{"id":"https://openalex.org/W4376480530","doi":"https://doi.org/10.1109/wcnc55385.2023.10118865","title":"Accelerated Federated Learning with Dynamic Model Partitioning for H-IoT","display_name":"Accelerated Federated Learning with Dynamic Model Partitioning for H-IoT","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4376480530","doi":"https://doi.org/10.1109/wcnc55385.2023.10118865"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc55385.2023.10118865","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc55385.2023.10118865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Wireless Communications and Networking Conference (WCNC)","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/A5082157133","display_name":"Peng He","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]},{"id":"https://openalex.org/I4210157233","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210157233","https://openalex.org/I4210157972"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Peng He","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","institution_ids":["https://openalex.org/I4210157233"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101499153","display_name":"Chunhui Lan","orcid":"https://orcid.org/0009-0009-3946-9758"},"institutions":[{"id":"https://openalex.org/I4210157233","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210157233","https://openalex.org/I4210157972"]},{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunhui Lan","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China","School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","institution_ids":["https://openalex.org/I4210157233"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China","institution_ids":[]},{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031886715","display_name":"Yaping Cui","orcid":"https://orcid.org/0000-0003-2276-8881"},"institutions":[{"id":"https://openalex.org/I4210157233","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210157233","https://openalex.org/I4210157972"]},{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaping Cui","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","institution_ids":["https://openalex.org/I4210157233"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015476236","display_name":"Ruyan Wang","orcid":"https://orcid.org/0000-0003-3109-4807"},"institutions":[{"id":"https://openalex.org/I4210157233","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210157233","https://openalex.org/I4210157972"]},{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruyan Wang","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","institution_ids":["https://openalex.org/I4210157233"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100416785","display_name":"Dapeng Wu","orcid":"https://orcid.org/0000-0003-2105-9418"},"institutions":[{"id":"https://openalex.org/I4210157233","display_name":"Chongqing Science and Technology Commission","ror":"https://ror.org/05w9erc61","country_code":"CN","type":"funder","lineage":["https://openalex.org/I4210157233","https://openalex.org/I4210157972"]},{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dapeng Wu","raw_affiliation_strings":["Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Chongqing University of Posts and Telecommunications,School of Communication and Information Engineering,Chongqing,China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Advanced Network and Intelligent Connection Technology Key Laboratory of Chongqing Education Commission of China, Chongqing, China","institution_ids":["https://openalex.org/I4210157233"]},{"raw_affiliation_string":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]},{"raw_affiliation_string":"Chongqing Key Laboratory of Ubiquitous Sensing and Networking, Chongqing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082157133"],"corresponding_institution_ids":["https://openalex.org/I10535382","https://openalex.org/I4210157233"],"apc_list":null,"apc_paid":null,"fwci":0.5237,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.69812753,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9900000095367432,"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":0.8349335193634033},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6271786093711853},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5630462169647217},{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.5283618569374084},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.49807143211364746},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4920782446861267},{"id":"https://openalex.org/keywords/lyapunov-optimization","display_name":"Lyapunov optimization","score":0.47262999415397644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46206435561180115},{"id":"https://openalex.org/keywords/fog-computing","display_name":"Fog computing","score":0.45353269577026367},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.42937469482421875},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4220530390739441},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4129171073436737},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3932598829269409},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18731582164764404},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.12755674123764038}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8349335193634033},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6271786093711853},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5630462169647217},{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.5283618569374084},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.49807143211364746},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4920782446861267},{"id":"https://openalex.org/C101403955","wikidata":"https://www.wikidata.org/wiki/Q6707083","display_name":"Lyapunov optimization","level":5,"score":0.47262999415397644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46206435561180115},{"id":"https://openalex.org/C2986652147","wikidata":"https://www.wikidata.org/wiki/Q21809931","display_name":"Fog computing","level":3,"score":0.45353269577026367},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.42937469482421875},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4220530390739441},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4129171073436737},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3932598829269409},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18731582164764404},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.12755674123764038},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2777052490","wikidata":"https://www.wikidata.org/wiki/Q5072826","display_name":"Chaotic","level":2,"score":0.0},{"id":"https://openalex.org/C37935115","wikidata":"https://www.wikidata.org/wiki/Q6707085","display_name":"Lyapunov redesign","level":4,"score":0.0},{"id":"https://openalex.org/C191544260","wikidata":"https://www.wikidata.org/wiki/Q1238630","display_name":"Lyapunov exponent","level":3,"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc55385.2023.10118865","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc55385.2023.10118865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Wireless Communications and Networking Conference (WCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323172","display_name":"Natural Science Foundation of Chongqing","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324805","display_name":"Chongqing Municipal Education Commission","ror":"https://ror.org/031nm5713"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2811166235","https://openalex.org/W2899028120","https://openalex.org/W2979729503","https://openalex.org/W3009921999","https://openalex.org/W3118608800","https://openalex.org/W3177931007","https://openalex.org/W3182828306","https://openalex.org/W3205260830","https://openalex.org/W4236099117","https://openalex.org/W4287812080","https://openalex.org/W4301852635","https://openalex.org/W6752924385","https://openalex.org/W6775817643","https://openalex.org/W6787972765"],"related_works":["https://openalex.org/W4298221930","https://openalex.org/W2777914285","https://openalex.org/W3013363440","https://openalex.org/W4287823391","https://openalex.org/W4312762663","https://openalex.org/W3080870918","https://openalex.org/W4388282301","https://openalex.org/W4380881500","https://openalex.org/W4285322112","https://openalex.org/W4292794239"],"abstract_inverted_index":{"In":[0,41],"the":[1,57,68,83,117,127,131,140,145],"Healthcare":[2],"Internet":[3],"of":[4,18,59,71,85,89,116,144],"Things":[5],"(H-IoT),":[6],"Federated":[7],"Learning":[8],"(FL)":[9],"is":[10,105],"a":[11,46,78],"promising":[12],"solution":[13],"for":[14],"processing":[15],"huge":[16],"amounts":[17],"medical":[19,60],"data.":[20],"At":[21],"present,":[22],"FL":[23,48,118],"applied":[24],"in":[25,91],"H-IoT":[26],"still":[27],"faces":[28],"many":[29],"challenges":[30],"such":[31],"as":[32],"low":[33],"training":[34,64,87,142],"efficiency":[35,65],"and":[36,62,125,153],"high":[37],"data":[38,61,128],"privacy":[39],"risk.":[40],"this":[42],"work,":[43],"we":[44,76],"develop":[45],"three-layer":[47],"architecture,":[49],"which":[50],"introduces":[51],"split":[52],"learning":[53],"to":[54,67,120],"both":[55],"prevent":[56],"leakage":[58],"improve":[63],"according":[66],"inherent":[69],"properties":[70],"Neural":[72],"Networks":[73],"(NN).":[74],"Moreover,":[75],"formulate":[77],"long-term":[79],"optimization":[80,110],"problem":[81],"with":[82,137],"goal":[84],"accelerating":[86],"speed":[88],"models":[90,124],"H-IoT.":[92],"Then,":[93],"an":[94],"online":[95],"model":[96],"partitioning":[97],"algorithm":[98,147],"namely":[99],"Privacyaware":[100],"Model":[101],"Partitioning":[102],"Algorithm":[103],"(PMPA)":[104],"derived":[106],"based":[107],"on":[108],"Lyapunov":[109],"theory":[111],"that":[112,135],"enables":[113],"mobile":[114],"devices":[115],"architecture":[119],"efficiently":[121],"train":[122],"local":[123,141],"protect":[126],"privacy.":[129],"Furthermore,":[130],"simulation":[132],"results":[133],"show":[134],"compared":[136],"traditional":[138],"FL,":[139],"delay":[143],"proposed":[146],"can":[148],"be":[149],"reduced":[150],"by":[151],"28.94%":[152],"39.89%,":[154],"respectively.":[155]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}