{"id":"https://openalex.org/W7125959851","doi":"https://doi.org/10.1109/smc58881.2025.11342921","title":"Adaptive Federated Learning-Based Architecture for Intrusion Detection in IoT/IIoT Environments","display_name":"Adaptive Federated Learning-Based Architecture for Intrusion Detection in IoT/IIoT Environments","publication_year":2025,"publication_date":"2025-10-05","ids":{"openalex":"https://openalex.org/W7125959851","doi":"https://doi.org/10.1109/smc58881.2025.11342921"},"language":null,"primary_location":{"id":"doi:10.1109/smc58881.2025.11342921","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11342921","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","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/A5119437561","display_name":"Luis Miguel Garc\u00eda-S\u00e1ez","orcid":null},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Luis Miguel Garc\u00eda-S\u00e1ez","raw_affiliation_strings":["University of Castilla-La Mancha,Albacete,Spain,02071"],"affiliations":[{"raw_affiliation_string":"University of Castilla-La Mancha,Albacete,Spain,02071","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004929778","display_name":"Sergio Ruiz-Villafranca","orcid":"https://orcid.org/0000-0002-1063-7000"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Sergio Ruiz-Villafranca","raw_affiliation_strings":["University of Castilla-La Mancha,Albacete,Spain,02071"],"affiliations":[{"raw_affiliation_string":"University of Castilla-La Mancha,Albacete,Spain,02071","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124147419","display_name":"Jos\u00e9 Rold\u00e1n-G\u00f3mez","orcid":null},"institutions":[{"id":"https://openalex.org/I255234318","display_name":"Universidad de Zaragoza","ror":"https://ror.org/012a91z28","country_code":"ES","type":"education","lineage":["https://openalex.org/I255234318"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Rold\u00e1n-G\u00f3mez","raw_affiliation_strings":["University of Zaragoza,Zaragoza,Spain,50018"],"affiliations":[{"raw_affiliation_string":"University of Zaragoza,Zaragoza,Spain,50018","institution_ids":["https://openalex.org/I255234318"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104234310","display_name":"Javier Carrillo-Mondejar Javier Carrillo-Mondejar","orcid":null},"institutions":[{"id":"https://openalex.org/I255234318","display_name":"Universidad de Zaragoza","ror":"https://ror.org/012a91z28","country_code":"ES","type":"education","lineage":["https://openalex.org/I255234318"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Carrillo-Mond\u00e9jar","raw_affiliation_strings":["University of Zaragoza,Zaragoza,Spain,50018"],"affiliations":[{"raw_affiliation_string":"University of Zaragoza,Zaragoza,Spain,50018","institution_ids":["https://openalex.org/I255234318"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124098008","display_name":"Jos\u00e9 Luis Mart\u00ednez","orcid":null},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Luis Mart\u00ednez","raw_affiliation_strings":["University of Castilla-La Mancha,Albacete,Spain,02071"],"affiliations":[{"raw_affiliation_string":"University of Castilla-La Mancha,Albacete,Spain,02071","institution_ids":["https://openalex.org/I79189158"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5119437561"],"corresponding_institution_ids":["https://openalex.org/I79189158"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.71186937,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6810","last_page":"6815"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.4523000121116638,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.4523000121116638,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.13339999318122864,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.10140000283718109,"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/scalability","display_name":"Scalability","score":0.7753999829292297},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7387999892234802},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.7121000289916992},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5342000126838684},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.510200023651123},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.38600000739097595},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.38089999556541443}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8008999824523926},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7753999829292297},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7387999892234802},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.7121000289916992},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5342000126838684},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.510200023651123},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.39149999618530273},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.38600000739097595},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.38089999556541443},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.36000001430511475},{"id":"https://openalex.org/C82578977","wikidata":"https://www.wikidata.org/wiki/Q16773055","display_name":"Data aggregator","level":3,"score":0.3149000108242035},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.31360000371932983},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.31220000982284546},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.3073999881744385},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.3019999861717224},{"id":"https://openalex.org/C115051666","wikidata":"https://www.wikidata.org/wiki/Q6522493","display_name":"Ranging","level":2,"score":0.2996000051498413},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.29010000824928284},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.26499998569488525},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.25870001316070557}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc58881.2025.11342921","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11342921","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.51206374168396,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320338080","display_name":"European Social Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1526458608","https://openalex.org/W2809894131","https://openalex.org/W2962910311","https://openalex.org/W2996845627","https://openalex.org/W3046653923","https://openalex.org/W3135497297","https://openalex.org/W3171802458","https://openalex.org/W3191884578","https://openalex.org/W3216660278","https://openalex.org/W4210960727","https://openalex.org/W4226319939","https://openalex.org/W4311399005","https://openalex.org/W4314446179","https://openalex.org/W4318586189","https://openalex.org/W4320919659","https://openalex.org/W4367301668","https://openalex.org/W4377107432","https://openalex.org/W4384835155","https://openalex.org/W4385210255","https://openalex.org/W4388240496","https://openalex.org/W4391037285","https://openalex.org/W4391099793","https://openalex.org/W4391706684","https://openalex.org/W4399154845"],"related_works":[],"abstract_inverted_index":{"The":[0,111],"rapid":[1],"expansion":[2],"and":[3,10,27,58,92,106,124,133,167,178,189],"growth":[4],"of":[5,7,13,25,55,108,180],"Internet":[6,12],"Things":[8,14],"(IoT)":[9],"Industrial":[11],"(IIoT)":[15],"environments":[16,91],"has":[17],"led":[18],"to":[19,74,103,122,137],"an":[20,95,141],"increase":[21],"in":[22,29,127,170,182],"the":[23,104,150,154,176,187],"number":[24],"attacks":[26],"risks":[28],"these":[30,128],"environments.":[31,129],"This":[32,82],"presents":[33,84],"new":[34],"cybersecurity":[35,123],"challenges":[36],"that":[37,70,98],"require":[38],"more":[39],"advanced":[40],"intrusion":[41,183],"detection":[42],"systems":[43],"(IDS).":[44],"However,":[45],"IDS":[46,87],"based":[47],"on":[48],"centralised":[49,138],"Machine":[50],"Learning":[51,64],"(ML)":[52],"face":[53],"problems":[54],"scalability,":[56],"latency,":[57],"privacy.":[59],"In":[60],"this":[61],"context,":[62],"Federated":[63],"(FL)":[65],"offers":[66],"a":[67,85],"decentralised":[68],"approach":[69],"allows":[71],"multiple":[72],"nodes":[73],"train":[75],"models":[76],"collaboratively":[77],"without":[78],"exposing":[79],"sensitive":[80],"data.":[81,110],"work":[83],"federated":[86,161],"tailored":[88],"for":[89,149],"IoT/IIoT":[90,118],"introduces":[93],"FedWLA,":[94],"aggregation":[96,162],"strategy":[97,157],"dynamically":[99],"weights":[100],"updates":[101],"according":[102],"quality":[105],"uncertainty":[107],"local":[109],"proposed":[112,155],"architecture":[113],"is":[114],"evaluated":[115],"through":[116],"different":[117],"traffic":[119],"datasets":[120],"orientated":[121],"widely":[125],"used":[126],"It":[130],"shows":[131],"comparable":[132],"even":[134],"superior":[135],"performance":[136],"methods,":[139],"with":[140],"average":[142],"F1-Score":[143],"ranging":[144],"between":[145],"0.98":[146],"-":[147],"0.99":[148],"tests":[151],"performed.":[152],"Moreover,":[153],"FedWLA":[156],"consistently":[158],"outperforms":[159],"other":[160],"approaches,":[163],"such":[164],"as":[165],"FedAvg":[166],"FedProx,":[168],"particularly":[169],"heterogeneous":[171],"scenarios.":[172],"These":[173],"results":[174],"demonstrate":[175],"capability":[177],"potential":[179],"FL":[181],"detection,":[184],"effectively":[185],"leveraging":[186],"scalability":[188],"privacy":[190],"advantages":[191],"it":[192],"offers.":[193]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-29T00:00:00"}
