{"id":"https://openalex.org/W4386907367","doi":"https://doi.org/10.1007/s13748-024-00322-3","title":"Toward efficient resource utilization at edge nodes in federated learning","display_name":"Toward efficient resource utilization at edge nodes in federated learning","publication_year":2023,"publication_date":"2023-09-19","ids":{"openalex":"https://openalex.org/W4386907367","doi":"https://doi.org/10.1007/s13748-024-00322-3"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2309.10367","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.10367","pdf_url":"https://arxiv.org/pdf/2309.10367","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"type":"preprint","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2309.10367","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5050385229","display_name":"Sadi Alawadi","orcid":"https://orcid.org/0000-0002-6309-2892"},"institutions":[{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]},{"id":"https://openalex.org/I205158640","display_name":"University of Sk\u00f6vde","ror":"https://ror.org/051mrsz47","country_code":"SE","type":"education","lineage":["https://openalex.org/I205158640"]},{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Alawadi, Sadi","raw_affiliation_strings":["Addi Ait-Mlouk School of Informatics, University of Sk\u00f6vde, Sk\u00f6vde, Sweden","Scaleout Systems, Sweden","Department of Computer Science Blekinge Institute of Technology, Karlskrona, Sweden","Department of Information Technology Division of Scientific Computing Uppsala University, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Addi Ait-Mlouk School of Informatics, University of Sk\u00f6vde, Sk\u00f6vde, Sweden","institution_ids":["https://openalex.org/I205158640"]},{"raw_affiliation_string":"Scaleout Systems, Sweden","institution_ids":[]},{"raw_affiliation_string":"Department of Computer Science Blekinge Institute of Technology, Karlskrona, Sweden","institution_ids":["https://openalex.org/I52719799"]},{"raw_affiliation_string":"Department of Information Technology Division of Scientific Computing Uppsala University, Sweden","institution_ids":["https://openalex.org/I123387679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049163000","display_name":"Addi Ait\u2010Mlouk","orcid":"https://orcid.org/0000-0003-0385-9390"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ait-Mlouk, Addi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049765702","display_name":"Salman Toor","orcid":"https://orcid.org/0000-0003-0302-6276"},"institutions":[{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]},{"id":"https://openalex.org/I205158640","display_name":"University of Sk\u00f6vde","ror":"https://ror.org/051mrsz47","country_code":"SE","type":"education","lineage":["https://openalex.org/I205158640"]},{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Toor, Salman","raw_affiliation_strings":["Addi Ait-Mlouk School of Informatics, University of Sk\u00f6vde, Sk\u00f6vde, Sweden","Department of Computer Science Blekinge Institute of Technology, Karlskrona, Sweden","Scaleout Systems, Sweden","Department of Information Technology Division of Scientific Computing Uppsala University, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Addi Ait-Mlouk School of Informatics, University of Sk\u00f6vde, Sk\u00f6vde, Sweden","institution_ids":["https://openalex.org/I205158640"]},{"raw_affiliation_string":"Department of Computer Science Blekinge Institute of Technology, Karlskrona, Sweden","institution_ids":["https://openalex.org/I52719799"]},{"raw_affiliation_string":"Scaleout Systems, Sweden","institution_ids":[]},{"raw_affiliation_string":"Department of Information Technology Division of Scientific Computing Uppsala University, Sweden","institution_ids":["https://openalex.org/I123387679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065946530","display_name":"Andreas Hellander","orcid":"https://orcid.org/0000-0001-7273-7923"},"institutions":[{"id":"https://openalex.org/I123387679","display_name":"Uppsala University","ror":"https://ror.org/048a87296","country_code":"SE","type":"education","lineage":["https://openalex.org/I123387679"]},{"id":"https://openalex.org/I205158640","display_name":"University of Sk\u00f6vde","ror":"https://ror.org/051mrsz47","country_code":"SE","type":"education","lineage":["https://openalex.org/I205158640"]},{"id":"https://openalex.org/I52719799","display_name":"Blekinge Institute of Technology","ror":"https://ror.org/0093a8w51","country_code":"SE","type":"education","lineage":["https://openalex.org/I52719799"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Hellander, Andreas","raw_affiliation_strings":["Addi Ait-Mlouk School of Informatics, University of Sk\u00f6vde, Sk\u00f6vde, Sweden","Scaleout Systems, Sweden","Department of Information Technology Division of Scientific Computing Uppsala University, Sweden","Department of Computer Science Blekinge Institute of Technology, Karlskrona, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Addi Ait-Mlouk School of Informatics, University of Sk\u00f6vde, Sk\u00f6vde, Sweden","institution_ids":["https://openalex.org/I205158640"]},{"raw_affiliation_string":"Scaleout Systems, Sweden","institution_ids":[]},{"raw_affiliation_string":"Department of Information Technology Division of Scientific Computing Uppsala University, Sweden","institution_ids":["https://openalex.org/I123387679"]},{"raw_affiliation_string":"Department of Computer Science Blekinge Institute of Technology, Karlskrona, Sweden","institution_ids":["https://openalex.org/I52719799"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11756223,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.9711999893188477,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9485999941825867,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/bottleneck","display_name":"Bottleneck","score":0.8448136448860168},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8252589106559753},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.587337851524353},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5384611487388611},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5354739427566528},{"id":"https://openalex.org/keywords/shared-resource","display_name":"Shared resource","score":0.481652170419693},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.4447852075099945},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4445023834705353},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.41321030259132385},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3697452247142792},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3384765386581421},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15548905730247498},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.11674904823303223},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.10629141330718994}],"concepts":[{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.8448136448860168},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8252589106559753},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.587337851524353},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5384611487388611},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5354739427566528},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.481652170419693},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.4447852075099945},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4445023834705353},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.41321030259132385},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3697452247142792},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3384765386581421},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15548905730247498},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.11674904823303223},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.10629141330718994}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:arXiv.org:2309.10367","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.10367","pdf_url":"https://arxiv.org/pdf/2309.10367","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2309.10367","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.10367","pdf_url":"https://arxiv.org/pdf/2309.10367","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323802","display_name":"Blekinge Tekniska H\u00f6gskola","ror":"https://ror.org/0093a8w51"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4386907367.pdf"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1598866093","https://openalex.org/W2045271686","https://openalex.org/W2113459411","https://openalex.org/W2131613942","https://openalex.org/W2163605009","https://openalex.org/W2165698076","https://openalex.org/W2168231600","https://openalex.org/W2294581108","https://openalex.org/W2530417694","https://openalex.org/W2620481664","https://openalex.org/W2626445779","https://openalex.org/W2741736887","https://openalex.org/W2768694333","https://openalex.org/W2795016359","https://openalex.org/W2891017939","https://openalex.org/W2904760378","https://openalex.org/W2949522309","https://openalex.org/W2963351145","https://openalex.org/W2963460174","https://openalex.org/W2973727699","https://openalex.org/W2981943644","https://openalex.org/W2993897137","https://openalex.org/W3037847693","https://openalex.org/W3095534223","https://openalex.org/W3096015486","https://openalex.org/W3103802018","https://openalex.org/W3118608800","https://openalex.org/W3135068520","https://openalex.org/W3139130606","https://openalex.org/W3191019309","https://openalex.org/W3203336515","https://openalex.org/W4220997345","https://openalex.org/W4226031340","https://openalex.org/W4287333395","https://openalex.org/W4287764839","https://openalex.org/W4287774547","https://openalex.org/W4288026527","https://openalex.org/W4289300273","https://openalex.org/W4297687186","https://openalex.org/W4301239768","https://openalex.org/W4318619660","https://openalex.org/W4393140466"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W4313463218","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435","https://openalex.org/W4312996489","https://openalex.org/W3214037210"],"abstract_inverted_index":{"Federated":[0],"learning":[1,54,96,196],"(FL)":[2],"enables":[3],"edge":[4,74],"nodes":[5,57],"to":[6,9,59,99,129,161,170],"collaboratively":[7],"contribute":[8],"constructing":[10],"a":[11,33,44,76,90],"global":[12,117,182,263],"model":[13,26,49,123,183,219,227,256,264],"without":[14,259],"sharing":[15],"their":[16],"data.":[17],"This":[18],"is":[19,75,169],"accomplished":[20],"by":[21,32,94,152,243],"devices":[22,180],"computing":[23],"local,":[24],"private":[25],"updates":[27],"that":[28,224],"are":[29],"then":[30],"aggregated":[31],"server.":[34,163],"However,":[35],"computational":[36],"resource":[37,101,177],"constraints":[38],"and":[39,66,70,88,113,147,181,211,238,246,252],"network":[40,68,114],"communication":[41,148],"can":[42,142,229],"become":[43],"severe":[45],"bottleneck":[46],"for":[47,52,78],"larger":[48],"sizes":[50],"typical":[51],"deep":[53],"applications.":[55,82],"Edge":[56],"tend":[58],"have":[60],"limited":[61],"hardware":[62],"resources":[63,236],"(RAM,":[64],"CPU),":[65],"the":[67,73,108,111,132,136,162,173,186,191,194,226,231,240,255,261],"bandwidth":[69],"reliability":[71],"at":[72],"concern":[77],"scaling":[79],"federated":[80,195],"fleet":[81],"In":[83,138],"this":[84,167],"paper,":[85],"we":[86,125,141,249],"propose":[87],"evaluate":[89],"FL":[91],"strategy":[92],"inspired":[93],"transfer":[95],"in":[97,115],"order":[98],"reduce":[100,143,239],"utilization":[102,178],"on":[103,110,179],"devices,":[104],"as":[105,107],"well":[106],"load":[109,146],"server":[112,145],"each":[116,121],"training":[118,225,232],"round.":[119],"For":[120],"local":[122],"update,":[124],"randomly":[126],"select":[127],"layers":[128],"train,":[130],"freezing":[131],"remaining":[133],"part":[134],"of":[135,166,201,254],"model.":[137],"doing":[139],"so,":[140],"both":[144],"costs":[149],"per":[150],"round":[151],"excluding":[153],"all":[154],"untrained":[155],"layer":[156],"weights":[157],"from":[158],"being":[159],"transferred":[160],"The":[164],"goal":[165],"study":[168],"empirically":[171],"explore":[172],"potential":[174],"trade-off":[175],"between":[176],"convergence":[184],"under":[185],"proposed":[187],"strategy.":[188],"We":[189],"implement":[190],"approach":[192],"using":[193,216],"framework":[197],"FEDn.":[198],"A":[199],"number":[200],"experiments":[202],"were":[203],"carried":[204],"out":[205],"over":[206],"different":[207,214,217],"datasets":[208],"(CIFAR-10,":[209],"CASA,":[210],"IMDB),":[212],"performing":[213],"tasks":[215],"deep-learning":[218],"architectures.":[220],"Our":[221],"results":[222],"show":[223],"partially":[228],"accelerate":[230],"process,":[233],"efficiently":[234],"utilizes":[235],"on-device,":[237],"data":[241],"transmission":[242],"around":[244],"75%":[245],"53%":[247],"when":[248],"train":[250],"25%,":[251],"50%":[253],"layers,":[257],"respectively,":[258],"harming":[260],"resulting":[262],"accuracy.":[265]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2023-09-21T00:00:00"}