{"id":"https://openalex.org/W4413755143","doi":"https://doi.org/10.1109/tcss.2025.3595216","title":"Federated Graph Neural Networks Based on Multiscale Residuals in Industrial Internet of Things","display_name":"Federated Graph Neural Networks Based on Multiscale Residuals in Industrial Internet of Things","publication_year":2025,"publication_date":"2025-08-27","ids":{"openalex":"https://openalex.org/W4413755143","doi":"https://doi.org/10.1109/tcss.2025.3595216"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2025.3595216","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3595216","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social 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/A5061364578","display_name":"Zhaowei Liu","orcid":"https://orcid.org/0000-0003-0179-815X"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhaowei Liu","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0003-0179-815X","affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yifan Jiang","orcid":"https://orcid.org/0009-0007-9500-8855"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Jiang","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"raw_orcid":"https://orcid.org/0009-0007-9500-8855","affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100921823","display_name":"Jiaojiao Gu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162215","display_name":"Naval Aeronautical and Astronautical University","ror":"https://ror.org/02j2yhq26","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162215"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaojiao Gu","raw_affiliation_strings":["Naval Aeronautical University, Yantai, China"],"raw_orcid":"https://orcid.org/0009-0009-5318-9840","affiliations":[{"raw_affiliation_string":"Naval Aeronautical University, Yantai, China","institution_ids":["https://openalex.org/I4210162215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043962311","display_name":"Diantong Liu","orcid":"https://orcid.org/0000-0003-2111-8975"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Diantong Liu","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0003-2111-8975","affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070423020","display_name":"Yongchao Song","orcid":"https://orcid.org/0000-0002-5737-368X"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongchao Song","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0002-5737-368X","affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Anzuo Jiang","orcid":"https://orcid.org/0009-0008-5125-2386"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anzuo Jiang","raw_affiliation_strings":["School of Computer and Control Engineering, Yantai University, Yantai, China"],"raw_orcid":"https://orcid.org/0009-0008-5125-2386","affiliations":[{"raw_affiliation_string":"School of Computer and Control Engineering, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083815344","display_name":"Peiyong Duan","orcid":"https://orcid.org/0000-0003-4283-4049"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiyong Duan","raw_affiliation_strings":["Qilu University of Technology, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0003-4283-4049","affiliations":[{"raw_affiliation_string":"Qilu University of Technology, Jinan, China","institution_ids":["https://openalex.org/I152269853"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5061364578"],"corresponding_institution_ids":["https://openalex.org/I18452120"],"apc_list":null,"apc_paid":null,"fwci":2.1733,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90134888,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"12","issue":"6","first_page":"4999","last_page":"5014"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9460999965667725,"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/T10320","display_name":"Neural Networks and Applications","score":0.9460999965667725,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9391000270843506,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9336000084877014,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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":0.6333586573600769},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6312582492828369},{"id":"https://openalex.org/keywords/industrial-internet","display_name":"Industrial Internet","score":0.590833842754364},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5711348652839661},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.522441565990448},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42716896533966064},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3832246661186218},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3473338782787323},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3341555893421173},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3253377676010132},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2828766703605652},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24367481470108032}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6333586573600769},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6312582492828369},{"id":"https://openalex.org/C202839342","wikidata":"https://www.wikidata.org/wiki/Q60740481","display_name":"Industrial Internet","level":3,"score":0.590833842754364},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5711348652839661},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.522441565990448},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42716896533966064},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3832246661186218},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3473338782787323},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3341555893421173},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3253377676010132},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2828766703605652},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24367481470108032}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2025.3595216","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2025.3595216","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"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 Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5799999833106995,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2811266402","https://openalex.org/W2940895343","https://openalex.org/W2972418846","https://openalex.org/W2988055229","https://openalex.org/W3006403513","https://openalex.org/W3007974554","https://openalex.org/W3015616869","https://openalex.org/W3097300053","https://openalex.org/W3108596529","https://openalex.org/W3113075536","https://openalex.org/W3121087702","https://openalex.org/W3126441351","https://openalex.org/W3138871094","https://openalex.org/W3154459044","https://openalex.org/W3155573724","https://openalex.org/W3178367256","https://openalex.org/W3190469032","https://openalex.org/W3193429343","https://openalex.org/W3199430355","https://openalex.org/W3201530369","https://openalex.org/W3207678800","https://openalex.org/W4226427994","https://openalex.org/W4281686206","https://openalex.org/W4285157251","https://openalex.org/W4285505260","https://openalex.org/W4293089302","https://openalex.org/W4303987227","https://openalex.org/W4311905637","https://openalex.org/W4317624859","https://openalex.org/W4320717878","https://openalex.org/W4365505337","https://openalex.org/W4382568112","https://openalex.org/W4404850962","https://openalex.org/W4406704618","https://openalex.org/W4406949434","https://openalex.org/W4409310883"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4410295802","https://openalex.org/W4200598720","https://openalex.org/W3212933010","https://openalex.org/W4411395912","https://openalex.org/W4390610562","https://openalex.org/W4400212587"],"abstract_inverted_index":{"The":[0,203],"industrial":[1],"internet":[2],"of":[3,89,148,173,180,194],"things":[4],"(IIoT)":[5],"plays":[6],"a":[7,78],"crucial":[8],"role":[9],"in":[10,30,138,183,218,237],"manufacturing,":[11],"logistics,":[12],"and":[13,25,100,125,155,163,176],"equipment":[14],"management.":[15],"Graph":[16],"neural":[17,82],"networks":[18],"(GNNs)":[19],"can":[20,134,168,228],"effectively":[21],"model":[22,59,84,93,98],"graph-structured":[23],"data":[24,41,137],"have":[26],"received":[27],"widespread":[28],"attention":[29],"IIoT":[31,40,223],"applications.":[32],"However,":[33],"existing":[34],"methods":[35],"face":[36],"key":[37],"challenges.":[38],"First,":[39],"typically":[42],"contains":[43],"sensitive":[44],"information,":[45],"making":[46],"it":[47],"difficult":[48],"to":[49,61,111,151,189,214],"conduct":[50],"centralized":[51],"training":[52],"on":[53,200],"dispersed":[54],"data.":[55],"Second,":[56],"the":[57,64,72,114,129,170,178,192],"current":[58],"fails":[60],"fully":[62],"capture":[63,113],"complex":[65,115],"interrelationships":[66],"between":[67,117],"different":[68,149,201],"devices.":[69],"To":[70],"address":[71],"above":[73],"issues,":[74],"this":[75,119],"article":[76,120],"proposes":[77],"federated":[79,95],"learning-based":[80],"graph":[81,136],"network":[83,185],"FedMRGNN":[85,207],"for":[86,160],"joint":[87],"analysis":[88],"distributed":[90],"IIoT.":[91],"This":[92],"performs":[94],"learning":[96],"through":[97,106,140],"aggregation":[99,162],"parameter":[101],"exchange,":[102],"while":[103],"protecting":[104],"privacy":[105,108],"differential":[107],"mechanisms.":[109],"Meanwhile,":[110],"better":[112],"relationships":[116],"devices,":[118],"integrates":[121],"multiscale":[122,157,174],"feature":[123,132],"extraction":[124,133],"residual":[126],"connections":[127,167],"into":[128],"model.":[130],"Multiscale":[131],"process":[135],"parallel":[139],"multiple":[141],"branches,":[142],"each":[143],"branch":[144],"using":[145],"convolutional":[146],"kernels":[147],"scales":[150],"extract":[152],"node":[153],"features,":[154],"utilizing":[156],"pooling":[158],"operations":[159],"local":[161],"dimensionality":[164],"reduction.":[165],"Residual":[166],"enhance":[169],"fusion":[171],"ability":[172],"features":[175],"alleviate":[177],"problem":[179],"gradient":[181],"vanishing":[182],"deep":[184],"training.":[186],"In":[187,221],"order":[188],"further":[190],"verify":[191],"effectiveness":[193],"FedMRGNN,":[195],"experimental":[196],"verification":[197],"was":[198],"conducted":[199],"datasets.":[202],"results":[204],"show":[205],"that":[206],"improves":[208],"classification":[209,226],"accuracy":[210,227],"by":[211],"2.21%\u20136.40%":[212],"compared":[213],"other":[215],"baseline":[216],"algorithms":[217],"most":[219],"scenarios.":[220],"practical":[222],"applications,":[224],"improved":[225],"help":[229],"predictive":[230],"maintenance":[231],"systems":[232],"detect":[233],"potential":[234],"device":[235,242],"failures":[236],"advance,":[238],"thereby":[239],"improving":[240],"overall":[241],"operational":[243],"efficiency.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
