{"id":"https://openalex.org/W4407639571","doi":"https://doi.org/10.1109/acit62805.2024.10877154","title":"Enhancing Convergence Efficiency in Federated Learning Models","display_name":"Enhancing Convergence Efficiency in Federated Learning Models","publication_year":2024,"publication_date":"2024-12-10","ids":{"openalex":"https://openalex.org/W4407639571","doi":"https://doi.org/10.1109/acit62805.2024.10877154"},"language":"en","primary_location":{"id":"doi:10.1109/acit62805.2024.10877154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877154","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-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/A5020925471","display_name":"Ghassan Samara","orcid":"https://orcid.org/0000-0001-8415-0572"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ghassan Samara","raw_affiliation_strings":["Zarqa University,Faculty of IT,Department of Computer Science,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of IT,Department of Computer Science,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116296112","display_name":"Ala'Mazen Elhilo","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Ala'Mazen Elhilo","raw_affiliation_strings":["Zarqa University,Faculty of IT,Department of Computer Science,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of IT,Department of Computer Science,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015923093","display_name":"Mohammad Aljaidi","orcid":"https://orcid.org/0000-0001-9486-3533"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Aljaidi","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082827398","display_name":"Amneh Alamleh","orcid":"https://orcid.org/0000-0002-6456-2438"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Amneh Alamleh","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Department of Data Science and AI,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Department of Data Science and AI,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080292859","display_name":"Mohammad Rasmi Al-Mousa","orcid":"https://orcid.org/0000-0002-5176-0910"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammad Rasmi Al-Mousa","raw_affiliation_strings":["Zarqa University,Department of Cybersecurity,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Department of Cybersecurity,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106644805","display_name":"Radwan M. Batyha","orcid":null},"institutions":[{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Radwan Batyha","raw_affiliation_strings":["Applied Science Private University,Faculty of Information Technology,Amman,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Science Private University,Faculty of Information Technology,Amman,Jordan","institution_ids":["https://openalex.org/I146367977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065080992","display_name":"Raed Alazaidah","orcid":"https://orcid.org/0000-0002-1818-4288"},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Raed Alazaidah","raw_affiliation_strings":["Zarqa University,Faculty of Information Technology,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of Information Technology,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116296113","display_name":"Alaa Bani-bakr","orcid":null},"institutions":[{"id":"https://openalex.org/I153687341","display_name":"Zarqa University","ror":"https://ror.org/01wf1es90","country_code":"JO","type":"education","lineage":["https://openalex.org/I153687341"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Alaa Bani-Bakr","raw_affiliation_strings":["Zarqa University,Faculty of IT,Department of Cyber Security,Zarqa,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Zarqa University,Faculty of IT,Department of Cyber Security,Zarqa,Jordan","institution_ids":["https://openalex.org/I153687341"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040109082","display_name":"Ali Elrashidi","orcid":"https://orcid.org/0000-0002-8560-1395"},"institutions":[{"id":"https://openalex.org/I4210165529","display_name":"University of Business and Technology","ror":"https://ror.org/05tcr1n44","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210165529"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ali Elrashidi","raw_affiliation_strings":["University of Business and Technology,Department of Electrical Engineering,Jeddah,Saudi Arabia,21432"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Business and Technology,Department of Electrical Engineering,Jeddah,Saudi Arabia,21432","institution_ids":["https://openalex.org/I4210165529"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23500177,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9905999898910522,"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":0.9905999898910522,"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":0.9783999919891357,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9014000296592712,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.711650550365448},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.67771315574646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32930177450180054},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.059856265783309937}],"concepts":[{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.711650550365448},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.67771315574646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32930177450180054},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.059856265783309937},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit62805.2024.10877154","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit62805.2024.10877154","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 25th International Arab Conference on Information Technology (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2019293222","https://openalex.org/W2045219129","https://openalex.org/W2332486886","https://openalex.org/W2765787228","https://openalex.org/W2944056255","https://openalex.org/W2962751917","https://openalex.org/W3011270356","https://openalex.org/W3013696689","https://openalex.org/W3043853389","https://openalex.org/W3044983307","https://openalex.org/W3115025601","https://openalex.org/W3119336346","https://openalex.org/W4205670975","https://openalex.org/W4242749862","https://openalex.org/W4285101059","https://openalex.org/W4309080560","https://openalex.org/W4310444698","https://openalex.org/W4311661959","https://openalex.org/W4316660714","https://openalex.org/W4385569630","https://openalex.org/W4386286067","https://openalex.org/W4386608426","https://openalex.org/W4387105517","https://openalex.org/W4388419817","https://openalex.org/W4391041539","https://openalex.org/W4392925492","https://openalex.org/W4400967108","https://openalex.org/W6630334249","https://openalex.org/W6635163539","https://openalex.org/W6773777105"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"This":[0],"study":[1],"evaluates":[2],"federated":[3],"learning":[4,56],"models'":[5],"performance":[6],"compared":[7,70],"to":[8,39,71,110],"centralized":[9,27,59,75,91,112],"models":[10,18,24,57],"using":[11],"the":[12,62,74,78,81,90,100,111,115],"MNIST":[13,65],"and":[14,25,36,42,119],"CIFAR-10":[15,84],"datasets.":[16],"Four":[17],"were":[19],"tested:":[20],"two":[21,26],"Federated":[22,55,63,82],"Learning":[23,64,83],"models.":[28],"The":[29,51,94],"evaluation":[30],"focused":[31],"on":[32],"accuracy,":[33,88],"training":[34,102],"rounds,":[35],"CO2":[37,120],"emissions,":[38],"optimize":[40],"convergence":[41],"reducing":[43,124],"energy":[44],"consumption":[45],"while":[46],"maintaining":[47],"strong":[48],"model":[49,66,85],"performance.":[50],"results":[52],"showed":[53],"that":[54],"outperformed":[58],"models,":[60,113],"with":[61],"achieving":[67],"98.79%":[68],"accuracy":[69,79,96],"87.93%":[72],"for":[73],"model.":[76],"Also,":[77],"of":[80,117],"achieved":[86],"91.20%":[87],"exceeding":[89],"model\u2019s":[92],"90.14%.":[93],"most":[95],"improvements":[97],"happened":[98],"in":[99],"early":[101],"rounds.":[103],"An":[104],"adjusted":[105],"hill-climbing":[106],"technique":[107],"was":[108],"used":[109],"decreasing":[114],"number":[116],"iterations":[118],"emissions":[121],"without":[122],"significantly":[123],"accuracy.":[125]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
