{"id":"https://openalex.org/W7133754654","doi":"https://doi.org/10.1109/jiot.2026.3670827","title":"Adaptive Federated Learning for Future IoV-Oriented IoT End-to-End Network Planning","display_name":"Adaptive Federated Learning for Future IoV-Oriented IoT End-to-End Network Planning","publication_year":2026,"publication_date":"2026-03-05","ids":{"openalex":"https://openalex.org/W7133754654","doi":"https://doi.org/10.1109/jiot.2026.3670827"},"language":null,"primary_location":{"id":"doi:10.1109/jiot.2026.3670827","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3670827","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/A5128150691","display_name":"Jiaming Pei","orcid":null},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiaming Pei","raw_affiliation_strings":["School of Computer Science, The University of Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2774-0511","affiliations":[{"raw_affiliation_string":"School of Computer Science, The University of Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111676575","display_name":"Xiaoqing Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqing Xu","raw_affiliation_strings":["School of Intelligent Equipment, Shandong University of Science and Technology, Tai&#x2019;an, Shandong, China"],"raw_orcid":"https://orcid.org/0009-0002-5765-0779","affiliations":[{"raw_affiliation_string":"School of Intelligent Equipment, Shandong University of Science and Technology, Tai&#x2019;an, Shandong, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128199712","display_name":"Lukun Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lukun Wang","raw_affiliation_strings":["School of Intelligent Equipment, Shandong University of Science and Technology, Tai&#x2019;an, Shandong, China"],"raw_orcid":"https://orcid.org/0000-0001-9207-7424","affiliations":[{"raw_affiliation_string":"School of Intelligent Equipment, Shandong University of Science and Technology, Tai&#x2019;an, Shandong, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023648639","display_name":"Saba Al\u2013Rubaye","orcid":"https://orcid.org/0000-0003-3293-904X"},"institutions":[{"id":"https://openalex.org/I82284825","display_name":"Cranfield University","ror":"https://ror.org/05cncd958","country_code":"GB","type":"education","lineage":["https://openalex.org/I82284825"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saba Al-Rubaye","raw_affiliation_strings":["Faculty of Engineering and Applied Science, Cranfield University, Bedford, U.K"],"raw_orcid":"https://orcid.org/0000-0003-3293-904X","affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Applied Science, Cranfield University, Bedford, U.K","institution_ids":["https://openalex.org/I82284825"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100712957","display_name":"Sun Zhang","orcid":"https://orcid.org/0000-0002-4566-7058"},"institutions":[{"id":"https://openalex.org/I188935350","display_name":"Anhui University of Finance and Economics","ror":"https://ror.org/0152zzg30","country_code":"CN","type":"education","lineage":["https://openalex.org/I188935350"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sun Zhang","raw_affiliation_strings":["Department of Computer Science and Technology, Anhui University of Finance and Economics, Bengbu, China"],"raw_orcid":"https://orcid.org/0000-0002-4566-7058","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Anhui University of Finance and Economics, Bengbu, China","institution_ids":["https://openalex.org/I188935350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120961079","display_name":"Anwer Al-Dulaimi","orcid":null},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Anwer Al-Dulaimi","raw_affiliation_strings":["College of Technological Innovations, Zayed University, Abu Dhabi, United Arab Emirates"],"raw_orcid":"https://orcid.org/0000-0001-9936-0038","affiliations":[{"raw_affiliation_string":"College of Technological Innovations, Zayed University, Abu Dhabi, United Arab Emirates","institution_ids":["https://openalex.org/I91044093"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":57.8438,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.99781103,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"13","issue":"10","first_page":"22488","last_page":"22500"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.2612999975681305,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.2612999975681305,"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":0.20890000462532043,"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/T13553","display_name":"Age of Information Optimization","score":0.057100001722574234,"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/internet-of-things","display_name":"Internet of Things","score":0.47850000858306885},{"id":"https://openalex.org/keywords/intelligent-network","display_name":"Intelligent Network","score":0.3903000056743622},{"id":"https://openalex.org/keywords/capacity-planning","display_name":"Capacity planning","score":0.357699990272522},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.3197999894618988},{"id":"https://openalex.org/keywords/network-planning-and-design","display_name":"Network planning and design","score":0.3127000033855438},{"id":"https://openalex.org/keywords/network-resource-planning","display_name":"Network resource planning","score":0.28290000557899475}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8184999823570251},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49889999628067017},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.47850000858306885},{"id":"https://openalex.org/C51675839","wikidata":"https://www.wikidata.org/wiki/Q1665681","display_name":"Intelligent Network","level":2,"score":0.3903000056743622},{"id":"https://openalex.org/C2781007418","wikidata":"https://www.wikidata.org/wiki/Q1456934","display_name":"Capacity planning","level":2,"score":0.357699990272522},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.3197999894618988},{"id":"https://openalex.org/C114563136","wikidata":"https://www.wikidata.org/wiki/Q19725982","display_name":"Network planning and design","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.31220000982284546},{"id":"https://openalex.org/C18645856","wikidata":"https://www.wikidata.org/wiki/Q7001179","display_name":"Network resource planning","level":3,"score":0.28290000557899475},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.25589999556541443},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.25279998779296875},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2026.3670827","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2026.3670827","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":[{"id":"https://openalex.org/G1018580253","display_name":null,"funder_award_id":"231100751213206","funder_id":"https://openalex.org/F4320337796","funder_display_name":"Integrative and Collaborative Education and Research"},{"id":"https://openalex.org/G1247283678","display_name":null,"funder_award_id":"2024AH052138","funder_id":"https://openalex.org/F4320325384","funder_display_name":"Ministry of Science Research and Technology"}],"funders":[{"id":"https://openalex.org/F4320325384","display_name":"Ministry of Science Research and Technology","ror":"https://ror.org/004v5tb85"},{"id":"https://openalex.org/F4320337796","display_name":"Integrative and Collaborative Education and Research","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0,127],"the":[1,91,118],"Internet":[2],"of":[3],"Things":[4],"(IoT)":[5],"domain,":[6],"end-to-end":[7],"(E2E)":[8],"planning":[9,150,162],"tasks":[10],"require":[11],"distributed":[12],"devices":[13],"to":[14,39,135],"collaboratively":[15],"train":[16],"deep":[17],"models":[18],"under":[19],"highly":[20],"dynamic":[21],"environments.":[22],"However,":[23],"existing":[24,166],"federated":[25,184],"learning":[26],"(FL)":[27],"methods":[28],"often":[29],"assume":[30],"homogeneous":[31],"communication":[32,56,103,141,159],"conditions":[33],"and":[34,55,81,102,109,124,161,169,182,189],"static":[35],"node":[36,89,122],"reliability,":[37],"leading":[38],"suboptimal":[40],"aggregation":[41,119,168],"performance":[42],"when":[43],"confronted":[44],"with":[45,165],"heterogeneous":[46],"uncertainty":[47,80,97],"sources":[48],"such":[49],"as":[50],"sensing":[51,100],"noise,":[52],"prediction":[53],"bias,":[54],"instability.":[57],"To":[58],"address":[59],"this":[60],"challenge,":[61],"we":[62],"propose":[63],"FedUAP":[64,154],"(Federated":[65],"Uncertainty-Aware":[66],"End-to-End":[67],"Planning),":[68],"a":[69,129,177],"novel":[70],"framework":[71],"that":[72,153],"dynamically":[73],"adjusts":[74],"client":[75],"contributions":[76],"based":[77],"on":[78,145],"multi-source":[79],"network":[82],"topology":[83],"information.":[84],"Specifically,":[85],"each":[86],"IoV":[87,190],"vehicle":[88],"within":[90],"broader":[92],"IoT":[93,149,188],"system":[94],"estimates":[95],"three":[96],"factors\u2014prediction":[98],"uncertainty,":[99,101],"uncertainty\u2014to":[104],"represent":[105],"its":[106],"model":[107],"reliability":[108],"transmission":[110],"stability.":[111],"A":[112],"topology-aware":[113],"weighting":[114],"module":[115],"further":[116],"refines":[117],"by":[120],"incorporating":[121],"connectivity":[123],"link":[125],"quality.":[126],"addition,":[128],"temporal":[130],"smoothing":[131],"strategy":[132],"is":[133],"introduced":[134],"stabilize":[136],"weight":[137],"evolution":[138],"over":[139],"successive":[140],"rounds.":[142],"Extensive":[143],"experiments":[144],"various":[146],"E2E":[147],"IoV-centric":[148],"scenarios":[151],"demonstrate":[152],"achieves":[155],"superior":[156],"convergence":[157],"stability,":[158],"efficiency,":[160],"accuracy":[163],"compared":[164],"adaptive":[167],"uncertainty-based":[170],"FL":[171],"baselines.":[172],"The":[173],"proposed":[174],"approach":[175],"provides":[176],"promising":[178],"direction":[179],"toward":[180],"uncertainty-robust":[181],"topology-adaptive":[183],"optimization":[185],"in":[186],"large-scale":[187],"networks.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":6}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2026-03-06T00:00:00"}
