{"id":"https://openalex.org/W4392901632","doi":"https://doi.org/10.1109/tmc.2024.3376636","title":"Accelerating Federated Learning via Parameter Selection and Pre-Synchronization in Mobile Edge-Cloud Networks","display_name":"Accelerating Federated Learning via Parameter Selection and Pre-Synchronization in Mobile Edge-Cloud Networks","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392901632","doi":"https://doi.org/10.1109/tmc.2024.3376636"},"language":"en","primary_location":{"id":"doi:10.1109/tmc.2024.3376636","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3376636","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer 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 Mobile Computing","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/A5049807322","display_name":"Huan Zhou","orcid":"https://orcid.org/0000-0003-4007-7224"},"institutions":[{"id":"https://openalex.org/I161350542","display_name":"China Three Gorges University","ror":"https://ror.org/0419nfc77","country_code":"CN","type":"education","lineage":["https://openalex.org/I161350542"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huan Zhou","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","College of Computer and Information Technology, China Three Gorges University, Yichang, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"College of Computer and Information Technology, China Three Gorges University, Yichang, China","institution_ids":["https://openalex.org/I161350542"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100621995","display_name":"Mingze Li","orcid":"https://orcid.org/0000-0001-7721-0768"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingze Li","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089450416","display_name":"Peng Sun","orcid":"https://orcid.org/0000-0001-6221-8142"},"institutions":[{"id":"https://openalex.org/I16609230","display_name":"Hunan University","ror":"https://ror.org/05htk5m33","country_code":"CN","type":"education","lineage":["https://openalex.org/I16609230"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Sun","raw_affiliation_strings":["College of Computer Science and Electronic Engineering, Hunan University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science and Electronic Engineering, Hunan University, Changsha, China","institution_ids":["https://openalex.org/I16609230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078005520","display_name":"Bin Guo","orcid":"https://orcid.org/0000-0001-6097-2467"},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Guo","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100701166","display_name":"Zhiwen Yu","orcid":"https://orcid.org/0000-0002-9905-3238"},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]},{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiwen Yu","raw_affiliation_strings":["School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","Harbin Engineering University, Ha'erbin, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Northwestern Polytechnical University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I17145004"]},{"raw_affiliation_string":"Harbin Engineering University, Ha'erbin, China","institution_ids":["https://openalex.org/I151727225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5049807322"],"corresponding_institution_ids":["https://openalex.org/I161350542","https://openalex.org/I17145004"],"apc_list":null,"apc_paid":null,"fwci":12.6356,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.9893281,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"23","issue":"11","first_page":"10313","last_page":"10328"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9923999905586243,"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":0.9923999905586243,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9692000150680542,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9524000287055969,"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/computer-science","display_name":"Computer science","score":0.881472110748291},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7819511294364929},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6133387684822083},{"id":"https://openalex.org/keywords/synchronization","display_name":"Synchronization (alternating current)","score":0.5932705402374268},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5645416378974915},{"id":"https://openalex.org/keywords/mobile-computing","display_name":"Mobile computing","score":0.4471283257007599},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.44053390622138977},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4288555979728699},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.4154958128929138},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24257183074951172},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15538111329078674},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14964115619659424},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.11471304297447205}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.881472110748291},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7819511294364929},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6133387684822083},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.5932705402374268},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5645416378974915},{"id":"https://openalex.org/C144543869","wikidata":"https://www.wikidata.org/wiki/Q2738570","display_name":"Mobile computing","level":2,"score":0.4471283257007599},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.44053390622138977},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4288555979728699},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.4154958128929138},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24257183074951172},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15538111329078674},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14964115619659424},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.11471304297447205}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmc.2024.3376636","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmc.2024.3376636","pdf_url":null,"source":{"id":"https://openalex.org/S69141925","display_name":"IEEE Transactions on Mobile Computing","issn_l":"1536-1233","issn":["1536-1233","1558-0660","2161-9875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer 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 Mobile Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1364758715","display_name":null,"funder_award_id":"62102337","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3016592842","display_name":null,"funder_award_id":"62172255","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G425168253","display_name":null,"funder_award_id":"61960206008","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8547503138","display_name":null,"funder_award_id":"62025205","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320336125","display_name":"National Science Fund for Distinguished Young Scholars","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2618530766","https://openalex.org/W2798720628","https://openalex.org/W2963318081","https://openalex.org/W2977797911","https://openalex.org/W3004277316","https://openalex.org/W3027472889","https://openalex.org/W3045638580","https://openalex.org/W3095540342","https://openalex.org/W3105122387","https://openalex.org/W3112984084","https://openalex.org/W3115997015","https://openalex.org/W3123346250","https://openalex.org/W3138364951","https://openalex.org/W3146812040","https://openalex.org/W3174401204","https://openalex.org/W3184192107","https://openalex.org/W3187661226","https://openalex.org/W3193262203","https://openalex.org/W3193589553","https://openalex.org/W3204183032","https://openalex.org/W3206219421","https://openalex.org/W3206985409","https://openalex.org/W3213449942","https://openalex.org/W4205597275","https://openalex.org/W4206143364","https://openalex.org/W4210827421","https://openalex.org/W4213413389","https://openalex.org/W4283220764","https://openalex.org/W4283801341","https://openalex.org/W4285170564","https://openalex.org/W4285260612","https://openalex.org/W4285820401","https://openalex.org/W4289821054","https://openalex.org/W4292862193","https://openalex.org/W4292973831","https://openalex.org/W4294811180","https://openalex.org/W4306178637","https://openalex.org/W4312191382","https://openalex.org/W4312967889","https://openalex.org/W4313133435","https://openalex.org/W4317987705","https://openalex.org/W4318767653","https://openalex.org/W4319866187","https://openalex.org/W4319988669","https://openalex.org/W4323897035","https://openalex.org/W4376464656","https://openalex.org/W4380925616","https://openalex.org/W4384027004","https://openalex.org/W6728757088","https://openalex.org/W6759238902","https://openalex.org/W6799352683"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2048100608","https://openalex.org/W2090296580","https://openalex.org/W1576249345","https://openalex.org/W4243905374","https://openalex.org/W2785815065","https://openalex.org/W1796074903","https://openalex.org/W4245955065"],"abstract_inverted_index":{"Federated":[0],"learning":[1,7],"(FL)":[2],"is":[3,87,122],"a":[4,60,136],"distributed":[5],"machine":[6],"methodology":[8],"that":[9,88,209],"can":[10,90,213],"achieve":[11,72],"collaborative":[12],"model":[13,76,93,102,117,131],"training":[14,21,77,132,150,167,222],"among":[15],"clients":[16,39,89],"without":[17],"collecting":[18],"their":[19],"private":[20],"data.":[22],"Despite":[23],"the":[24,109,113,143,164,186,196,199,210,215],"great":[25],"benefits":[26],"in":[27,78],"privacy":[28],"protection,":[29],"FL":[30,63,218],"still":[31],"faces":[32],"challenges":[33],"like":[34],"limited":[35],"computation":[36],"capabilities":[37],"of":[38,85,198,217,227],"(e.g.,":[40],"end":[41],"devices)":[42],"and":[43,68,74,107,130,148,169,184,221],"significant":[44],"communication":[45],"overheads":[46],"when":[47],"applied":[48],"to":[49,71,112,162,182,194,232],"mobile":[50,79],"edge-cloud":[51,80],"networks.":[52,81],"To":[53,134],"address":[54],"these":[55,101],"issues,":[56],"this":[57],"paper":[58],"proposes":[59],"novel":[61],"three-layer":[62],"framework":[64],"with":[65,178],"Parameter":[66],"Selection":[67],"Pre-synchronization":[69],"(PSPFL)":[70],"fast":[73],"accurate":[75],"The":[82,206],"basic":[83],"idea":[84],"PSPFL":[86],"select":[91],"partial":[92],"parameters":[94,103],"for":[95,115],"transmission.":[96],"Then,":[97],"base":[98],"stations":[99],"aggregate":[100],"cooperatively":[104],"(i.e.,":[105],"pre-synchronization)":[106],"send":[108],"aggregated":[110],"results":[111,207],"server":[114],"global":[116],"update":[118,185],"periodically.":[119],"However,":[120],"there":[121],"an":[123,157,225],"intrinsic":[124],"trade-off":[125],"between":[126,139],"parameter":[127,145,170],"transmission":[128],"overhead":[129],"loss.":[133],"strike":[135],"desirable":[137],"balance":[138],"them,":[140],"we":[141,155,174],"investigate":[142],"optimal":[144,187],"pre-synchronization":[146,171],"round":[147,151,168],"local":[149,166],"under":[152],"PSPFL.":[153],"Specifically,":[154],"propose":[156],"Alternating":[158],"Minimization":[159],"(AM)":[160],"algorithm":[161],"obtain":[163],"initial":[165],"round.":[172],"Moreover,":[173],"integrate":[175],"Deep":[176],"Q-network":[177],"AM":[179],"(namely":[180],"DQNAM)":[181],"explore":[183],"solution.":[188],"Finally,":[189],"extensive":[190],"simulations":[191],"are":[192],"conducted":[193],"evaluate":[195],"performance":[197],"proposed":[200,211],"method":[201,212],"on":[202],"commonly":[203],"used":[204],"datasets.":[205],"show":[208],"reduce":[214],"sum":[216],"completion":[219],"time":[220],"loss":[223],"by":[224],"average":[226],"20.72%":[228],"-":[229],"69.25%":[230],"compared":[231],"benchmark":[233],"methods.":[234]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":6}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
