{"id":"https://openalex.org/W4413472405","doi":"https://doi.org/10.1109/jiot.2025.3601816","title":"Heterogeneous Vehicular Selection for Adaptive Federated Learning: A Cost-Optimized Approach","display_name":"Heterogeneous Vehicular Selection for Adaptive Federated Learning: A Cost-Optimized Approach","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413472405","doi":"https://doi.org/10.1109/jiot.2025.3601816"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3601816","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3601816","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/A5085394116","display_name":"Shuang Zhang","orcid":"https://orcid.org/0000-0001-5019-2790"},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shuang Zhang","raw_affiliation_strings":["School of College of Engineering, Hebei Normal University, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"School of College of Engineering, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111276239","display_name":"Songwen Gu","orcid":null},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songwen Gu","raw_affiliation_strings":["School of College of Engineering, Hebei Normal University, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"School of College of Engineering, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107335132","display_name":"Hua Zhao","orcid":"https://orcid.org/0009-0005-4401-8143"},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hua Zhao","raw_affiliation_strings":["School of College of Engineering, Hebei Normal University, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"School of College of Engineering, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057161639","display_name":"Junpeng Zhang","orcid":"https://orcid.org/0000-0003-0386-0025"},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junpeng Zhang","raw_affiliation_strings":["School of College of Engineering, Hebei Normal University, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"School of College of Engineering, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046907151","display_name":"Huilong Jin","orcid":"https://orcid.org/0009-0008-5380-3719"},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huilong Jin","raw_affiliation_strings":["School of College of Engineering, Hebei Normal University, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"School of College of Engineering, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048790034","display_name":"Maher Guizani","orcid":"https://orcid.org/0009-0007-3437-7606"},"institutions":[{"id":"https://openalex.org/I189196454","display_name":"The University of Texas at Arlington","ror":"https://ror.org/019kgqr73","country_code":"US","type":"education","lineage":["https://openalex.org/I189196454"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Maher Guizani","raw_affiliation_strings":["Computer Science and Engineering Department, University of Texas Arlington, Texas, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering Department, University of Texas Arlington, Texas, USA","institution_ids":["https://openalex.org/I189196454"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5085394116"],"corresponding_institution_ids":["https://openalex.org/I94611258"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12717599,"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":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9988999962806702,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9988999962806702,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9768000245094299,"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/T10237","display_name":"Cryptography and Data Security","score":0.9332000017166138,"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/computer-science","display_name":"Computer science","score":0.8602493405342102},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6650722026824951},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4111044108867645},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3923552632331848},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29788169264793396}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8602493405342102},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6650722026824951},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4111044108867645},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3923552632331848},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29788169264793396}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3601816","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3601816","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":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W2734358244","https://openalex.org/W2982409974","https://openalex.org/W3026202797","https://openalex.org/W3049535205","https://openalex.org/W3111179237","https://openalex.org/W3116579057","https://openalex.org/W3127190257","https://openalex.org/W3163105316","https://openalex.org/W3196371845","https://openalex.org/W3196463200","https://openalex.org/W3211199052","https://openalex.org/W4287332481","https://openalex.org/W4302363089","https://openalex.org/W4313417913","https://openalex.org/W4320024348","https://openalex.org/W4379880682","https://openalex.org/W4384028533","https://openalex.org/W4385757651","https://openalex.org/W4385834485","https://openalex.org/W4386159236","https://openalex.org/W4387105517","https://openalex.org/W4387145983","https://openalex.org/W4387870400","https://openalex.org/W4387870546","https://openalex.org/W4388141435","https://openalex.org/W4390357346","https://openalex.org/W4391326609","https://openalex.org/W4394729474","https://openalex.org/W4400880699","https://openalex.org/W4401976246","https://openalex.org/W4402158987","https://openalex.org/W4403501123","https://openalex.org/W4404101575","https://openalex.org/W4406158091","https://openalex.org/W4406521115"],"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":{"The":[0,56,100],"rapid":[1],"expansion":[2],"of":[3,59,80,89,103,133,141],"vehicular":[4,38,45,178],"networks":[5],"has":[6],"intensified":[7],"congestion":[8],"and":[9,51,91,116,146,169],"privacy":[10],"risks.":[11],"Although":[12],"Federated":[13],"Learning":[14],"(FL)":[15],"addresses":[16],"both":[17],"challenges":[18],"through":[19],"decentralized":[20],"model":[21,64,95,105,118,143,171],"training":[22,172],"while":[23],"preserving":[24],"data":[25,49,61],"locality,":[26],"existing":[27],"FL-based":[28],"client":[29],"selection":[30,127],"strategies":[31],"often":[32],"fall":[33],"short":[34],"in":[35,44,67,77,165,175],"highly":[36,176],"heterogeneous":[37,177],"environments.":[39,179],"Specifically,":[40],"the":[41,74,78,111,114,131,139,158],"inherent":[42],"heterogeneity":[43,90],"networks\u2014characterized":[46],"by":[47],"diverse":[48],"distributions":[50],"system":[52,70,148,167],"resources\u2014complicates":[53],"current":[54],"methods.":[55],"imbalanced":[57],"nature":[58],"local":[60,115],"further":[62],"exacerbates":[63],"divergence,":[65],"resulting":[66],"degraded":[68],"overall":[69],"performance.":[71],"To":[72],"solve":[73],"above":[75],"problems,":[76],"process":[79],"vehicle":[81,126],"selection,":[82],"this":[83,104],"paper":[84],"comprehensively":[85],"considers":[86],"three":[87],"kinds":[88],"proposes":[92],"an":[93],"FL":[94],"with":[96],"adaptive":[97],"proximal":[98],"term.":[99],"weight":[101,144],"coefficient":[102],"is":[106,135],"dynamically":[107],"adjusted":[108],"based":[109],"on":[110,121,152],"difference":[112],"between":[113],"global":[117],"parameters.":[119],"Based":[120],"this,":[122],"a":[123],"contribution":[124],"score-based":[125],"strategy":[128,160],"(CSVS),":[129],"considering":[130],"dynamics":[132],"vehicles,":[134],"proposed":[136,159],"to":[137],"alleviate":[138],"problem":[140],"traditional":[142],"divergence":[145],"minimize":[147],"cost.":[149],"Experimental":[150],"results":[151],"two":[153],"classic":[154],"datasets":[155],"demonstrate":[156],"that":[157],"significantly":[161],"outperforms":[162],"baseline":[163],"methods":[164],"reducing":[166],"cost":[168],"improving":[170],"performance,":[173],"particularly":[174]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}