{"id":"https://openalex.org/W4404763257","doi":"https://doi.org/10.1155/2024/8860376","title":"An Effective Approach for Resource\u2010Constrained Edge Devices in Federated Learning","display_name":"An Effective Approach for Resource\u2010Constrained Edge Devices in Federated Learning","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4404763257","doi":"https://doi.org/10.1155/2024/8860376"},"language":"en","primary_location":{"id":"doi:10.1155/2024/8860376","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/8860376","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/8860376","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/8860376","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080312051","display_name":"Jun Wen","orcid":"https://orcid.org/0000-0002-8409-0263"},"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":"Jun Wen","raw_affiliation_strings":["School of Info. & Soft. Engineering ,  University of Electronic Science and Technology of China ,  Chengdu ,  610054 ,  China ,  uestc.edu.cn"],"raw_orcid":"https://orcid.org/0000-0002-8409-0263","affiliations":[{"raw_affiliation_string":"School of Info. & Soft. Engineering ,  University of Electronic Science and Technology of China ,  Chengdu ,  610054 ,  China ,  uestc.edu.cn","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109795476","display_name":"Xiusheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I874390226","display_name":"China Construction Bank","ror":"https://ror.org/00xkrw816","country_code":"CN","type":"other","lineage":["https://openalex.org/I874390226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiusheng Li","raw_affiliation_strings":["Computer School ,  HuBei University of Arts and Science ,  Xiangyang ,  441000 ,  China ,  hbuas.edu.cn","Sichuan XW Bank Corp., Ltd. , No. 8 Jitai Road,  Chengdu ,  610078 ,  China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer School ,  HuBei University of Arts and Science ,  Xiangyang ,  441000 ,  China ,  hbuas.edu.cn","institution_ids":["https://openalex.org/I4210113795"]},{"raw_affiliation_string":"Sichuan XW Bank Corp., Ltd. , No. 8 Jitai Road,  Chengdu ,  610078 ,  China","institution_ids":["https://openalex.org/I874390226"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yupeng Chen","orcid":"https://orcid.org/0009-0002-6514-1587"},"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":"Yupeng Chen","raw_affiliation_strings":["School of Info. & Soft. Engineering ,  University of Electronic Science and Technology of China ,  Chengdu ,  610054 ,  China ,  uestc.edu.cn"],"raw_orcid":"https://orcid.org/0009-0002-6514-1587","affiliations":[{"raw_affiliation_string":"School of Info. & Soft. Engineering ,  University of Electronic Science and Technology of China ,  Chengdu ,  610054 ,  China ,  uestc.edu.cn","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100418684","display_name":"Xiaoli Li","orcid":"https://orcid.org/0000-0002-0762-6562"},"institutions":[{"id":"https://openalex.org/I4210113795","display_name":"Hubei University of Arts and Science","ror":"https://ror.org/0212jcf64","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210113795"]},{"id":"https://openalex.org/I874390226","display_name":"China Construction Bank","ror":"https://ror.org/00xkrw816","country_code":"CN","type":"other","lineage":["https://openalex.org/I874390226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoli Li","raw_affiliation_strings":["Computer School ,  HuBei University of Arts and Science ,  Xiangyang ,  441000 ,  China ,  hbuas.edu.cn","Sichuan XW Bank Corp., Ltd. , No. 8 Jitai Road,  Chengdu ,  610078 ,  China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer School ,  HuBei University of Arts and Science ,  Xiangyang ,  441000 ,  China ,  hbuas.edu.cn","institution_ids":["https://openalex.org/I4210113795"]},{"raw_affiliation_string":"Sichuan XW Bank Corp., Ltd. , No. 8 Jitai Road,  Chengdu ,  610078 ,  China","institution_ids":["https://openalex.org/I874390226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113418344","display_name":"Hang Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I874390226","display_name":"China Construction Bank","ror":"https://ror.org/00xkrw816","country_code":"CN","type":"other","lineage":["https://openalex.org/I874390226"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hang Mao","raw_affiliation_strings":["Sichuan XW Bank Corp., Ltd. , No. 8 Jitai Road,  Chengdu ,  610078 ,  China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sichuan XW Bank Corp., Ltd. , No. 8 Jitai Road,  Chengdu ,  610078 ,  China","institution_ids":["https://openalex.org/I874390226"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I150229711"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":0.9441,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.80606138,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"2024","issue":"1","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":0.9998999834060669,"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":0.9998999834060669,"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":0.9988999962806702,"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/T10237","display_name":"Cryptography and Data Security","score":0.9975000023841858,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7579842209815979},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.7287206053733826},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5978273153305054},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.4803137183189392},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4455052614212036},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.42738693952560425},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4257134199142456},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32533255219459534},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.10484617948532104},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.06940966844558716},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.0630750060081482}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7579842209815979},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.7287206053733826},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5978273153305054},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.4803137183189392},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4455052614212036},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.42738693952560425},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4257134199142456},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32533255219459534},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.10484617948532104},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.06940966844558716},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0630750060081482}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/2024/8860376","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/8860376","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/8860376","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/2024/8860376","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/8860376","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/8860376","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1772455804","display_name":null,"funder_award_id":"2023AFB042","funder_id":"https://openalex.org/F4320322186","funder_display_name":"Natural Science Foundation of Hubei Province"},{"id":"https://openalex.org/G1916331171","display_name":null,"funder_award_id":"62306108","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320323292","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404763257.pdf","grobid_xml":"https://content.openalex.org/works/W4404763257.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W1981276685","https://openalex.org/W2549139847","https://openalex.org/W2963209930","https://openalex.org/W2995022099","https://openalex.org/W3006555759","https://openalex.org/W3018102029","https://openalex.org/W3038022836","https://openalex.org/W3091884625","https://openalex.org/W3108411658","https://openalex.org/W3125944278","https://openalex.org/W3127965231","https://openalex.org/W3135345339","https://openalex.org/W3136925985","https://openalex.org/W3182158470","https://openalex.org/W3194243671","https://openalex.org/W4226082367","https://openalex.org/W4295700920","https://openalex.org/W4299283926","https://openalex.org/W4312869277","https://openalex.org/W4390970770","https://openalex.org/W4390971218","https://openalex.org/W6759238902","https://openalex.org/W6773976177"],"related_works":["https://openalex.org/W4313339048","https://openalex.org/W4386004629","https://openalex.org/W3176734149","https://openalex.org/W3201779876","https://openalex.org/W3113627641","https://openalex.org/W2918879532","https://openalex.org/W3083220997","https://openalex.org/W2885461866","https://openalex.org/W4320067866","https://openalex.org/W3162654428"],"abstract_inverted_index":{"Federated":[0],"learning":[1,102],"(FL)":[2],"is":[3,52],"a":[4,44,49,64,106],"novel":[5],"approach":[6],"to":[7,14,162],"privacy\u2010preserving":[8],"machine":[9],"learning,":[10],"enabling":[11],"remote":[12],"devices":[13],"collaborate":[15],"on":[16,151,190],"model":[17,87],"training":[18],"without":[19],"exchanging":[20],"data":[21,36,96],"among":[22],"clients.":[23,62,169],"However,":[24],"it":[25,185],"faces":[26],"several":[27],"challenges,":[28,41],"including":[29],"limited":[30],"client\u2010side":[31],"processing":[32],"capabilities":[33],"and":[34,91,122,148,154,167,179],"non\u2010IID":[35],"distributions.":[37],"To":[38,83],"address":[39,84],"these":[40],"we":[42,98],"propose":[43,99],"partitioned":[45],"FL":[46],"architecture":[47],"that":[48,104,142],"large":[50],"CNN":[51],"divided":[53],"into":[54,109],"smaller":[55],"networks,":[56],"which":[57],"train":[58,69],"concurrently":[59,68],"with":[60,137],"other":[61],"Within":[63],"cluster,":[65],"multiple":[66,125],"clients":[67],"the":[70,77,110,132,152,171],"ensemble":[71,101],"model.":[72],"The":[73],"Jensen\u2013Shannon":[74],"divergence":[75],"quantifies":[76],"similarity":[78],"of":[79],"predictions":[80,121],"across":[81,124],"submodels.":[82],"discrepancies":[85],"in":[86,183],"parameters":[88,140],"between":[89],"local":[90,111],"global":[92],"models":[93],"caused":[94],"by":[95,181,188],"distribution,":[97],"an":[100],"method":[103,119,175],"integrates":[105],"penalty":[107],"term":[108],"model\u2019s":[112],"loss":[113,130],"calculation,":[114],"thereby":[115],"ensuring":[116],"synchronization.":[117],"This":[118],"amalgamates":[120],"losses":[123],"submodels,":[126],"effectively":[127],"mitigating":[128],"accuracy":[129],"during":[131],"integration":[133],"process.":[134],"Extensive":[135],"experiments":[136],"various":[138],"Dirichlet":[139],"demonstrate":[141],"our":[143,174],"system":[144],"achieves":[145],"accelerated":[146],"convergence":[147],"enhanced":[149],"performance":[150],"CIFAR\u201010":[153,172],"CIFAR\u2010100":[155],"image":[156],"classification":[157],"tasks":[158],"while":[159],"remaining":[160],"robust":[161],"partial":[163],"participation,":[164],"diverse":[165],"datasets,":[166],"numerous":[168],"On":[170],"dataset,":[173],"outperforms":[176,186],"FedAvg,":[177],"FedProx,":[178],"SplitFed":[180],"6%\u20138%;":[182],"contrast,":[184],"them":[187],"12%\u201318%":[189],"CIFAR\u2010100.":[191]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
