{"id":"https://openalex.org/W4404316971","doi":"https://doi.org/10.1109/tvt.2024.3497219","title":"Hierarchical Federated Learning in Inland Waterways via Dataset Distillation and Resource Allocation","display_name":"Hierarchical Federated Learning in Inland Waterways via Dataset Distillation and Resource Allocation","publication_year":2024,"publication_date":"2024-11-13","ids":{"openalex":"https://openalex.org/W4404316971","doi":"https://doi.org/10.1109/tvt.2024.3497219"},"language":"en","primary_location":{"id":"doi:10.1109/tvt.2024.3497219","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2024.3497219","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"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 Vehicular Technology","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/A5028534565","display_name":"Jian Zhao","orcid":"https://orcid.org/0000-0002-8832-5912"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jian Zhao","raw_affiliation_strings":["Navigation College, Dalian Maritime University (DMU), Dalian, China","Navigation College, Dalian Maritime University (DMU), Dalian, Liaoning, China"],"affiliations":[{"raw_affiliation_string":"Navigation College, Dalian Maritime University (DMU), Dalian, China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"Navigation College, Dalian Maritime University (DMU), Dalian, Liaoning, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003469145","display_name":"Baiyi Li","orcid":null},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baiyi Li","raw_affiliation_strings":["Navigation College, Dalian Maritime University (DMU), Dalian, China","Navigation College, Dalian Maritime University (DMU), Dalian, Liaoning, China"],"affiliations":[{"raw_affiliation_string":"Navigation College, Dalian Maritime University (DMU), Dalian, China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"Navigation College, Dalian Maritime University (DMU), Dalian, Liaoning, China","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083657836","display_name":"Tingting Yang","orcid":"https://orcid.org/0000-0002-7406-2170"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tingting Yang","raw_affiliation_strings":["Department of Network Intelligence, Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Department of Network Intelligence, Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jiwei Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiwei Liu","raw_affiliation_strings":["Navigation College, Dalian Maritime University (DMU), Dalian, China"],"affiliations":[{"raw_affiliation_string":"Navigation College, Dalian Maritime University (DMU), Dalian, China","institution_ids":["https://openalex.org/I43313876"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5028534565"],"corresponding_institution_ids":["https://openalex.org/I43313876"],"apc_list":null,"apc_paid":null,"fwci":0.3637,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68774283,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"74","issue":"3","first_page":"3695","last_page":"3707"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9696000218391418,"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":0.9696000218391418,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9088000059127808,"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/distillation","display_name":"Distillation","score":0.5997793078422546},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5555896759033203},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5192937254905701},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.5060960650444031},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5050836205482483},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.2504710257053375},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2141699492931366}],"concepts":[{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5997793078422546},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5555896759033203},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5192937254905701},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.5060960650444031},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5050836205482483},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2504710257053375},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2141699492931366},{"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/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tvt.2024.3497219","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tvt.2024.3497219","pdf_url":null,"source":{"id":"https://openalex.org/S10936095","display_name":"IEEE Transactions on Vehicular Technology","issn_l":"0018-9545","issn":["0018-9545","1939-9359"],"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 Vehicular Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W2606891064","https://openalex.org/W2975156709","https://openalex.org/W2991236681","https://openalex.org/W3007279825","https://openalex.org/W3015640161","https://openalex.org/W3033664100","https://openalex.org/W3034693140","https://openalex.org/W3036485160","https://openalex.org/W3045638580","https://openalex.org/W3046056026","https://openalex.org/W3059999910","https://openalex.org/W3115942943","https://openalex.org/W3136794940","https://openalex.org/W3156841666","https://openalex.org/W3160851275","https://openalex.org/W3192098883","https://openalex.org/W3198953397","https://openalex.org/W3204468048","https://openalex.org/W4285254453","https://openalex.org/W4285255433","https://openalex.org/W4312531397","https://openalex.org/W4388087488","https://openalex.org/W6728757088","https://openalex.org/W6738460352","https://openalex.org/W6741986022","https://openalex.org/W6746200960","https://openalex.org/W6748019269","https://openalex.org/W6751646691","https://openalex.org/W6752191696","https://openalex.org/W6756054015","https://openalex.org/W6758358981","https://openalex.org/W6758557334","https://openalex.org/W6759238902","https://openalex.org/W6759853437","https://openalex.org/W6765541894","https://openalex.org/W6768511045","https://openalex.org/W6768632158","https://openalex.org/W6772307254","https://openalex.org/W6773817997","https://openalex.org/W6779445818","https://openalex.org/W6801749951"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W2138781885","https://openalex.org/W2153007255","https://openalex.org/W2362797233"],"abstract_inverted_index":{"The":[0],"goal":[1],"of":[2,36,44,163],"6G":[3],"is":[4,19,64],"to":[5,23,84,97,148],"achieve":[6],"ubiquitous":[7],"connectivity":[8],"in":[9],"heterogeneous":[10],"and":[11,14,81,100,121,134],"large-scale":[12],"networks,":[13],"Hierarchical":[15],"Federated":[16,70],"Learning":[17,71],"(HiFL)":[18],"an":[20],"effective":[21],"approach":[22],"assist":[24],"AI":[25],"technologies":[26],"at":[27],"the":[28,32,42,50,76,98],"network":[29,39],"edge.":[30],"However,":[31],"\u201cwaist-shaped":[33],"client-channel-cloud\u201d":[34],"architecture":[35],"maritime":[37],"communication":[38,77,158,167],"greatly":[40,165],"limits":[41],"implementation":[43],"hierarchical":[45,54],"federated":[46,55,154],"edge":[47,82],"learning.":[48],"Considering":[49],"aforementioned":[51],"limitations,":[52],"a":[53,103,111],"data":[56,96],"distillation":[57],"method":[58],"based":[59],"on":[60],"UAV-assisted":[61],"MEC":[62],"systems":[63],"proposed,":[65],"called":[66],"Data":[67],"Augmentation":[68],"Distilled":[69],"(DADFL).":[72],"Specifically,":[73],"DADFL":[74],"reduce":[75],"process":[78],"between":[79],"clients":[80],"servers":[83],"just":[85],"one":[86],"round.":[87],"Each":[88],"client":[89,119,130],"extracts":[90],"their":[91],"private":[92],"dataset,":[93],"sends":[94],"synthesized":[95],"server,":[99],"collectively":[101],"trains":[102],"global":[104],"model.":[105],"Building":[106],"upon":[107],"this,":[108],"we":[109],"propose":[110],"Global":[112],"Optimal":[113],"Iterative":[114],"Search":[115],"Algorithm":[116],"(GOISA)":[117],"considering":[118],"heterogeneity":[120],"resource":[122],"constraints.":[123],"GOISA":[124],"minimizes":[125],"overall":[126],"latency":[127],"by":[128,160],"optimizing":[129],"heterogeneity,":[131],"bandwidth":[132],"allocation,":[133],"UAV":[135],"transmission":[136],"rates.":[137],"Simulation":[138],"experiments":[139],"demonstrate":[140],"that":[141],"our":[142],"proposed":[143],"system":[144],"achieves":[145],"performance":[146],"comparable":[147],"or":[149],"even":[150],"better":[151],"than":[152],"traditional":[153],"learning,":[155],"while":[156],"reducing":[157],"overhead":[159],"three":[161],"orders":[162],"magnitude,":[164],"improving":[166],"efficiency.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
