{"id":"https://openalex.org/W7124982281","doi":"https://doi.org/10.1109/commnet68224.2025.11288882","title":"Federated Learning for Collaborative Cyber-Attack Detection in Internet of Vehicles (IoV) Network","display_name":"Federated Learning for Collaborative Cyber-Attack Detection in Internet of Vehicles (IoV) Network","publication_year":2025,"publication_date":"2025-12-03","ids":{"openalex":"https://openalex.org/W7124982281","doi":"https://doi.org/10.1109/commnet68224.2025.11288882"},"language":null,"primary_location":{"id":"doi:10.1109/commnet68224.2025.11288882","is_oa":false,"landing_page_url":"https://doi.org/10.1109/commnet68224.2025.11288882","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Advanced Communication Technologies and Networking (CommNet)","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/A5123389413","display_name":"O. Briliyant","orcid":null},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Obrina Briliyant","raw_affiliation_strings":["Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom"],"affiliations":[{"raw_affiliation_string":"Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom","institution_ids":["https://openalex.org/I79510175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123447689","display_name":"M. Y. B. Setiadji","orcid":null},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad Yusuf Bambang Setiadji","raw_affiliation_strings":["Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom"],"affiliations":[{"raw_affiliation_string":"Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom","institution_ids":["https://openalex.org/I79510175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123381837","display_name":"A. Javed","orcid":null},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Amir Javed","raw_affiliation_strings":["Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom"],"affiliations":[{"raw_affiliation_string":"Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom","institution_ids":["https://openalex.org/I79510175"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123418878","display_name":"Y. Cherdantseva","orcid":null},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yulia Cherdantseva","raw_affiliation_strings":["Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom"],"affiliations":[{"raw_affiliation_string":"Cardiff University,School of Computer Science and Informatics,Cardiff,United Kingdom","institution_ids":["https://openalex.org/I79510175"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5123389413"],"corresponding_institution_ids":["https://openalex.org/I79510175"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.62385041,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9103000164031982,"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"}},"topics":[{"id":"https://openalex.org/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9103000164031982,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.010400000028312206,"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":0.010300000198185444,"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/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6880999803543091},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6141999959945679},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5636000037193298},{"id":"https://openalex.org/keywords/data-sharing","display_name":"Data sharing","score":0.45329999923706055},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.38600000739097595},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3815999925136566},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.3424000144004822},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.33399999141693115},{"id":"https://openalex.org/keywords/private-network","display_name":"Private network","score":0.3296000063419342}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7864999771118164},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6880999803543091},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6141999959945679},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5636000037193298},{"id":"https://openalex.org/C2779965156","wikidata":"https://www.wikidata.org/wiki/Q5227350","display_name":"Data sharing","level":3,"score":0.45329999923706055},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.45159998536109924},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.38600000739097595},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3815999925136566},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3785000145435333},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.3424000144004822},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.33399999141693115},{"id":"https://openalex.org/C117387248","wikidata":"https://www.wikidata.org/wiki/Q11186","display_name":"Private network","level":2,"score":0.3296000063419342},{"id":"https://openalex.org/C46355384","wikidata":"https://www.wikidata.org/wiki/Q726686","display_name":"Compromise","level":2,"score":0.32499998807907104},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.32120001316070557},{"id":"https://openalex.org/C47796450","wikidata":"https://www.wikidata.org/wiki/Q508378","display_name":"Intelligent transportation system","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2957000136375427},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.29030001163482666},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2897999882698059},{"id":"https://openalex.org/C90936777","wikidata":"https://www.wikidata.org/wiki/Q917189","display_name":"Host-based intrusion detection system","level":4,"score":0.2865999937057495},{"id":"https://openalex.org/C527821871","wikidata":"https://www.wikidata.org/wiki/Q228502","display_name":"Access control","level":2,"score":0.28299999237060547},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28209999203681946},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2736999988555908},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2727000117301941},{"id":"https://openalex.org/C83849155","wikidata":"https://www.wikidata.org/wiki/Q1472399","display_name":"Internet access","level":3,"score":0.2644999921321869},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.2624000012874603},{"id":"https://openalex.org/C22735295","wikidata":"https://www.wikidata.org/wiki/Q317671","display_name":"Botnet","level":3,"score":0.26109999418258667},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.25949999690055847}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/commnet68224.2025.11288882","is_oa":false,"landing_page_url":"https://doi.org/10.1109/commnet68224.2025.11288882","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 8th International Conference on Advanced Communication Technologies and Networking (CommNet)","raw_type":"proceedings-article"},{"id":"pmh:oai:https://orca.cardiff.ac.uk:183945","is_oa":false,"landing_page_url":"https://orca.cardiff.ac.uk/view/cardiffauthors/A2656310V.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,73],"Internet":[1],"of":[2,111],"Vehicles":[3],"(IoV)":[4],"enhances":[5],"modern":[6],"transportation":[7],"but":[8],"introduces":[9],"significant":[10],"cyber":[11],"security":[12],"vulnerabilities":[13],"and":[14,56,64,81],"privacy":[15],"risks.":[16],"Traditional":[17],"centralized":[18],"Intrusion":[19],"Detection":[20],"Systems":[21],"(IDS)":[22],"are":[23,90],"inadequate":[24],"for":[25,113],"this":[26],"environment,":[27],"as":[28,132],"they":[29],"could":[30],"compromise":[31],"driver":[32],"privacy.":[33,144],"This":[34],"study":[35],"proposes":[36],"a":[37,67,78],"novel":[38],"federated":[39,88],"learning":[40],"(FL)":[41],"framework":[42,74],"that":[43,105,124],"enables":[44],"collaborative":[45],"cyber-attack":[46],"detection":[47,115],"across":[48],"vehicles":[49],"without":[50],"sharing":[51],"private":[52],"data.":[53],"We":[54],"implemented":[55],"evaluated":[57],"advanced":[58],"FL":[59,125],"algorithms":[60],"(FedAvg,":[61],"FedProx,":[62],"SCAFFOLD,":[63],"FedNova)":[65],"with":[66],"deep":[68],"neural":[69],"network":[70],"(DNN)":[71],"architecture.":[72],"is":[75],"tested":[76],"under":[77],"realistic":[79],"non-identically":[80],"independently":[82],"distributed":[83],"(non-IID)":[84],"data,":[85],"where":[86],"the":[87,127,137],"clients":[89],"designed":[91],"to":[92,129],"detect":[93],"specific":[94],"in-vehicle":[95],"Controller":[96],"Area":[97],"Network":[98],"(CAN)":[99],"attacks.":[100],"Our":[101],"experimental":[102],"validation":[103],"demonstrates":[104],"FedNova":[106],"achieved":[107],"an":[108,133],"optimal":[109],"F1-score":[110],"81.67%":[112],"attack":[114],"while":[116,140],"maintaining":[117],"complete":[118],"data":[119],"isolation.":[120],"These":[121],"findings":[122],"establish":[123],"has":[126],"potential":[128],"be":[130],"used":[131],"IDS":[134],"model":[135],"in":[136],"IoV":[138],"networks,":[139],"still":[141],"preserving":[142],"user":[143]},"counts_by_year":[],"updated_date":"2026-01-29T23:17:01.242718","created_date":"2026-01-21T00:00:00"}