{"id":"https://openalex.org/W4376478415","doi":"https://doi.org/10.1109/wcnc55385.2023.10119007","title":"Federated Learning Framework for Dynamic Power Management in RAN Data Plane Systems","display_name":"Federated Learning Framework for Dynamic Power Management in RAN Data Plane Systems","publication_year":2023,"publication_date":"2023-03-01","ids":{"openalex":"https://openalex.org/W4376478415","doi":"https://doi.org/10.1109/wcnc55385.2023.10119007"},"language":"en","primary_location":{"id":"doi:10.1109/wcnc55385.2023.10119007","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc55385.2023.10119007","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/A5052587258","display_name":"Vishal Murgai","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":"Vishal Murgai","raw_affiliation_strings":["Bangalore Pvt. Ltd.,Samsung R&#x0026;D Institute India"],"affiliations":[{"raw_affiliation_string":"Bangalore Pvt. Ltd.,Samsung R&#x0026;D Institute India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006175503","display_name":"Srihari Das Sunkada Gopinath","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":"Srihari Das Sunkada Gopinath","raw_affiliation_strings":["Bangalore Pvt. Ltd.,Samsung R&#x0026;D Institute India"],"affiliations":[{"raw_affiliation_string":"Bangalore Pvt. Ltd.,Samsung R&#x0026;D Institute India","institution_ids":["https://openalex.org/I4210139030"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014172274","display_name":"Swaraj Kumar","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":"Swaraj Kumar","raw_affiliation_strings":["Bangalore Pvt. Ltd.,Samsung R&#x0026;D Institute India"],"affiliations":[{"raw_affiliation_string":"Bangalore Pvt. Ltd.,Samsung R&#x0026;D Institute India","institution_ids":["https://openalex.org/I4210139030"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5052587258"],"corresponding_institution_ids":["https://openalex.org/I4210139030"],"apc_list":null,"apc_paid":null,"fwci":0.2678,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.51700775,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"12","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9995999932289124,"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"}},"topics":[{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9995999932289124,"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"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","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/T11158","display_name":"Wireless Networks and Protocols","score":0.9976999759674072,"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":0.7905610799789429},{"id":"https://openalex.org/keywords/radio-access-network","display_name":"Radio access network","score":0.7217661738395691},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.5905184149742126},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5762234330177307},{"id":"https://openalex.org/keywords/power-control","display_name":"Power control","score":0.47806790471076965},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.46389392018318176},{"id":"https://openalex.org/keywords/core-network","display_name":"Core network","score":0.43894514441490173},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.41608723998069763},{"id":"https://openalex.org/keywords/operating-expense","display_name":"Operating expense","score":0.41016483306884766},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.39942997694015503},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38911619782447815},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.3362278342247009},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1599542796611786}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7905610799789429},{"id":"https://openalex.org/C106365562","wikidata":"https://www.wikidata.org/wiki/Q3078360","display_name":"Radio access network","level":4,"score":0.7217661738395691},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.5905184149742126},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5762234330177307},{"id":"https://openalex.org/C56685638","wikidata":"https://www.wikidata.org/wiki/Q2300474","display_name":"Power control","level":3,"score":0.47806790471076965},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.46389392018318176},{"id":"https://openalex.org/C5038329","wikidata":"https://www.wikidata.org/wiki/Q1142907","display_name":"Core network","level":2,"score":0.43894514441490173},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.41608723998069763},{"id":"https://openalex.org/C87450203","wikidata":"https://www.wikidata.org/wiki/Q831940","display_name":"Operating expense","level":2,"score":0.41016483306884766},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.39942997694015503},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38911619782447815},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3362278342247009},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1599542796611786},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C207029474","wikidata":"https://www.wikidata.org/wiki/Q384018","display_name":"Mobile station","level":3,"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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wcnc55385.2023.10119007","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/wcnc55385.2023.10119007","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":[{"display_name":"Affordable and clean energy","score":0.7799999713897705,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1539883310","https://openalex.org/W2015342585","https://openalex.org/W2082363997","https://openalex.org/W2101234009","https://openalex.org/W2170283307","https://openalex.org/W2176321720","https://openalex.org/W3043758338","https://openalex.org/W3191464388","https://openalex.org/W4206942622","https://openalex.org/W4280592355","https://openalex.org/W6675354045","https://openalex.org/W6922667015"],"related_works":["https://openalex.org/W2436923341","https://openalex.org/W2050553400","https://openalex.org/W4235212607","https://openalex.org/W4248646537","https://openalex.org/W2132570764","https://openalex.org/W2540641879","https://openalex.org/W2104779319","https://openalex.org/W614001622","https://openalex.org/W2595019094","https://openalex.org/W2159489547"],"abstract_inverted_index":{"Radio":[0,29,202,206,208],"Access":[1],"Network":[2,37],"(RAN)":[3],"data":[4,198],"plane":[5],"systems":[6],"in":[7,204],"5G":[8],"are":[9,32,72,158,165,190],"expected":[10],"to":[11,57,74,90,100,132,137,175,180,185],"support":[12],"multiple":[13,69,153,197],"user":[14],"traffic":[15,38,44,49],"flows":[16,199],"demanding":[17],"high":[18],"throughput.":[19],"Base":[20],"Station":[21],"(BS)":[22],"units":[23,71],"like":[24],"Distributed":[25,214],"Unit":[26,30,215],"(DU),":[27],"and":[28,42,136,167],"(RU)":[31],"heavy":[33],"consumers":[34],"of":[35,97,121,232],"power.":[36],"varies":[39],"over":[40],"time":[41],"peak":[43],"is":[45,148],"rarely":[46],"seen.":[47],"These":[48],"variations":[50],"provide":[51,138],"an":[52],"opportunity":[53],"for":[54,113,162,235],"power":[55,87,225],"saving":[56,230],"reduce":[58],"operational":[59],"expenditure":[60],"(OpEx)":[61],"during":[62],"low-traffic":[63],"periods.":[64],"In":[65,80],"commercial":[66,236],"operator":[67],"deployment,":[68],"BS":[70,98,135,164],"connected":[73],"a":[75,85,110,133,178],"Central":[76],"Management":[77],"Entity":[78],"(CME).":[79],"this":[81],"paper,":[82],"we":[83],"propose":[84],"dynamic":[86],"management":[88],"method":[89],"proactively":[91],"adjust":[92],"the":[93,101,118,170,220],"operating":[94],"CPU":[95],"frequency":[96],"according":[99],"predicted":[102],"core":[103,115,187],"load.":[104,188],"The":[105],"proposed":[106,221],"solution":[107,222],"considers":[108],"deriving":[109],"mathematical":[111,145],"formula":[112,146,179],"predicting":[114],"load":[116],"using":[117,172],"computing":[119],"horsepower":[120],"CME":[122],"with":[123,155,196],"machine":[124],"learning":[125],"techniques.":[126],"To":[127,150],"avoid":[128],"prediction":[129],"model":[130],"localization":[131],"single":[134],"better":[139],"generalization,":[140],"Federated":[141,173],"Learning":[142,174],"(FL)":[143],"based":[144],"derivation":[147],"proposed.":[149],"achieve":[151],"this,":[152],"BSs":[154,184],"demographic":[156],"similarities":[157],"grouped.":[159],"Mathematical":[160],"formulas":[161],"each":[163],"aggregated":[166],"finetuned":[168],"at":[169,177,212],"controller":[171],"arrive":[176],"be":[181],"used":[182],"by":[183,227],"predict":[186],"Experiments":[189],"performed":[191],"on":[192],"real":[193],"network":[194],"traces":[195],"across":[200],"different":[201],"Bearers":[203],"New":[205],"(NR)":[207],"Link":[209],"Control":[210],"(RLC)":[211],"RAN":[213],"(DU).":[216],"Results":[217],"show":[218],"that":[219],"reduces":[223],"processor":[224],"consumption":[226],"12%,":[228],"potentially":[229],"millions":[231],"USD":[233],"annually":[234],"deployments.":[237]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
