{"id":"https://openalex.org/W4393062310","doi":"https://doi.org/10.1109/gcwkshps58843.2023.10465167","title":"Federated Learning based Flow Aware AQM for 5G Networks and Beyond","display_name":"Federated Learning based Flow Aware AQM for 5G Networks and Beyond","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4393062310","doi":"https://doi.org/10.1109/gcwkshps58843.2023.10465167"},"language":"en","primary_location":{"id":"doi:10.1109/gcwkshps58843.2023.10465167","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/gcwkshps58843.2023.10465167","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Globecom Workshops (GC Wkshps)","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/A5101321550","display_name":"Shreyanshu Agarwal","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Shreyanshu Agarwal","raw_affiliation_strings":["Samsung R&D India-Bangalore"],"affiliations":[{"raw_affiliation_string":"Samsung R&D India-Bangalore","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092812197","display_name":"Vasanth Kanakaraj","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vasanth Kanakaraj","raw_affiliation_strings":["Samsung R&D India-Bangalore"],"affiliations":[{"raw_affiliation_string":"Samsung R&D India-Bangalore","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037831505","display_name":"Sukhdeep Singh","orcid":"https://orcid.org/0000-0003-1553-3275"},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sukhdeep Singh","raw_affiliation_strings":["Samsung R&D India-Bangalore"],"affiliations":[{"raw_affiliation_string":"Samsung R&D India-Bangalore","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108910674","display_name":"Jay Dilipbhai Rathod","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jay Dilipbhai Rathod","raw_affiliation_strings":["Samsung R&D India-Bangalore"],"affiliations":[{"raw_affiliation_string":"Samsung R&D India-Bangalore","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5060823296","display_name":"Issaac Kommineni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210139030","display_name":"Samsung (India)","ror":"https://ror.org/04cpx2569","country_code":"IN","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210139030"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Issaac Kommineni","raw_affiliation_strings":["Samsung R&D India-Bangalore"],"affiliations":[{"raw_affiliation_string":"Samsung R&D India-Bangalore","institution_ids":["https://openalex.org/I4210139030"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101321550"],"corresponding_institution_ids":["https://openalex.org/I4210139030"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.25705656,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1639","last_page":"1643"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9825999736785889,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9825999736785889,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9771999716758728,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9664000272750854,"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/active-queue-management","display_name":"Active queue management","score":0.8910530209541321},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6994493007659912},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5597351789474487},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.5205817818641663},{"id":"https://openalex.org/keywords/network-congestion","display_name":"Network congestion","score":0.258407860994339},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.09859123826026917},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07698768377304077},{"id":"https://openalex.org/keywords/mechanics","display_name":"Mechanics","score":0.06637328863143921}],"concepts":[{"id":"https://openalex.org/C34793927","wikidata":"https://www.wikidata.org/wiki/Q583367","display_name":"Active queue management","level":4,"score":0.8910530209541321},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6994493007659912},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5597351789474487},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.5205817818641663},{"id":"https://openalex.org/C195563490","wikidata":"https://www.wikidata.org/wiki/Q180368","display_name":"Network congestion","level":3,"score":0.258407860994339},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.09859123826026917},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07698768377304077},{"id":"https://openalex.org/C57879066","wikidata":"https://www.wikidata.org/wiki/Q41217","display_name":"Mechanics","level":1,"score":0.06637328863143921}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/gcwkshps58843.2023.10465167","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/gcwkshps58843.2023.10465167","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Globecom Workshops (GC Wkshps)","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":10,"referenced_works":["https://openalex.org/W1966769826","https://openalex.org/W1991863065","https://openalex.org/W2165320173","https://openalex.org/W2539125154","https://openalex.org/W2968499089","https://openalex.org/W3000598395","https://openalex.org/W3118395700","https://openalex.org/W3196965143","https://openalex.org/W4312235774","https://openalex.org/W4378191414"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2007260688","https://openalex.org/W2390990610","https://openalex.org/W2382530089","https://openalex.org/W2379438579","https://openalex.org/W2291152454","https://openalex.org/W2165862485","https://openalex.org/W2147617325","https://openalex.org/W2031929824","https://openalex.org/W2166816978"],"abstract_inverted_index":{"Rapid":[0],"proliferation":[1],"of":[2,34,36,64,73,106,122,131,137],"data":[3,74],"intensive":[4],"applications":[5],"such":[6],"as":[7],"Augmented":[8],"Reality":[9,12],"(AR),":[10],"Virtual":[11],"(VR),":[13],"content":[14],"streaming,":[15],"online":[16],"gaming":[17],"etc.,":[18],"will":[19],"create":[20],"large":[21],"(Elephant)":[22],"flows":[23,65],"in":[24,50,56,76,101,116,161,173],"5G":[25,107],"network":[26],"and":[27,143,171],"beyond.":[28],"This":[29,79,89],"combined":[30],"with":[31,120],"mass":[32],"deployment":[33],"Internet":[35],"Things":[37],"(loT)":[38],"devices":[39],"can":[40],"lead":[41],"to":[42,68,95],"bursty":[43],"traffic":[44,51,75],"conditions":[45],"creating":[46],"challenges":[47],"for":[48],"operator":[49],"engineering.":[52],"Traffic":[53],"flow":[54,97,148],"study":[55],"high":[57],"bandwidth":[58,141],"networks":[59],"indicates":[60],"that":[61],"around":[62],"20%":[63],"(elephant)":[66],"contribute":[67],"more":[69],"than":[70],"80":[71],"%":[72,178,180],"fast":[77],"path.":[78],"negatively":[80],"affects":[81],"small":[82],"(Mice)":[83],"flow's":[84],"Flow":[85,109],"Completion":[86],"Time":[87],"(FCT).":[88],"paper":[90],"explores":[91],"a":[92],"novel":[93],"method":[94,134,157],"implement":[96],"aware":[98],"queue":[99,144],"management":[100],"User":[102,117],"Plane":[103],"Function":[104],"(UPF)":[105],"Core.":[108],"classification":[110],"(elephant":[111],"or":[112],"mice)":[113],"is":[114],"performed":[115],"Equipment":[118],"(UE)":[119],"help":[121],"Federated":[123],"Learning":[124],"(FL)":[125],"approach.":[126],"We":[127],"demonstrate":[128],"the":[129,138,147,162],"effectiveness":[130],"our":[132],"proposed":[133,156],"by":[135,165,167,176],"comparison":[136],"FCT,":[139],"latency,":[140],"performance":[142],"utilization":[145],"across":[146],"duration.":[149],"The":[150],"results":[151],"from":[152],"conducted":[153],"simulations":[154],"using":[155],"indicate":[158],"an":[159],"improvement":[160],"UPF":[163],"capacity":[164],"12%-18%":[166],"ensuring":[168],"faster":[169],"FCT":[170],"reduction":[172],"queueing":[174],"delay":[175],"28":[177],"-38":[179],"during":[181],"buffer":[182],"bloat.":[183]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}