58],"processes":[61],"during":[62],"the":[63,98,105,135,147,152,160,185,205,213],"complete":[64],"production":[65],"process.":[66],"To":[67],"diagnose":[69],"and":[71,123,151,168,198,224],"facilitate":[72],"interaction,":[74],"article":[76],"proposes":[77],"a":[78,88,119,124,138],"brain-like":[79,139],"cognition-driven":[80],"factory":[82],"(BC-MF),":[83],"using":[84,137,193],"an":[85],"as":[87],"supervisor":[89],"adaptively":[91],"generate":[92,163],"personalized":[93],"small-scale":[94],"models":[95,167,171],"according":[96,183],"features":[99],"these":[101,170],"data,":[103],"where":[104],"vertical":[106],"federated":[107],"learning":[108],"(VFL)":[109],"idea":[110],"adopted.":[112],"This":[113],"BC-MF-based":[114],"fault":[115,179],"approach":[117,208],"includes":[118],"preliminary":[120,129,148],"phase":[122],"precise":[125,174],"phase.":[127],"The":[128,176],"accomplished":[132],"by":[133,156],"prompting":[134],"chain":[140],"thoughts":[142],"(BLCoTs).":[143],"A":[144],"hypernetwork":[145],"uses":[146,169],"diagnostic":[149,165,187],"results":[150],"feature":[153],"maps":[154],"trained":[155],"each":[157],"node":[158],"VFL":[161],"dedicated":[164],"small":[166],"final":[173,186],"diagnostics.":[175],"provides":[178],"recommendations":[181],"interactively":[182],"results.":[188],"Comprehensive":[189],"evaluations":[190],"are":[191],"conducted":[192],"four":[194],"open":[195],"IIoT":[196],"datasets":[197],"one":[199],"self-made":[200],"dataset.":[201],"It":[202],"shows":[203],"that":[204],"proposed":[206],"BC-MF":[207],"significantly":[210],"better":[211],"than":[212],"existing":[214],"approaches,":[215],"terms":[217],"accuracy,":[220],"comprehension":[221],"faults,":[223],"so":[225],"on.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":11}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
