{"id":"https://openalex.org/W4408399550","doi":"https://doi.org/10.1109/jiot.2025.3550916","title":"MSDF-VAE: A Cloud\u2013Edge Collaborative Method for Fault Diagnosis Based on Transfer Learning","display_name":"MSDF-VAE: A Cloud\u2013Edge Collaborative Method for Fault Diagnosis Based on Transfer Learning","publication_year":2025,"publication_date":"2025-03-13","ids":{"openalex":"https://openalex.org/W4408399550","doi":"https://doi.org/10.1109/jiot.2025.3550916"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3550916","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3550916","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/A5034415219","display_name":"Xiaobin Li","orcid":"https://orcid.org/0000-0002-8145-851X"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaobin Li","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-8145-851X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023035780","display_name":"Bo-Wen Xiao","orcid":"https://orcid.org/0000-0002-8738-3117"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Xiao","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025441547","display_name":"Xuejiao Chen","orcid":"https://orcid.org/0009-0006-1698-1781"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xuejiao Chen","raw_affiliation_strings":["School of Mathematics, The University of Sydney, Sydney, NSW, Australia","School of Mathmatics, The university of Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]},{"raw_affiliation_string":"School of Mathmatics, The university of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045294158","display_name":"Pei Jiang","orcid":"https://orcid.org/0000-0003-3471-4151"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pei Jiang","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0003-3471-4151","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062473662","display_name":"Xi Vincent Wang","orcid":"https://orcid.org/0000-0001-9694-0483"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Xi Vincent Wang","raw_affiliation_strings":["Department of Production Engineering, KTH Royal Institute of Technology, Stockholm, Sweden"],"raw_orcid":"https://orcid.org/0000-0001-9694-0483","affiliations":[{"raw_affiliation_string":"Department of Production Engineering, KTH Royal Institute of Technology, Stockholm, Sweden","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079101040","display_name":"Pai Zheng","orcid":"https://orcid.org/0000-0002-2329-8634"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Pai Zheng","raw_affiliation_strings":["Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong, SAR, China","The Hong Kong Polytechnic University, Department of Industrial and Systems Engineering, Hong Kong Special Administrative Regions, Hung Hom, China"],"raw_orcid":"https://orcid.org/0000-0002-2329-8634","affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong, SAR, China","institution_ids":["https://openalex.org/I14243506"]},{"raw_affiliation_string":"The Hong Kong Polytechnic University, Department of Industrial and Systems Engineering, Hong Kong Special Administrative Regions, Hung Hom, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007995577","display_name":"Liqiao Xia","orcid":"https://orcid.org/0000-0001-8878-7490"},"institutions":[{"id":"https://openalex.org/I58956616","display_name":"Case Western Reserve University","ror":"https://ror.org/051fd9666","country_code":"US","type":"education","lineage":["https://openalex.org/I58956616"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Liqiao Xia","raw_affiliation_strings":["Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, OH, USA","Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, Ohio, U.S"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, OH, USA","institution_ids":["https://openalex.org/I58956616"]},{"raw_affiliation_string":"Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, Ohio, U.S","institution_ids":["https://openalex.org/I58956616"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069198165","display_name":"Chao Yin","orcid":"https://orcid.org/0000-0001-7077-3736"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Yin","raw_affiliation_strings":["State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Mechanical Transmission for Advanced Equipment, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":8,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.7939,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.97190743,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"12","issue":"12","first_page":"22393","last_page":"22403"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.958299994468689,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.958299994468689,"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/T10876","display_name":"Fault Detection and Control Systems","score":0.9495000243186951,"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/computer-science","display_name":"Computer science","score":0.8143662810325623},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7390808463096619},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6929293870925903},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5587594509124756},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45001545548439026},{"id":"https://openalex.org/keywords/fault","display_name":"Fault (geology)","score":0.4495297372341156},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.34547480940818787},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3217533826828003},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08126544952392578}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8143662810325623},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7390808463096619},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6929293870925903},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5587594509124756},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45001545548439026},{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.4495297372341156},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34547480940818787},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3217533826828003},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08126544952392578},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3550916","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3550916","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/G1809442608","display_name":null,"funder_award_id":"No.51705050","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2483325184","display_name":null,"funder_award_id":"No.51705049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2652412462","display_name":null,"funder_award_id":"cstc2021jscx-gksbX0046","funder_id":"https://openalex.org/F4320330194","funder_display_name":"Chongqing Research Program of Technological Innovation and Application Demonstration"},{"id":"https://openalex.org/G2846372410","display_name":null,"funder_award_id":"NO.51875065","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3527016479","display_name":null,"funder_award_id":"2022YFB3305703","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3875233408","display_name":null,"funder_award_id":"51705049","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4482444916","display_name":null,"funder_award_id":"51875065","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6263982406","display_name":null,"funder_award_id":"52075060","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8291132204","display_name":null,"funder_award_id":"52475511","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8594658025","display_name":null,"funder_award_id":"No.52075060","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/F4320330194","display_name":"Chongqing Research Program of Technological Innovation and Application Demonstration","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1731081199","https://openalex.org/W2556013418","https://openalex.org/W2744885465","https://openalex.org/W2763583057","https://openalex.org/W2793888044","https://openalex.org/W2806395723","https://openalex.org/W2808496542","https://openalex.org/W2810292802","https://openalex.org/W2898375427","https://openalex.org/W2913127416","https://openalex.org/W2914876238","https://openalex.org/W2946048316","https://openalex.org/W2969736276","https://openalex.org/W2980420373","https://openalex.org/W2997353220","https://openalex.org/W3005904504","https://openalex.org/W3030489213","https://openalex.org/W3041133507","https://openalex.org/W3041192231","https://openalex.org/W3083531094","https://openalex.org/W3090682168","https://openalex.org/W3128453436","https://openalex.org/W3137896025","https://openalex.org/W3164675724","https://openalex.org/W3193859704","https://openalex.org/W3198038800","https://openalex.org/W3215145458","https://openalex.org/W4200221661","https://openalex.org/W4200318892","https://openalex.org/W4285177827","https://openalex.org/W4285217780","https://openalex.org/W4285260612","https://openalex.org/W4296212358","https://openalex.org/W4311415873","https://openalex.org/W4318148761","https://openalex.org/W4360770751","https://openalex.org/W4361294415","https://openalex.org/W4385371079","https://openalex.org/W4391797890","https://openalex.org/W4401409567","https://openalex.org/W6713955831"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W4205786897"],"abstract_inverted_index":{"In":[0],"intelligent":[1],"manufacturing":[2,17],"systems,":[3],"accurate":[4],"and":[5,15,42,80,112,117,128,136,153,194],"timely":[6],"fault":[7,39,61,91,118,141],"diagnosis":[8,40,62,119,142,161],"is":[9,68,84,106,148],"crucial":[10],"for":[11,27,140],"ensuring":[12],"a":[13,59,71,101,144,176],"safe":[14],"stable":[16],"process.":[18],"While":[19],"transfer":[20],"learning":[21],"(TL)":[22],"can":[23,48],"mitigate":[24],"the":[25,43,50,110,123,129,163,167,171,180,184,189,192,196,199],"need":[26],"extensive":[28,89],"labeled":[29,98],"data,":[30,92],"not":[31],"all":[32],"historical":[33,90,115,126],"datasets":[34,47],"are":[35,155],"applicable":[36],"to":[37,86,108,133],"specific":[38],"tasks,":[41,143],"use":[44],"of":[45,52,114,191,198],"inappropriate":[46],"deteriorate":[49],"accuracy":[51,190],"TL":[53,60,74],"models.":[54],"To":[55],"address":[56],"these":[57],"issues,":[58],"method":[63],"based":[64,76],"on":[65,77],"cloud-edge":[66,145,201],"collaboration":[67,202],"proposed.":[69],"First,":[70],"variational":[72],"autoencoder":[73,103],"algorithm":[75],"multiscale":[78],"convolution":[79],"domain":[81],"fusion":[82],"(MSDF-VAE)":[83],"presented":[85],"effectively":[87],"leverage":[88],"particularly":[93],"in":[94],"scenarios":[95],"with":[96,179],"limited":[97],"samples.":[99],"Second,":[100],"lightweight":[102],"model":[104,165,178],"(LAE)":[105],"employed":[107],"improve":[109],"reusability":[111],"specificity":[113],"data":[116,127,182],"models":[120],"by":[121,183],"analyzing":[122],"correlation":[124],"between":[125],"current":[130],"data.":[131],"Additionally,":[132],"reduce":[134],"latency":[135],"meet":[137],"real-time":[138,160],"requirements":[139],"collaborative":[146],"framework":[147],"proposed,":[149],"within":[150],"which":[151],"MSDF-VAE":[152,164,193],"LAE":[154],"deployed.":[156],"This":[157],"approach":[158],"enables":[159],"using":[162],"at":[166],"edge":[168],"layer,":[169],"while":[170],"cloud":[172],"layer":[173],"concurrently":[174],"trains":[175],"high-precision":[177],"selected":[181],"LAE.":[185],"The":[186],"experiments":[187],"verify":[188],"confirm":[195],"effectiveness":[197],"proposed":[200],"framework.":[203]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}