{"id":"https://openalex.org/W4362714840","doi":"https://doi.org/10.1109/jiot.2023.3265564","title":"On-Demand-FL: A Dynamic and Efficient Multicriteria Federated Learning Client Deployment Scheme","display_name":"On-Demand-FL: A Dynamic and Efficient Multicriteria Federated Learning Client Deployment Scheme","publication_year":2023,"publication_date":"2023-04-07","ids":{"openalex":"https://openalex.org/W4362714840","doi":"https://doi.org/10.1109/jiot.2023.3265564"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2023.3265564","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3265564","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-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/A5034218046","display_name":"Mario Chahoud","orcid":"https://orcid.org/0000-0002-6070-3133"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]},{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]}],"countries":["AE","LB"],"is_corresponding":false,"raw_author_name":"Mario Chahoud","raw_affiliation_strings":["Department of CSM, Cyber Security Systems and Applied AI Research Center, Lebanese American University, Beirut, Lebanon","Machine Learning, Mohammad Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of CSM, Cyber Security Systems and Applied AI Research Center, Lebanese American University, Beirut, Lebanon","institution_ids":["https://openalex.org/I56306041"]},{"raw_affiliation_string":"Machine Learning, Mohammad Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210113480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004025182","display_name":"Hani Sami","orcid":"https://orcid.org/0000-0002-6925-1006"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hani Sami","raw_affiliation_strings":["Concordia Institute for Information Systems Engineering, Concordia University, Montreal, Canada"],"raw_orcid":"https://orcid.org/0000-0002-6925-1006","affiliations":[{"raw_affiliation_string":"Concordia Institute for Information Systems Engineering, Concordia University, Montreal, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005269467","display_name":"Azzam Mourad","orcid":"https://orcid.org/0000-0001-9434-5322"},"institutions":[{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]},{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["LB","US"],"is_corresponding":false,"raw_author_name":"Azzam Mourad","raw_affiliation_strings":["Department of CSM, Cyber Security Systems and Applied AI Research Center, Lebanese American University, Beirut, Lebanon","Division of Science, New York University, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0001-9434-5322","affiliations":[{"raw_affiliation_string":"Department of CSM, Cyber Security Systems and Applied AI Research Center, Lebanese American University, Beirut, Lebanon","institution_ids":["https://openalex.org/I56306041"]},{"raw_affiliation_string":"Division of Science, New York University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067986202","display_name":"Safa Otoum","orcid":"https://orcid.org/0000-0002-0814-7328"},"institutions":[{"id":"https://openalex.org/I91044093","display_name":"Zayed University","ror":"https://ror.org/03snqfa66","country_code":"AE","type":"education","lineage":["https://openalex.org/I91044093"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Safa Otoum","raw_affiliation_strings":["College of Technological Innovation, Zayed University, Dubai, UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Technological Innovation, Zayed University, Dubai, UAE","institution_ids":["https://openalex.org/I91044093"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049846737","display_name":"Hadi Otrok","orcid":"https://orcid.org/0000-0002-9574-5384"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hadi Otrok","raw_affiliation_strings":["Department of Electrical Engineering and Computer Science, Center of Cyber-Physical Systems, Khalifa University, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-9574-5384","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Center of Cyber-Physical Systems, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020978568","display_name":"Jamal Bentahar","orcid":"https://orcid.org/0000-0002-3136-4849"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]},{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["AE","CA"],"is_corresponding":false,"raw_author_name":"Jamal Bentahar","raw_affiliation_strings":["Concordia Institute for Information Systems Engineering, Concordia University, Montreal, Canada","Department of Electrical Engineering and Computer Science, Center of Cyber-Physical Systems, Khalifa University, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-3136-4849","affiliations":[{"raw_affiliation_string":"Concordia Institute for Information Systems Engineering, Concordia University, Montreal, Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, Center of Cyber-Physical Systems, Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057916222","display_name":"Mohsen Guizani","orcid":"https://orcid.org/0000-0002-8972-8094"},"institutions":[{"id":"https://openalex.org/I4210113480","display_name":"Mohamed bin Zayed University of Artificial Intelligence","ror":"https://ror.org/0258gkt32","country_code":"AE","type":"education","lineage":["https://openalex.org/I4210113480"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohsen Guizani","raw_affiliation_strings":["Machine Learning, Mohammad Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE"],"raw_orcid":"https://orcid.org/0000-0002-8972-8094","affiliations":[{"raw_affiliation_string":"Machine Learning, Mohammad Bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210113480"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.7598,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.96008756,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"10","issue":"18","first_page":"15822","last_page":"15834"},"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":0.9979000091552734,"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/T10761","display_name":"Vehicular Ad Hoc Networks (VANETs)","score":0.9868000149726868,"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/computer-science","display_name":"Computer science","score":0.8747742176055908},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.7347816824913025},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.6063953638076782},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5799922347068787},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.5323178172111511},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5064164400100708},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.464647501707077},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.45876118540763855},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.44220975041389465},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4238813817501068},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32549625635147095},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.21980178356170654},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.14243116974830627}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8747742176055908},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.7347816824913025},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6063953638076782},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5799922347068787},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.5323178172111511},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5064164400100708},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.464647501707077},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.45876118540763855},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44220975041389465},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4238813817501068},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32549625635147095},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.21980178356170654},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.14243116974830627},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2023.3265564","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2023.3265564","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1485815177","https://openalex.org/W2075174112","https://openalex.org/W2075868161","https://openalex.org/W2097571405","https://openalex.org/W2407212869","https://openalex.org/W2568072496","https://openalex.org/W2623499016","https://openalex.org/W2963178695","https://openalex.org/W2971521446","https://openalex.org/W2997577891","https://openalex.org/W3006357454","https://openalex.org/W3008705818","https://openalex.org/W3012494113","https://openalex.org/W3038028469","https://openalex.org/W3044211235","https://openalex.org/W3084436411","https://openalex.org/W3092144916","https://openalex.org/W3093755649","https://openalex.org/W3099106497","https://openalex.org/W3110306513","https://openalex.org/W3122794187","https://openalex.org/W3127190257","https://openalex.org/W3134843574","https://openalex.org/W3135231128","https://openalex.org/W3140719572","https://openalex.org/W3146736019","https://openalex.org/W3154459044","https://openalex.org/W3187784948","https://openalex.org/W3189481398","https://openalex.org/W3192661977","https://openalex.org/W3214662754","https://openalex.org/W4206358929","https://openalex.org/W4210589262","https://openalex.org/W4214536145","https://openalex.org/W4220789466","https://openalex.org/W4285158104","https://openalex.org/W4285813818","https://openalex.org/W4285818318","https://openalex.org/W4293812121","https://openalex.org/W4294839477","https://openalex.org/W4308946221","https://openalex.org/W4318619660","https://openalex.org/W6728757088","https://openalex.org/W6759226220","https://openalex.org/W6781232731","https://openalex.org/W6789103356"],"related_works":["https://openalex.org/W79913212","https://openalex.org/W2094884983","https://openalex.org/W2378898096","https://openalex.org/W560952460","https://openalex.org/W2290927522","https://openalex.org/W4283579741","https://openalex.org/W3066706303","https://openalex.org/W876159576","https://openalex.org/W2943612818","https://openalex.org/W4385152897"],"abstract_inverted_index":{"In":[0,146],"this":[1,147],"article,":[2,148],"we":[3,149],"increase":[4],"the":[5,12,17,26,31,39,52,55,58,74,89,95,112,130,137,140,151,172,179,210,218,231,239,243,246,250,253],"availability":[6,131],"and":[7,49,83,99,105,136,167,193,212,238,249,259,266],"integration":[8],"of":[9,19,28,69,73,88,132,139,169,178,191,245,252,256],"devices":[10,117,195],"in":[11,33,126,171],"learning":[13,21,135,173],"process":[14],"to":[15,41,80,97,111,122,185,223],"enhance":[16],"convergence":[18,82],"federated":[20],"(FL)":[22],"models.":[23],"To":[24],"address":[25,150],"issue":[27],"having":[29],"all":[30],"data":[32,45,64,133,170,233,236],"one":[34],"location,":[35],"FL,":[36,127,163],"which":[37,128],"maintains":[38],"ability":[40],"learn":[42],"over":[43,66],"decentralized":[44],"sets,":[46],"combines":[47,57],"privacy":[48],"technology.":[50],"Until":[51],"model":[53,213],"converges,":[54],"server":[56],"updated":[59],"weights":[60],"obtained":[61],"from":[62],"each":[63],"set":[65,237],"a":[67,158],"number":[68],"rounds.":[70],"The":[71,227],"majority":[72],"literature":[75],"suggested":[76],"client":[77,144,159,211],"selection":[78],"techniques":[79],"accelerate":[81],"boost":[84],"accuracy.":[85],"However,":[86],"none":[87],"existing":[90,141],"proposals":[91],"have":[92],"focused":[93],"on":[94],"flexibility":[96],"deploy":[98],"select":[100],"clients":[101,125,257],"as":[102,124,183,197],"needed,":[103],"wherever":[104,260],"whenever":[106,258],"that":[107],"may":[108],"be.":[109],"Due":[110],"extremely":[113],"dynamic":[114],"surroundings,":[115],"some":[116],"are":[118],"actually":[119],"not":[120],"available":[121,268],"serve":[123],"affects":[129],"for":[134,143,162,203],"applicability":[138],"solution":[142],"selection.":[145],"aforementioned":[152],"limitations":[153],"by":[154],"introducing":[155],"an":[156],"On-Demand-FL,":[157],"deployment":[160,214,255],"approach":[161,248],"offering":[164],"more":[165,267],"volume":[166],"heterogeneity":[168],"process.":[174],"We":[175],"make":[176],"use":[177],"containerization":[180],"technology,":[181],"such":[182],"Docker,":[184],"build":[186],"efficient":[187],"environments":[188],"using":[189,217,230],"Internet":[190],"Things":[192],"mobile":[194,232],"serving":[196],"volunteers.":[198],"Furthermore,":[199],"Kubernetes":[200],"is":[201,215],"used":[202],"orchestration.":[204],"A":[205],"multiobjective":[206],"optimization":[207],"problem":[208],"representing":[209],"solved":[216],"genetic":[219],"algorithm":[220],"(GA)":[221],"due":[222],"its":[224],"evolutionary":[225],"strategy.":[226],"performed":[228],"experiments":[229],"challenge":[234],"(MDC)":[235],"Localfed":[240],"framework":[241],"illustrate":[242],"relevance":[244],"proposed":[247],"efficiency":[251],"on-the-fly":[254],"needed":[261],"with":[262],"less":[263],"discarded":[264],"rounds":[265],"data.":[269]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":14},{"year":2023,"cited_by_count":4}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}