{"id":"https://openalex.org/W4389320666","doi":"https://doi.org/10.1145/3631309.3632833","title":"An Analysis about Federated Learning in Low-Powerful Devices","display_name":"An Analysis about Federated Learning in Low-Powerful Devices","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4389320666","doi":"https://doi.org/10.1145/3631309.3632833"},"language":"en","primary_location":{"id":"doi:10.1145/3631309.3632833","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3631309.3632833","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3631309.3632833","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Middleware for the Computing Continuum","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3631309.3632833","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002137691","display_name":"Daniel Flores-Mart\u00edn","orcid":"https://orcid.org/0000-0002-2554-2194"},"institutions":[{"id":"https://openalex.org/I80606768","display_name":"Universidad de Extremadura","ror":"https://ror.org/0174shg90","country_code":"ES","type":"education","lineage":["https://openalex.org/I80606768"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Daniel Flores-Martin","raw_affiliation_strings":["Universidad de Extremadura, Badajoz, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Extremadura, Badajoz, Spain","institution_ids":["https://openalex.org/I80606768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007908223","display_name":"Jaime Gal\u00e1n\u2013Jim\u00e9nez","orcid":"https://orcid.org/0000-0002-5476-7130"},"institutions":[{"id":"https://openalex.org/I80606768","display_name":"Universidad de Extremadura","ror":"https://ror.org/0174shg90","country_code":"ES","type":"education","lineage":["https://openalex.org/I80606768"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jaime Gal\u00e1n-Jim\u00e9nez","raw_affiliation_strings":["Universidad de Extremadura, Badajoz, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Extremadura, Badajoz, Spain","institution_ids":["https://openalex.org/I80606768"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085351791","display_name":"Javier Berrocal","orcid":"https://orcid.org/0000-0002-1007-2134"},"institutions":[{"id":"https://openalex.org/I80606768","display_name":"Universidad de Extremadura","ror":"https://ror.org/0174shg90","country_code":"ES","type":"education","lineage":["https://openalex.org/I80606768"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Berrocal","raw_affiliation_strings":["Universidad de Extremadura, Badajoz, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Extremadura, Badajoz, Spain","institution_ids":["https://openalex.org/I80606768"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028549815","display_name":"Juan M. Murillo","orcid":"https://orcid.org/0000-0003-4961-4030"},"institutions":[{"id":"https://openalex.org/I80606768","display_name":"Universidad de Extremadura","ror":"https://ror.org/0174shg90","country_code":"ES","type":"education","lineage":["https://openalex.org/I80606768"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan M. Murillo","raw_affiliation_strings":["Universidad de Extremadura, Badajoz, Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Extremadura, Badajoz, Spain","institution_ids":["https://openalex.org/I80606768"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5002137691"],"corresponding_institution_ids":["https://openalex.org/I80606768"],"apc_list":null,"apc_paid":null,"fwci":0.1728,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.58930576,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"7","last_page":"11"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9970999956130981,"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/T13553","display_name":"Age of Information Optimization","score":0.994700014591217,"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/mnist-database","display_name":"MNIST database","score":0.8853845596313477},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8455880284309387},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5636824369430542},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.4956475496292114},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4750635325908661},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4724367558956146},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.46730613708496094},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4377441704273224},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3935873806476593},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3910011947154999},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.34001871943473816},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.33256247639656067},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.2617337703704834},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.21522170305252075},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14744833111763}],"concepts":[{"id":"https://openalex.org/C190502265","wikidata":"https://www.wikidata.org/wiki/Q17069496","display_name":"MNIST database","level":3,"score":0.8853845596313477},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8455880284309387},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5636824369430542},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.4956475496292114},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4750635325908661},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4724367558956146},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.46730613708496094},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4377441704273224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3935873806476593},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3910011947154999},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.34001871943473816},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.33256247639656067},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2617337703704834},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.21522170305252075},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14744833111763},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3631309.3632833","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3631309.3632833","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3631309.3632833","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Middleware for the Computing Continuum","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3631309.3632833","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3631309.3632833","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3631309.3632833","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 1st International Workshop on Middleware for the Computing Continuum","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.6299999952316284,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G1556211959","display_name":null,"funder_award_id":"PID2021-124054OB-C31","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G3429648993","display_name":null,"funder_award_id":"PID202","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3884593379","display_name":null,"funder_award_id":"PDC2022-133465-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G4321487265","display_name":null,"funder_award_id":"TED2021-130913B-I00","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G4343224672","display_name":null,"funder_award_id":"PDC2022-133465-I00","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G4816244515","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6063137639","display_name":null,"funder_award_id":"FEDER","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G7115649624","display_name":null,"funder_award_id":"FEDER, UE","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7609071933","display_name":null,"funder_award_id":"PID2021-124054OB-C31","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8100360120","display_name":null,"funder_award_id":"TED2021-130913B-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8570012161","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389320666.pdf","grobid_xml":"https://content.openalex.org/works/W4389320666.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2495920728","https://openalex.org/W2809251854","https://openalex.org/W2960833983","https://openalex.org/W3081141044","https://openalex.org/W3116546042","https://openalex.org/W3122794187","https://openalex.org/W3182125009","https://openalex.org/W4206707323","https://openalex.org/W4213010368","https://openalex.org/W4384500817"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3166492421","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W4313463218","https://openalex.org/W4312996489","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W4205963435"],"abstract_inverted_index":{"Federated":[0,126],"Learning":[1,7,127],"allows":[2,20,141],"us":[3,142],"to":[4,24,44,64,143,150],"train":[5],"Machine":[6],"models":[8,36],"in":[9,153],"a":[10,62,125],"distributed":[11],"way.":[12],"This":[13,140],"improves":[14],"users'":[15],"security":[16],"and":[17,19,93,101,116,120,132],"privacy":[18],"the":[21,29,32,41,45,57,70,77,99,114,134,145,154],"computational":[22],"load":[23],"be":[25,151],"distributed.":[26],"One":[27],"of":[28,34,72,79,103],"advantages":[30],"is":[31,51,61],"application":[33],"these":[35,73,91,104],"on":[37,69,137],"low-powerful":[38],"devices,":[39],"bringing":[40],"processing":[42,80],"closer":[43],"devices":[46,74,149],"that":[47,97,112],"generate":[48],"them,":[49],"as":[50,76],"pursued":[52],"with":[53],"Edge":[54],"Computing":[55],"for":[56],"continuum.":[58],"However,":[59],"there":[60],"need":[63],"conduct":[65],"more":[66],"extensive":[67],"studies":[68],"limitations":[71,102],"such":[75],"lack":[78],"power,":[81],"limited":[82],"memory":[83],"available,":[84],"or":[85],"training":[86,115],"time.":[87],"Current":[88],"works":[89],"highlight":[90],"constraints":[92],"emphasize":[94],"real":[95],"experiments":[96],"evaluate":[98],"performance":[100],"models.":[105],"Therefore,":[106],"this":[107],"paper":[108],"presents":[109],"an":[110],"analysis":[111],"evaluates":[113],"execution":[117],"requirements,":[118],"limitations,":[119],"resource":[121],"consumption":[122],"by":[123,130],"running":[124],"algorithm":[128],"proposed":[129],"Google":[131],"using":[133],"dataset":[135],"Fashion-MNIST":[136],"different":[138],"devices.":[139],"determine":[144],"requirements":[146],"when":[147],"selecting":[148],"included":[152],"federations.":[155]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
