{"id":"https://openalex.org/W4409429890","doi":"https://doi.org/10.1007/s44196-025-00814-7","title":"FedMEM: Adaptive Personalized Federated Learning Framework for Heterogeneous Mobile Edge Environments","display_name":"FedMEM: Adaptive Personalized Federated Learning Framework for Heterogeneous Mobile Edge Environments","publication_year":2025,"publication_date":"2025-04-14","ids":{"openalex":"https://openalex.org/W4409429890","doi":"https://doi.org/10.1007/s44196-025-00814-7"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-025-00814-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-00814-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00814-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00814-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101404831","display_name":"Ximing Chen","orcid":"https://orcid.org/0000-0001-8670-8031"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chen Ximing","raw_affiliation_strings":["The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China"],"affiliations":[{"raw_affiliation_string":"The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117142028","display_name":"He Xilong","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"He Xilong","raw_affiliation_strings":["The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China"],"affiliations":[{"raw_affiliation_string":"The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081998375","display_name":"Cheng Du","orcid":"https://orcid.org/0000-0001-6068-4895"},"institutions":[{"id":"https://openalex.org/I4210144487","display_name":"Cloud Computing Center","ror":"https://ror.org/04aa0zm65","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210144487"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Du","raw_affiliation_strings":["Beijing Shengxin Network Technology Co., LTD (Qingteng Cloud Security), Beijing, 100000, China"],"affiliations":[{"raw_affiliation_string":"Beijing Shengxin Network Technology Co., LTD (Qingteng Cloud Security), Beijing, 100000, China","institution_ids":["https://openalex.org/I4210144487"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103562825","display_name":"WU Tie-jun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210159750","display_name":"Beijing Automotive Group (China)","ror":"https://ror.org/05tq31x39","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210159750"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Tiejun","raw_affiliation_strings":["NSFOCUS Technologies Group Co., Ltd., Beijing, 100000, China"],"affiliations":[{"raw_affiliation_string":"NSFOCUS Technologies Group Co., Ltd., Beijing, 100000, China","institution_ids":["https://openalex.org/I4210159750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117142029","display_name":"Tian Qingyu","orcid":null},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tian Qingyu","raw_affiliation_strings":["The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China"],"affiliations":[{"raw_affiliation_string":"The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100734553","display_name":"Rongrong Chen","orcid":"https://orcid.org/0009-0001-9646-0938"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Rongrong","raw_affiliation_strings":["The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China"],"affiliations":[{"raw_affiliation_string":"The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China","institution_ids":["https://openalex.org/I37987034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043585241","display_name":"Jing Qiu","orcid":"https://orcid.org/0000-0001-5163-2153"},"institutions":[{"id":"https://openalex.org/I37987034","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06","country_code":"CN","type":"education","lineage":["https://openalex.org/I37987034"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiu Jing","raw_affiliation_strings":["The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China"],"affiliations":[{"raw_affiliation_string":"The Cyberspace Institute of Advanced Technology, Guangzhou University, Guangzhou, 510006, China","institution_ids":["https://openalex.org/I37987034"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101404831"],"corresponding_institution_ids":["https://openalex.org/I37987034"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":4.219,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.93780138,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"18","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9972000122070312,"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"}},"topics":[{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9972000122070312,"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.996999979019165,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9965000152587891,"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":0.793566882610321},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.557303249835968},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.5268784165382385},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4307405352592468},{"id":"https://openalex.org/keywords/adaptive-learning","display_name":"Adaptive learning","score":0.41726940870285034},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34221917390823364},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3227142095565796},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.05233994126319885}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.793566882610321},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.557303249835968},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.5268784165382385},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4307405352592468},{"id":"https://openalex.org/C125014702","wikidata":"https://www.wikidata.org/wiki/Q4680749","display_name":"Adaptive learning","level":2,"score":0.41726940870285034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34221917390823364},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3227142095565796},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.05233994126319885},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.0},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.0},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-025-00814-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-00814-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00814-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:862177ca77cd49d6a401327f3ccbc275","is_oa":true,"landing_page_url":"https://doaj.org/article/862177ca77cd49d6a401327f3ccbc275","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 18, Iss 1, Pp 1-20 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-025-00814-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-00814-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-00814-7.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1560154075","display_name":null,"funder_award_id":"2024A03","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3097238261","display_name":null,"funder_award_id":"U24A2033","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4035372584","display_name":null,"funder_award_id":"20220102","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4868500656","display_name":null,"funder_award_id":"U24A20336","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7178492432","display_name":null,"funder_award_id":"CCF-NSFOCUS","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8485754496","display_name":null,"funder_award_id":"2201020","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8876304254","display_name":null,"funder_award_id":"2022ZD0119602","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G8955107213","display_name":null,"funder_award_id":"Major","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/F4320328715","display_name":"Guangzhou University","ror":"https://ror.org/05ar8rn06"},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409429890.pdf","grobid_xml":"https://content.openalex.org/works/W4409429890.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W2122558727","https://openalex.org/W2541884796","https://openalex.org/W2801399598","https://openalex.org/W2990789643","https://openalex.org/W3015366655","https://openalex.org/W3042621011","https://openalex.org/W3124293845","https://openalex.org/W3203523248","https://openalex.org/W3210969948","https://openalex.org/W4205909103","https://openalex.org/W4238484605","https://openalex.org/W4240361565","https://openalex.org/W4287448681","https://openalex.org/W4293812230","https://openalex.org/W4313534960","https://openalex.org/W4315646984","https://openalex.org/W4362500686","https://openalex.org/W4381050525","https://openalex.org/W4386038516","https://openalex.org/W4386071762","https://openalex.org/W4386453702","https://openalex.org/W4386709704","https://openalex.org/W4387883668","https://openalex.org/W4388849582","https://openalex.org/W4390664235","https://openalex.org/W4391019652","https://openalex.org/W4391888454","https://openalex.org/W4399939004","https://openalex.org/W4399939439","https://openalex.org/W6600351811","https://openalex.org/W6601714957","https://openalex.org/W6604344240","https://openalex.org/W6752029299","https://openalex.org/W6759238902"],"related_works":["https://openalex.org/W4387712166","https://openalex.org/W4210250006","https://openalex.org/W2949109425","https://openalex.org/W4200357539","https://openalex.org/W2901775611","https://openalex.org/W2922296866","https://openalex.org/W4376484315","https://openalex.org/W4230678668","https://openalex.org/W1975023711","https://openalex.org/W3207508404"],"abstract_inverted_index":{"With":[0],"the":[1,4,22,94,102,108,127,136,144,153],"growth":[2],"of":[3,6,104],"Internet":[5],"Things":[7],"(IoT)":[8],"and":[9,28,41,67,107,132,163],"communication":[10,40],"technologies,":[11],"edge":[12,36],"devices":[13,47,114],"have":[14],"become":[15],"more":[16],"diverse.":[17],"This":[18,52,91],"diversity":[19,145],"has":[20],"increased":[21],"computational":[23,117],"load":[24],"on":[25],"these":[26,81],"systems":[27],"led":[29],"to":[30,76,159],"differences":[31],"between":[32],"devices.":[33],"In":[34,57],"mobile":[35],"computing,":[37],"variations":[38],"in":[39,59,119,146],"computing":[42],"resources":[43],"can":[44,164],"prevent":[45],"some":[46],"from":[48],"updating":[49],"models":[50,129],"quickly.":[51],"delay":[53],"affects":[54],"overall":[55],"performance.":[56],"addition,":[58],"federated":[60,88],"learning,":[61],"data":[62,147],"that":[63,152],"is":[64,157],"not":[65],"independently":[66],"identically":[68],"distributed":[69],"(non-IID)":[70],"makes":[71],"it":[72,125],"hard":[73],"for":[74],"clients":[75],"maintain":[77],"personalized":[78,87,133],"models.To":[79],"address":[80],"issues,":[82],"this":[83],"paper":[84],"introduces":[85],"a":[86],"learning":[89],"framework.":[90],"framework":[92],"enhances":[93],"resource":[95],"allocation":[96,110],"optimization":[97],"algorithm":[98],"by":[99],"dynamically":[100],"adjusting":[101],"depth":[103],"model":[105],"inference":[106,121],"bandwidth":[109],"strategy,":[111],"which":[112,141],"assists":[113],"with":[115],"limited":[116],"capabilities":[118],"completing":[120],"tasks":[122],"promptly.":[123],"Furthermore,":[124],"divide":[126],"client":[128],"into":[130],"global":[131,137],"layers.":[134],"Only":[135],"layers":[138],"are":[139],"combined,":[140],"helps":[142],"manage":[143],"distributions.":[148],"Simulation":[149],"results":[150],"show":[151],"proposed":[154],"FedMEM":[155],"method":[156],"superior":[158],"other":[160],"state-of-the-art":[161],"methods,":[162],"drastically":[165],"reduce":[166],"system":[167],"latency.":[168]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}
