{"id":"https://openalex.org/W4399527641","doi":"https://doi.org/10.1109/tcomm.2024.3412763","title":"Adaptive Clustering-Based Straggler-Aware Federated Learning in Wireless Edge Networks","display_name":"Adaptive Clustering-Based Straggler-Aware Federated Learning in Wireless Edge Networks","publication_year":2024,"publication_date":"2024-06-11","ids":{"openalex":"https://openalex.org/W4399527641","doi":"https://doi.org/10.1109/tcomm.2024.3412763"},"language":"en","primary_location":{"id":"doi:10.1109/tcomm.2024.3412763","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2024.3412763","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Communications","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/A5041176339","display_name":"Yi-Jing Liu","orcid":"https://orcid.org/0009-0006-3019-5795"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yi-Jing Liu","raw_affiliation_strings":["National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086335553","display_name":"Gang Feng","orcid":"https://orcid.org/0000-0002-2512-2392"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Feng","raw_affiliation_strings":["National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068782412","display_name":"Hongyang Du","orcid":"https://orcid.org/0000-0002-8220-6525"},"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":"Hongyang Du","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Nanyang Ave, Singapore","College of Computing and Data Science, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Nanyang Ave, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"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/A5101460210","display_name":"Zheng Qin","orcid":"https://orcid.org/0000-0002-7090-7869"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Qin","raw_affiliation_strings":["National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054764710","display_name":"Yao Sun","orcid":"https://orcid.org/0000-0002-4391-377X"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yao Sun","raw_affiliation_strings":["James Watt School of Engineering, University of Glasgow, Glasgow, U.K"],"affiliations":[{"raw_affiliation_string":"James Watt School of Engineering, University of Glasgow, Glasgow, U.K","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062761975","display_name":"Jiawen Kang","orcid":"https://orcid.org/0000-0002-8218-3490"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiawen Kang","raw_affiliation_strings":["School of Automation, Guangdong University of Technology, Guangzhou, China","School of Automation, Guangdong University of Technology, Guangzhou, P. R. China"],"affiliations":[{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Automation, Guangdong University of Technology, Guangzhou, P. R. China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643633","display_name":"Xiaoqian Li","orcid":"https://orcid.org/0000-0002-7079-514X"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoqian Li","raw_affiliation_strings":["National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China"],"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, China","institution_ids":["https://openalex.org/I150229711"]},{"raw_affiliation_string":"National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu, P. R. China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091266202","display_name":"Dusit Niyato","orcid":"https://orcid.org/0000-0002-7442-7416"},"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":"Dusit Niyato","raw_affiliation_strings":["College of Computing and Data Science, Nanyang Technological University, Nanyang Ave, Singapore","College of Computing and Data Science, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Nanyang Ave, Singapore","institution_ids":["https://openalex.org/I172675005"]},{"raw_affiliation_string":"College of Computing and Data Science, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5041176339"],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":null,"apc_paid":null,"fwci":3.1276,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.92430464,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"72","issue":"12","first_page":"7757","last_page":"7771"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9955000281333923,"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":0.9955000281333923,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9825000166893005,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9721999764442444,"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":0.7382441163063049},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7310311794281006},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6327509880065918},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5630241632461548},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5337705612182617},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.42638760805130005},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4159931540489197},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2365906536579132},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1797807514667511}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7382441163063049},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7310311794281006},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6327509880065918},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5630241632461548},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5337705612182617},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.42638760805130005},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4159931540489197},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2365906536579132},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1797807514667511}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcomm.2024.3412763","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcomm.2024.3412763","pdf_url":null,"source":{"id":"https://openalex.org/S196647941","display_name":"IEEE Transactions on Communications","issn_l":"0090-6778","issn":["0090-6778","1558-0857"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316002","host_organization_name":"IEEE Communications Society","host_organization_lineage":["https://openalex.org/P4310316002","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Communications Society","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 Communications","raw_type":"journal-article"},{"id":"pmh:oai:hub.hku.hk:10722/353190","is_oa":false,"landing_page_url":"https://hub.hku.hk/handle/10722/353190","pdf_url":null,"source":{"id":"https://openalex.org/S4377196271","display_name":"The HKU Scholars Hub (University of Hong Kong)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I889458895","host_organization_name":"University of Hong Kong","host_organization_lineage":["https://openalex.org/I889458895"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W2962788286","https://openalex.org/W2975156709","https://openalex.org/W3010594930","https://openalex.org/W3015636663","https://openalex.org/W3038426846","https://openalex.org/W3046056026","https://openalex.org/W3081178085","https://openalex.org/W3093482086","https://openalex.org/W3104631511","https://openalex.org/W3109847748","https://openalex.org/W3126228234","https://openalex.org/W3136022984","https://openalex.org/W3183910508","https://openalex.org/W3191604281","https://openalex.org/W3211791834","https://openalex.org/W4210712880","https://openalex.org/W4223618825","https://openalex.org/W4231029117","https://openalex.org/W4293452925","https://openalex.org/W4312606241","https://openalex.org/W4316661141","https://openalex.org/W4319663761","https://openalex.org/W4320478019","https://openalex.org/W4382365693","https://openalex.org/W4382404965","https://openalex.org/W4384028533","https://openalex.org/W4385627407","https://openalex.org/W4387385833","https://openalex.org/W4388145809","https://openalex.org/W4388642327","https://openalex.org/W4391768369","https://openalex.org/W4392666389","https://openalex.org/W6728757088","https://openalex.org/W6743688258","https://openalex.org/W6759238902","https://openalex.org/W6760214840","https://openalex.org/W6781318954","https://openalex.org/W6803165305","https://openalex.org/W6810945648"],"related_works":["https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2090259340","https://openalex.org/W2393816671","https://openalex.org/W2158836806","https://openalex.org/W2083665254","https://openalex.org/W1926736923","https://openalex.org/W2908230797"],"abstract_inverted_index":{"Federated":[0],"learning":[1,18,88,209],"(FL)":[2],"has":[3],"been":[4],"vigorously":[5],"promoted":[6],"in":[7,170],"wireless":[8,51,143,200],"edge":[9,52,161],"networks":[10],"as":[11,92],"it":[12],"fosters":[13],"collaborative":[14],"training":[15,197,205],"of":[16,55,80,90,112,166,180],"machine":[17],"(ML)":[19],"models":[20,44,69,169],"while":[21,203],"preserving":[22],"individual":[23],"user":[24,32],"privacy":[25],"and":[26,35,60,66,142,199,207],"data":[27],"security.":[28],"In":[29,50,104],"conventional":[30],"FL,":[31,91],"equipment":[33],"(UE)":[34],"an":[36,148,160,171],"aggregator":[37],"can":[38,85,97,194],"collaboratively":[39],"train":[40,65],"shared":[41],"global":[42,164],"ML":[43,48],"by":[45,74],"transmitting":[46],"interactive":[47],"models.":[49,82],"networks,":[53],"heterogeneity":[54],"multi-dimensional":[56],"resources":[57],"(e.g.,":[58],"computing":[59,141],"communication":[61],"resources)":[62],"used":[63],"to":[64,107,152],"transmit":[67],"FL":[68,121],"may":[70],"introduce":[71],"stragglers,":[72,113],"characterized":[73],"a":[75,116],"slow":[76,99],"update":[77,154],"and/or":[78],"transmission":[79],"local":[81],"The":[83],"stragglers":[84],"significantly":[86],"degrade":[87],"performance":[89],"the":[93,101,109,155,178],"slowest":[94],"participating":[95,132],"UE":[96,126],"dramatically":[98],"down":[100],"entire":[102],"convergence.":[103],"this":[105],"paper,":[106],"alleviate":[108],"negative":[110],"impact":[111],"we":[114,129,146,175],"propose":[115,147],"dynamic":[117],"straggler-aware":[118],"clustering":[119,150],"based":[120,137],"(FeDSC)":[122],"mechanism":[123,183,193],"via":[124,184],"adaptive":[125,149],"clustering.":[127],"Specifically,":[128],"first":[130],"group":[131],"UEs":[133],"into":[134],"multiple":[135],"clusters":[136],"on":[138],"their":[139],"available":[140],"resources.":[144],"Then,":[145],"scheme":[151],"synchronously":[153],"cluster":[156,168],"aggregation":[157,165],"model.":[158],"Meanwhile,":[159],"server":[162],"performs":[163],"different":[167],"asynchronous":[172],"manner.":[173],"Finally,":[174],"theoretically":[176],"demonstrate":[177],"convergence":[179],"our":[181,191],"proposed":[182,192],"numerical":[185],"results.":[186],"Numerical":[187],"results":[188],"show":[189],"that":[190],"effectively":[195],"reduce":[196],"time":[198],"bandwidth":[201],"consumption,":[202],"improving":[204],"efficiency":[206],"guaranteeing":[208],"accuracy.":[210]},"counts_by_year":[{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}