{"id":"https://openalex.org/W4391742785","doi":"https://doi.org/10.1109/icct59356.2023.10419797","title":"EdgeFD: An Edge-Friendly Drift-Aware Fault Diagnosis System for Industrial IoT","display_name":"EdgeFD: An Edge-Friendly Drift-Aware Fault Diagnosis System for Industrial IoT","publication_year":2023,"publication_date":"2023-10-20","ids":{"openalex":"https://openalex.org/W4391742785","doi":"https://doi.org/10.1109/icct59356.2023.10419797"},"language":"en","primary_location":{"id":"doi:10.1109/icct59356.2023.10419797","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icct59356.2023.10419797","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 23rd International Conference on Communication Technology (ICCT)","raw_type":"proceedings-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/A5100441171","display_name":"Jiao Chen","orcid":"https://orcid.org/0000-0003-2367-4369"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiao Chen","raw_affiliation_strings":["Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113117357","display_name":"Fengjian Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengjian Mao","raw_affiliation_strings":["Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102616222","display_name":"Zuohong Lv","orcid":"https://orcid.org/0000-0001-8383-0162"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zuohong Lv","raw_affiliation_strings":["Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China"],"affiliations":[{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090897442","display_name":"Jianhua Tang","orcid":"https://orcid.org/0000-0002-9870-1686"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Tang","raw_affiliation_strings":["Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China","Pazhou Lab, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology,China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, China","institution_ids":["https://openalex.org/I90610280"]},{"raw_affiliation_string":"Pazhou Lab, Guangzhou, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100441171"],"corresponding_institution_ids":["https://openalex.org/I90610280"],"apc_list":null,"apc_paid":null,"fwci":1.4257,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.84814395,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"390","last_page":"396"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9502999782562256,"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"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9502999782562256,"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"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.934499979019165,"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":0.9337000250816345,"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/internet-of-things","display_name":"Internet of Things","score":0.685629665851593},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6756618022918701},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.6285133957862854},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5321409106254578},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4244147837162018},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.403653621673584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.20863410830497742},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.17030495405197144},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.08937856554985046}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.685629665851593},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6756618022918701},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.6285133957862854},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5321409106254578},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4244147837162018},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.403653621673584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.20863410830497742},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.17030495405197144},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.08937856554985046}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icct59356.2023.10419797","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icct59356.2023.10419797","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 23rd International Conference on Communication Technology (ICCT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W243674440","https://openalex.org/W2470412537","https://openalex.org/W2560647685","https://openalex.org/W2584994008","https://openalex.org/W2608659040","https://openalex.org/W2927893014","https://openalex.org/W2963588172","https://openalex.org/W3209453546","https://openalex.org/W4229078317","https://openalex.org/W4285080043","https://openalex.org/W4317038463","https://openalex.org/W4320181720","https://openalex.org/W4321633354","https://openalex.org/W4323248769","https://openalex.org/W4323363550","https://openalex.org/W4365790369","https://openalex.org/W4367663267","https://openalex.org/W4379034050","https://openalex.org/W4380927922","https://openalex.org/W4385801397","https://openalex.org/W6736057607","https://openalex.org/W6776188292","https://openalex.org/W6779277634"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W2586548817","https://openalex.org/W4311097251","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W4285201139"],"abstract_inverted_index":{"Recent":[0],"transfer":[1],"learning":[2,151],"(TL)":[3],"approaches":[4],"in":[5,91,139],"industrial":[6,93],"intelligent":[7],"fault":[8],"diagnosis":[9,191],"(FD)":[10],"mostly":[11],"follow":[12],"the":[13,37,49,60,72,84,92,106,130,156],"\u201cpre-train":[14],"and":[15,57,125,148,192],"fine-tuning\u201d":[16],"paradigm":[17],"to":[18,36,153,174],"address":[19],"data":[20,89,102],"drift,":[21],"which":[22],"emerges":[23],"from":[24],"variable":[25],"working":[26],"conditions.":[27],"However,":[28],"we":[29,70,142,186],"find":[30],"that":[31,135,166],"this":[32,68],"approach":[33],"is":[34,198],"prone":[35],"phenomenon":[38],"known":[39],"as":[40],"catastrophic":[41],"forgetting.":[42],"Furthermore,":[43],"performing":[44],"frequent":[45,88],"models":[46],"fine-tuning":[47,111],"on":[48,112],"resource-constrained":[50],"edge":[51,81,113,182],"nodes":[52],"can":[53],"be":[54],"computationally":[55],"expensive":[56],"unnecessary,":[58],"given":[59],"excellent":[61],"transferability":[62],"demonstrated":[63],"by":[64,87],"existing":[65,175],"models.":[66],"In":[67],"work,":[69],"propose":[71],"Drift-Aware":[73],"Weight":[74],"Consolidation":[75],"(DAWC),":[76],"a":[77,144,149,189],"method":[78],"optimized":[79],"for":[80,108],"deployments,":[82],"mitigating":[83],"challenges":[85],"posed":[86],"drift":[90,103,121,145],"Internet":[94],"of":[95],"Things":[96],"(IIoT).":[97],"DAWC":[98,169],"efficiently":[99],"manages":[100],"multiple":[101],"scenarios,":[104],"minimizing":[105],"need":[107],"constant":[109],"model":[110,158],"devices,":[114],"thereby":[115],"conserving":[116],"computational":[117],"resources.":[118],"By":[119],"detecting":[120],"using":[122],"classifier":[123],"confidence":[124],"estimating":[126],"parameter":[127,137],"importance":[128],"with":[129,159,181],"Fisher":[131],"Information":[132],"Matrix\u2013a":[133],"tool":[134],"measures":[136],"sensitivity":[138],"probabilistic":[140],"models,":[141],"introduce":[143],"detection":[146],"module":[147,152],"continual":[150],"gradually":[154],"equip":[155],"FD":[157],"powerful":[160],"generalization":[161],"capabilities.":[162],"Experimental":[163],"results":[164],"demonstrate":[165],"our":[167],"proposed":[168],"achieves":[170],"superior":[171],"performance":[172],"compared":[173],"techniques":[176],"while":[177],"also":[178],"ensuring":[179],"compatibility":[180],"computing":[183],"constraints.":[184],"Additionally,":[185],"have":[187],"developed":[188],"comprehensive":[190],"visualization":[193],"platform.":[194],"The":[195],"project":[196],"webpage":[197],"https://github.com/tenderzada/BearingEdge.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4}],"updated_date":"2026-03-25T14:56:36.534964","created_date":"2025-10-10T00:00:00"}