{"id":"https://openalex.org/W4412795603","doi":"https://doi.org/10.1109/tvt.2025.3594326","title":"A Secure Wireless Traffic Prediction With Federated Learning","display_name":"A Secure Wireless Traffic Prediction With Federated Learning","publication_year":2025,"publication_date":"2025-07-31","ids":{"openalex":"https://openalex.org/W4412795603","doi":"https://doi.org/10.1109/tvt.2025.3594326"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2025.3594326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2025.3594326","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"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 Vehicular Technology","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/A5100448927","display_name":"Feng Li","orcid":"https://orcid.org/0000-0002-7130-2941"},"institutions":[{"id":"https://openalex.org/I75059550","display_name":"Zhejiang Gongshang University","ror":"https://ror.org/0569mkk41","country_code":"CN","type":"education","lineage":["https://openalex.org/I75059550"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feng Li","raw_affiliation_strings":["School of Information and Electronic Engineering, Zhejiang Gongshang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7130-2941","affiliations":[{"raw_affiliation_string":"School of Information and Electronic Engineering, Zhejiang Gongshang University, Hangzhou, China","institution_ids":["https://openalex.org/I75059550"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiaona Chen","orcid":"https://orcid.org/0009-0003-3828-1565"},"institutions":[{"id":"https://openalex.org/I75059550","display_name":"Zhejiang Gongshang University","ror":"https://ror.org/0569mkk41","country_code":"CN","type":"education","lineage":["https://openalex.org/I75059550"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaona Chen","raw_affiliation_strings":["School of Information and Electronic Engineering, Zhejiang Gongshang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-3828-1565","affiliations":[{"raw_affiliation_string":"School of Information and Electronic Engineering, Zhejiang Gongshang University, Hangzhou, China","institution_ids":["https://openalex.org/I75059550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101720092","display_name":"Kwok\u2010Yan Lam","orcid":"https://orcid.org/0000-0001-7479-7970"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Kwok-Yan Lam","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0001-7479-7970","affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017141292","display_name":"Li Wang","orcid":"https://orcid.org/0000-0001-7410-5604"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Wang","raw_affiliation_strings":["College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-7410-5604","affiliations":[{"raw_affiliation_string":"College of Marine Electrical Engineering, Dalian Maritime University, Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100352249","display_name":"Xin Liu","orcid":"https://orcid.org/0000-0002-6035-6055"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Liu","raw_affiliation_strings":["School of Information and Communication Engineering, Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-6035-6055","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8777,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.87535808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"75","issue":"1","first_page":"1386","last_page":"1397"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9958999752998352,"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":0.9958999752998352,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9952999949455261,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.988099992275238,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.581000804901123},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5376322269439697},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5026986598968506},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.34120598435401917},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.31030648946762085}],"concepts":[{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.581000804901123},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5376322269439697},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5026986598968506},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.34120598435401917},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.31030648946762085}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tvt.2025.3594326","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2025.3594326","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"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 Vehicular Technology","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/202512","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/202512","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Accurate":[0],"traffic":[1,31,100,151,214],"prediction":[2,37,46,101,119],"is":[3,116,165],"crucial":[4],"for":[5,79],"enhancing":[6],"the":[7,17,80,87,91,147,155,159,170,178,190,196],"performance":[8,89],"of":[9,20,30,82,90,150,172,180],"intelligent":[10],"cellular":[11],"networks,":[12],"as":[13],"it":[14,153],"directly":[15],"impacts":[16],"effective":[18],"allocation":[19],"network":[21],"resources":[22],"and":[23,28,58,110,130,176,206],"user":[24],"satisfaction.":[25],"The":[26,114,125,184],"instability":[27],"dynamics":[29],"data":[32,55,123,173],"pose":[33],"challenges":[34],"to":[35,52,117,137,145,203],"centralized":[36,205],"methods.":[38],"These":[39],"methods":[40,208],"are":[41],"not":[42,77],"only":[43],"limited":[44],"in":[45],"accuracy":[47,120],"but":[48],"may":[49],"also":[50],"lead":[51],"issues":[53],"concerning":[54],"privacy":[56],"breaches":[57],"response":[59],"delays.":[60],"Furthermore,":[61,158],"traditional":[62],"Federated":[63,160],"Learning":[64],"(FL)":[65],"typically":[66],"employs":[67],"a":[68,98],"simple":[69],"averaging":[70],"strategy":[71],"during":[72],"model":[73,102,126,164,182,198],"aggregation,":[74],"which":[75,167],"does":[76],"account":[78],"heterogeneity":[81,171],"client":[83,213],"data,":[84,152],"thereby":[85],"affecting":[86],"generalization":[88],"global":[92],"model.":[93],"Therefore,":[94],"this":[95],"study":[96],"proposes":[97],"wireless":[99],"that":[103,195],"combines":[104],"FL,":[105],"Long":[106],"Short-Term":[107],"Memory":[108],"(LSTM),":[109],"Kolmogorov-Arnold":[111],"Networks":[112],"(KAN).":[113],"aim":[115],"enhance":[118],"while":[121],"ensuring":[122],"privacy.":[124],"leverages":[127],"edge":[128,135],"computing":[129],"FL":[131,207],"techniques,":[132],"enabling":[133],"multiple":[134],"devices":[136,175],"locally":[138],"train":[139],"LSTM":[140],"models.":[141],"By":[142],"integrating":[143],"KAN":[144],"explore":[146],"inherent":[148],"complexity":[149],"enhances":[154],"model's":[156],"adaptability.":[157],"Normalized":[161],"Averaging":[162],"(FedNova)":[163],"introduced,":[166],"thoroughly":[168],"considers":[169],"among":[174],"optimizes":[177],"process":[179],"updating":[181],"parameters.":[183],"extensive":[185],"experimental":[186],"results":[187],"conducted":[188],"on":[189],"Milano":[191],"real":[192],"dataset":[193],"demonstrate":[194],"FedNova-LSTM-KAN":[197],"exhibits":[199],"significant":[200],"advantages":[201],"compared":[202],"existing":[204],"when":[209],"dealing":[210],"with":[211],"uneven":[212],"data.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-01-21T23:30:37.877113","created_date":"2025-10-10T00:00:00"}
