{"id":"https://openalex.org/W3198770621","doi":"https://doi.org/10.1109/tcad.2021.3110743","title":"Client Scheduling and Resource Management for Efficient Training in Heterogeneous IoT-Edge Federated Learning","display_name":"Client Scheduling and Resource Management for Efficient Training in Heterogeneous IoT-Edge Federated Learning","publication_year":2021,"publication_date":"2021-09-06","ids":{"openalex":"https://openalex.org/W3198770621","doi":"https://doi.org/10.1109/tcad.2021.3110743","mag":"3198770621"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2021.3110743","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2021.3110743","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"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 Transactions on Computer-Aided Design of Integrated Circuits and Systems","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/A5028987002","display_name":"Yangguang Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139618","display_name":"Shanghai Key Laboratory of Trustworthy Computing","ror":"https://ror.org/030qbr085","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210139618"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yangguang Cui","raw_affiliation_strings":["School of Computer Science and Technology, Shanghai Key Laboratory of Trustworthy Computing, East China Normal University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shanghai Key Laboratory of Trustworthy Computing, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052730043","display_name":"Kun Cao","orcid":"https://orcid.org/0000-0003-4872-4908"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Cao","raw_affiliation_strings":["College of Information Science and Technology, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4872-4908","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027627793","display_name":"Guitao Cao","orcid":"https://orcid.org/0000-0002-4059-4806"},"institutions":[{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guitao Cao","raw_affiliation_strings":["Software Engineering Institute, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4059-4806","affiliations":[{"raw_affiliation_string":"Software Engineering Institute, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I66867065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083330935","display_name":"Meikang Qiu","orcid":"https://orcid.org/0000-0002-1004-0140"},"institutions":[{"id":"https://openalex.org/I206651237","display_name":"East Texas A&M University","ror":"https://ror.org/01red3556","country_code":"US","type":"education","lineage":["https://openalex.org/I206651237"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Meikang Qiu","raw_affiliation_strings":["Department of Computer Science and Information Systems, Texas A&#x0026;M University Commerce, Commerce, TX, USA"],"raw_orcid":"https://orcid.org/0000-0002-1004-0140","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Systems, Texas A&#x0026;M University Commerce, Commerce, TX, USA","institution_ids":["https://openalex.org/I206651237"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042163232","display_name":"Tongquan Wei","orcid":"https://orcid.org/0000-0002-7421-1711"},"institutions":[{"id":"https://openalex.org/I4210139618","display_name":"Shanghai Key Laboratory of Trustworthy Computing","ror":"https://ror.org/030qbr085","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210139618"]},{"id":"https://openalex.org/I66867065","display_name":"East China Normal University","ror":"https://ror.org/02n96ep67","country_code":"CN","type":"education","lineage":["https://openalex.org/I66867065"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tongquan Wei","raw_affiliation_strings":["School of Computer Science and Technology, Shanghai Key Laboratory of Trustworthy Computing, East China Normal University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-7421-1711","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shanghai Key Laboratory of Trustworthy Computing, East China Normal University, Shanghai, China","institution_ids":["https://openalex.org/I4210139618","https://openalex.org/I66867065"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.9633,"has_fulltext":false,"cited_by_count":102,"citation_normalized_percentile":{"value":0.98465038,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"41","issue":"8","first_page":"2407","last_page":"2420"},"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":0.9973000288009644,"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":0.9947999715805054,"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/computer-science","display_name":"Computer science","score":0.8083322644233704},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.574347198009491},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.566503643989563},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5389846563339233},{"id":"https://openalex.org/keywords/premise","display_name":"Premise","score":0.5371566414833069},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5235331058502197},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4382857382297516},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31389832496643066},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.18452700972557068},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1292893886566162}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8083322644233704},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.574347198009491},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.566503643989563},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5389846563339233},{"id":"https://openalex.org/C2778023277","wikidata":"https://www.wikidata.org/wiki/Q321703","display_name":"Premise","level":2,"score":0.5371566414833069},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5235331058502197},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4382857382297516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31389832496643066},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.18452700972557068},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1292893886566162},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2021.3110743","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2021.3110743","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"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 Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G127226525","display_name":null,"funder_award_id":"2021T140272","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G2508575609","display_name":null,"funder_award_id":"62102164","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5634836954","display_name":"\u6d41\u5f62\u5faa\u73af\u53ef\u5fae\u5206\u7f16\u7a0b\u7f51\u7edc\u7684\u8fb9\u7f18\u8ba1\u7b97\u53ca\u5176\u5728\u80ba\u764c\u5b9e\u65f6\u9884\u6d4b\u4e2d\u7684\u7814\u7a76","funder_award_id":"61871186","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7406753860","display_name":null,"funder_award_id":"2021M691240","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7474727400","display_name":null,"funder_award_id":"21621025","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G8718566389","display_name":null,"funder_award_id":"2018YFB2101300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1981276685","https://openalex.org/W1994615541","https://openalex.org/W2130062883","https://openalex.org/W2132261755","https://openalex.org/W2194775991","https://openalex.org/W2397723600","https://openalex.org/W2609618253","https://openalex.org/W2798720628","https://openalex.org/W2890046105","https://openalex.org/W2896180420","https://openalex.org/W2900996896","https://openalex.org/W2919115771","https://openalex.org/W2920095265","https://openalex.org/W2962814013","https://openalex.org/W2963318081","https://openalex.org/W2982464076","https://openalex.org/W2991308345","https://openalex.org/W2993502515","https://openalex.org/W2996786840","https://openalex.org/W2999074226","https://openalex.org/W3015636663","https://openalex.org/W3024673672","https://openalex.org/W3036678145","https://openalex.org/W3045611708","https://openalex.org/W3046056026","https://openalex.org/W3046101409","https://openalex.org/W3047304572","https://openalex.org/W3089655738","https://openalex.org/W3090615085","https://openalex.org/W3091870957","https://openalex.org/W3095611529","https://openalex.org/W3098486933","https://openalex.org/W3105122387","https://openalex.org/W3107965923","https://openalex.org/W3109847748","https://openalex.org/W3110669662","https://openalex.org/W3117482727","https://openalex.org/W3134843574","https://openalex.org/W3156772560","https://openalex.org/W3156841666","https://openalex.org/W3191277520","https://openalex.org/W4289107582","https://openalex.org/W4297687186","https://openalex.org/W6679314259","https://openalex.org/W6728757088","https://openalex.org/W6757139170"],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W2059640416","https://openalex.org/W1490753184","https://openalex.org/W2284465472","https://openalex.org/W2291782699","https://openalex.org/W1993948687","https://openalex.org/W2000169967","https://openalex.org/W2112883198"],"abstract_inverted_index":{"Federated":[0],"learning":[1,18],"(FL)":[2],"offers":[3],"a":[4,33,143,178],"promising":[5],"paradigm":[6],"that":[7],"empowers":[8],"numerous":[9],"Internet":[10],"of":[11,22,40,53,86,106,114,121,132],"Things":[12],"(IoT)":[13],"devices":[14,43],"to":[15,75,102,117,149,173,185],"implement":[16],"distributed":[17,35,77],"on":[19],"the":[20,38,70,84,104,112,119,130,133,196],"premise":[21],"ensuring":[23],"user":[24],"privacy":[25],"and":[26,44,140,182],"data":[27,93],"security.":[28],"However,":[29],"since":[30],"FL":[31,49,67,73,168],"adopts":[32],"synchronous":[34],"training":[36,55,78,108],"mode,":[37],"heterogeneity":[39,113],"participating":[41],"IoT":[42],"limited":[45,122],"communication":[46,123],"resources":[47,124],"make":[48],"encounter":[50],"serious":[51],"issues":[52],"low":[54,107],"efficiency":[56,109],"in":[57,125,177],"actual":[58],"deployment.":[59],"In":[60],"this":[61],"article,":[62],"we":[63,88,127],"propose":[64],"an":[65,90],"excellent":[66],"policy":[68,169],"for":[69,154,194],"heterogeneous":[71],"IoT-edge":[72],"system":[74],"improve":[76],"efficiency.":[79],"Specifically,":[80],"first,":[81],"by":[82,111],"borrowing":[83],"idea":[85],"clustering,":[87],"explore":[89],"iterative":[91],"self-organizing":[92],"analysis":[94],"techniques":[95],"algorithm":[96],"(ISODATA)-based":[97],"heterogeneous-aware":[98],"client":[99],"scheduling":[100],"strategy":[101,148],"alleviate":[103],"issue":[105],"incurred":[110],"clients.":[115,156],"Subsequently,":[116],"tackle":[118],"challenge":[120],"FL,":[126],"first":[128],"analyze":[129],"characteristics":[131],"optimal":[134],"resource":[135,152],"block":[136],"allocation":[137],"solution":[138],"theoretically":[139],"then":[141],"introduce":[142],"mixed-integer":[144],"linear":[145],"programming":[146],"(MILP)-based":[147],"judiciously":[150],"allocate":[151],"blocks":[153],"scheduled":[155],"Comprehensive":[157],"experimental":[158],"results":[159],"demonstrate":[160],"that,":[161],"compared":[162],"with":[163],"benchmarking":[164],"strategies,":[165],"our":[166],"proposed":[167],"can":[170],"achieve":[171],"up":[172,184],"55.22%":[174],"accuracy":[175],"improvement":[176],"relaxed":[179],"time":[180],"scenario,":[181],"attain":[183],"<inline-formula":[186],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[187],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[188],"<tex-math":[189],"notation=\"LaTeX\">$3.62\\times":[190],"$":[191],"</tex-math></inline-formula>":[192],"acceleration":[193],"reaching":[195],"specific":[197],"expected":[198],"accuracy.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":40},{"year":2023,"cited_by_count":20},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
