{"id":"https://openalex.org/W4210259985","doi":"https://doi.org/10.1109/globecom46510.2021.9685679","title":"A Joint Communication and Federated Learning Framework for Internet of Things Networks","display_name":"A Joint Communication and Federated Learning Framework for Internet of Things Networks","publication_year":2021,"publication_date":"2021-12-01","ids":{"openalex":"https://openalex.org/W4210259985","doi":"https://doi.org/10.1109/globecom46510.2021.9685679"},"language":"en","primary_location":{"id":"doi:10.1109/globecom46510.2021.9685679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom46510.2021.9685679","pdf_url":null,"source":{"id":"https://openalex.org/S4363607714","display_name":"2021 IEEE Global Communications Conference (GLOBECOM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://kclpure.kcl.ac.uk/portal/en/publications/2fbe14f2-2ceb-4414-aee4-4ab7c15bf3fe","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066878475","display_name":"Zhaohui Yang","orcid":"https://orcid.org/0000-0002-4475-589X"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Zhaohui Yang","raw_affiliation_strings":["University College London,Department of Electronic and Electrical Engineering,London,UK"],"affiliations":[{"raw_affiliation_string":"University College London,Department of Electronic and Electrical Engineering,London,UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011883566","display_name":"Guangyu Jia","orcid":"https://orcid.org/0000-0001-7539-4348"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I4210148917","display_name":"King & Spalding","ror":"https://ror.org/03ynjfm77","country_code":"US","type":"other","lineage":["https://openalex.org/I4210148917"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Guangyu Jia","raw_affiliation_strings":["King&#x0027;s College London,Department of Engineering,UK,WC2R 2LS","King&#x0027"],"affiliations":[{"raw_affiliation_string":"King&#x0027;s College London,Department of Engineering,UK,WC2R 2LS","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King&#x0027","institution_ids":["https://openalex.org/I4210148917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072241033","display_name":"Mingzhe Chen","orcid":"https://orcid.org/0000-0003-2570-703X"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mingzhe Chen","raw_affiliation_strings":["Princeton University,Department of Electrical and computer Engineering Department,NJ,USA,08544"],"affiliations":[{"raw_affiliation_string":"Princeton University,Department of Electrical and computer Engineering Department,NJ,USA,08544","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059514204","display_name":"Hak\u2010Keung Lam","orcid":"https://orcid.org/0000-0002-6572-7265"},"institutions":[{"id":"https://openalex.org/I183935753","display_name":"King's College London","ror":"https://ror.org/0220mzb33","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I183935753"]},{"id":"https://openalex.org/I4210148917","display_name":"King & Spalding","ror":"https://ror.org/03ynjfm77","country_code":"US","type":"other","lineage":["https://openalex.org/I4210148917"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Hak-Keung Lam","raw_affiliation_strings":["King&#x0027;s College London,Department of Engineering,UK,WC2R 2LS","King&#x0027"],"affiliations":[{"raw_affiliation_string":"King&#x0027;s College London,Department of Engineering,UK,WC2R 2LS","institution_ids":["https://openalex.org/I183935753"]},{"raw_affiliation_string":"King&#x0027","institution_ids":["https://openalex.org/I4210148917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011048761","display_name":"Kai\u2010Kit Wong","orcid":"https://orcid.org/0000-0001-7521-0078"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Kai-Kit Wong","raw_affiliation_strings":["University College London,Department of Electronic and Electrical Engineering,London,UK"],"affiliations":[{"raw_affiliation_string":"University College London,Department of Electronic and Electrical Engineering,London,UK","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009164482","display_name":"Shuguang Cui","orcid":"https://orcid.org/0000-0003-2608-775X"},"institutions":[{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]},{"id":"https://openalex.org/I4210116924","display_name":"Chinese University of Hong Kong, Shenzhen","ror":"https://ror.org/02d5ks197","country_code":"CN","type":"education","lineage":["https://openalex.org/I177725633","https://openalex.org/I180726961","https://openalex.org/I4210116924"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuguang Cui","raw_affiliation_strings":["Shenzhen Research Institute of Big Data and School of Science and Engineering, the Chinese University of Hong Kong,Shenzhen,China,518172"],"affiliations":[{"raw_affiliation_string":"Shenzhen Research Institute of Big Data and School of Science and Engineering, the Chinese University of Hong Kong,Shenzhen,China,518172","institution_ids":["https://openalex.org/I4210116924","https://openalex.org/I4210099586"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042307561","display_name":"H. Vincent Poor","orcid":"https://orcid.org/0000-0002-2062-131X"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"H. Vincent Poor","raw_affiliation_strings":["Princeton University,Department of Electrical and computer Engineering Department,NJ,USA,08544"],"affiliations":[{"raw_affiliation_string":"Princeton University,Department of Electrical and computer Engineering Department,NJ,USA,08544","institution_ids":["https://openalex.org/I20089843"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5066878475"],"corresponding_institution_ids":["https://openalex.org/I45129253"],"apc_list":null,"apc_paid":null,"fwci":1.5408,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.82654101,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"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/T11932","display_name":"Wireless Body Area Networks","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T11932","display_name":"Wireless Body Area Networks","score":0.9947999715805054,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.993399977684021,"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/T11392","display_name":"Energy Harvesting in Wireless Networks","score":0.9887999892234802,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8317832946777344},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5885734558105469},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4855463206768036},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.47717228531837463},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4353027045726776},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4182262718677521},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41717153787612915},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.154854416847229},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12028360366821289}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8317832946777344},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5885734558105469},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4855463206768036},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.47717228531837463},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4353027045726776},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4182262718677521},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41717153787612915},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.154854416847229},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12028360366821289},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/globecom46510.2021.9685679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom46510.2021.9685679","pdf_url":null,"source":{"id":"https://openalex.org/S4363607714","display_name":"2021 IEEE Global Communications Conference (GLOBECOM)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Global Communications Conference (GLOBECOM)","raw_type":"proceedings-article"},{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/2fbe14f2-2ceb-4414-aee4-4ab7c15bf3fe","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/2fbe14f2-2ceb-4414-aee4-4ab7c15bf3fe","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Yang, Z, Jia, G, Chen, M, Lam, H K, Wong, K K, Cui, S & Poor, H V 2021, A Joint Communication and Federated Learning Framework for Internet of Things Networks. in 2021 IEEE Global Communications Conference, GLOBECOM 2021 - Proceedings. 2021 IEEE Global Communications Conference, GLOBECOM 2021 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021 IEEE Global Communications Conference, GLOBECOM 2021, Madrid, Spain, 7/12/2021. https://doi.org/10.1109/GLOBECOM46510.2021.9685679","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10146731","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10146731/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"     In:  2021 IEEE Global Communications Conference, GLOBECOM 2021 - Proceedings.    IEEE (2021)     ","raw_type":"Proceedings paper"}],"best_oa_location":{"id":"pmh:oai:kclpure.kcl.ac.uk:openaire/2fbe14f2-2ceb-4414-aee4-4ab7c15bf3fe","is_oa":true,"landing_page_url":"https://kclpure.kcl.ac.uk/portal/en/publications/2fbe14f2-2ceb-4414-aee4-4ab7c15bf3fe","pdf_url":null,"source":{"id":"https://openalex.org/S4306400216","display_name":"Research Portal (King's College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I183935753","host_organization_name":"King's College London","host_organization_lineage":["https://openalex.org/I183935753"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Yang, Z, Jia, G, Chen, M, Lam, H K, Wong, K K, Cui, S & Poor, H V 2021, A Joint Communication and Federated Learning Framework for Internet of Things Networks. in 2021 IEEE Global Communications Conference, GLOBECOM 2021 - Proceedings. 2021 IEEE Global Communications Conference, GLOBECOM 2021 - Proceedings, Institute of Electrical and Electronics Engineers Inc., 2021 IEEE Global Communications Conference, GLOBECOM 2021, Madrid, Spain, 7/12/2021. https://doi.org/10.1109/GLOBECOM46510.2021.9685679","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6778674363","display_name":null,"funder_award_id":"EP/T015985/1,EP/P020259/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320322725","display_name":"China Scholarship Council","ror":"https://ror.org/04atp4p48"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1969552822","https://openalex.org/W2032246760","https://openalex.org/W2089884466","https://openalex.org/W2145163533","https://openalex.org/W2165698076","https://openalex.org/W2766096849","https://openalex.org/W2913318911","https://openalex.org/W2972882814","https://openalex.org/W3004123089","https://openalex.org/W3006403513","https://openalex.org/W3011275915","https://openalex.org/W3018727737","https://openalex.org/W3033403733","https://openalex.org/W3090615085","https://openalex.org/W3101718285","https://openalex.org/W3109847748","https://openalex.org/W3119680904","https://openalex.org/W3203789000","https://openalex.org/W4210333940","https://openalex.org/W6787594865","https://openalex.org/W6794795299"],"related_works":["https://openalex.org/W2294565841","https://openalex.org/W2006668579","https://openalex.org/W3204276839","https://openalex.org/W4229671472","https://openalex.org/W2513792068","https://openalex.org/W4366731957","https://openalex.org/W4293469093","https://openalex.org/W4255563580","https://openalex.org/W2603734352","https://openalex.org/W2519522639"],"abstract_inverted_index":{"Federated":[0],"learning":[1,154,253],"(FL)":[2],"is":[3,159,182,198,244,279],"widely":[4],"used":[5],"in":[6,54,110,125,246],"privacy":[7,22],"sensitive":[8],"applications":[9,56],"for":[10,88,101,142,223],"isolated":[11],"data":[12,34],"islands,":[13],"with":[14,212,230,263],"the":[15,69,99,133,140,148,175,179,191,208,251,273,276],"aim":[16],"of":[17,33,39,93,97,104,136,165,193,275],"achieving":[18],"distributed":[19,43,224],"model":[20,25,106,143,278],"training,":[21],"enhancement":[23],"and":[24,49,75,107,155,170,189,219,232,257,268,272],"sharing.":[26],"Electromyographic":[27],"(EMG)":[28],"signals":[29,205],"are":[30,42,237,270],"a":[31,120,152,186],"type":[32],"collected":[35],"from":[36],"wearable":[37,89],"sensors":[38],"subjects":[40],"which":[41,126,249],"on":[44,80,86,259],"multiple":[45],"devices,":[46],"highly":[47],"personalized":[48,213],"play":[50],"an":[51],"important":[52],"role":[53],"several":[55],"including":[57],"prosthetic":[58],"hand":[59],"control,":[60],"sign":[61],"languages,":[62],"grasp":[63],"recognition,":[64],"etc.":[65],"This":[66],"paper":[67,118],"utilizes":[68],"FL":[70,87,123,149,210],"method":[71],"to":[72,131,139,185,265],"detect":[73],"single":[74,218],"combined":[76,220],"finger":[77,221,235],"movements":[78,222,236],"based":[79],"EMG":[81,204,228],"signals.":[82],"The":[83],"existing":[84],"research":[85],"healthcare":[90],"faces":[91],"challenges":[92],"variable":[94],"probability":[95],"distributions":[96],"data,":[98],"need":[100],"prerequisite":[102],"knowledge":[103],"server":[105,141],"computational":[108],"burdens":[109],"parameter":[111],"transmission.":[112],"To":[113,145,173],"address":[114],"these":[115],"problems,":[116],"this":[117],"proposes":[119],"communication":[121],"efficient":[122],"framework":[124,211,254],"each":[127,166],"device":[128],"only":[129],"needs":[130],"transmit":[132,163],"weight":[134],"matrices":[135],"local":[137],"models":[138],"aggregation.":[144],"further":[146],"reduce":[147],"transmission":[150],"delay,":[151],"joint":[153],"resource":[156],"allocation":[157],"problem":[158],"formulated":[160],"via":[161],"optimizing":[162],"power":[164],"device,":[167],"time":[168],"allocation,":[169],"user":[171],"selection.":[172],"solve":[174],"delay":[176],"minimization":[177],"problem,":[178],"objective":[180],"function":[181],"first":[183],"converted":[184],"tractable":[187],"expression":[188],"then":[190],"difference":[192],"two":[194],"convex":[195],"functions":[196],"programming":[197],"adopted.":[199],"Simulation":[200],"results":[201],"using":[202],"real":[203],"show":[206],"that":[207],"proposed":[209,277],"training":[214],"process":[215],"successfully":[216],"detects":[217],"users.":[225],"Two":[226],"public":[227],"datasets":[229,248],"10":[231],"15":[233],"different":[234],"employed.":[238],"Over":[239],"98&#x0025;":[240],"overall":[241],"test":[242],"accuracy":[243],"achieved":[245],"both":[247],"surpasses":[250],"conventional":[252],"by":[255],"1.6&#x0025;":[256],"0.5&#x0025;":[258],"average.":[260],"Different":[261],"scenarios":[262],"regard":[264],"access":[266],"points":[267],"users":[269],"investigated":[271],"convexity":[274],"discussed.":[280]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
