{"id":"https://openalex.org/W4415380982","doi":"https://doi.org/10.1177/10692509251383001","title":"Federated predictive algorithms for an efficient network resource management in massive 6G communications","display_name":"Federated predictive algorithms for an efficient network resource management in massive 6G communications","publication_year":2025,"publication_date":"2025-10-21","ids":{"openalex":"https://openalex.org/W4415380982","doi":"https://doi.org/10.1177/10692509251383001"},"language":"en","primary_location":{"id":"doi:10.1177/10692509251383001","is_oa":false,"landing_page_url":"https://doi.org/10.1177/10692509251383001","pdf_url":null,"source":{"id":"https://openalex.org/S107631664","display_name":"Integrated Computer-Aided Engineering","issn_l":"1069-2509","issn":["1069-2509","1875-8835"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integrated Computer-Aided Engineering","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/A5010896910","display_name":"Borja Bordel","orcid":"https://orcid.org/0000-0001-7815-5924"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Borja Bordel","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid"],"raw_orcid":"https://orcid.org/0000-0001-7815-5924","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087495651","display_name":"Ram\u00f3n Alcarria","orcid":"https://orcid.org/0000-0002-1183-9579"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ram\u00f3n Alcarria","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid"],"raw_orcid":"https://orcid.org/0000-0002-1183-9579","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid","institution_ids":["https://openalex.org/I88060688"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067248996","display_name":"Tom\u00e1s Robles","orcid":"https://orcid.org/0000-0002-6940-8421"},"institutions":[{"id":"https://openalex.org/I88060688","display_name":"Universidad Polit\u00e9cnica de Madrid","ror":"https://ror.org/03n6nwv02","country_code":"ES","type":"education","lineage":["https://openalex.org/I88060688"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Tom\u00e1s Robles","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Madrid"],"raw_orcid":"https://orcid.org/0000-0002-6940-8421","affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Madrid","institution_ids":["https://openalex.org/I88060688"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010896910"],"corresponding_institution_ids":["https://openalex.org/I88060688"],"apc_list":null,"apc_paid":null,"fwci":0.5782,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.73449679,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"33","issue":"1","first_page":"72","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9998999834060669,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9998999834060669,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/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"}}],"keywords":[{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4749000072479248},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.4657999873161316},{"id":"https://openalex.org/keywords/network-management-station","display_name":"Network management station","score":0.46209999918937683},{"id":"https://openalex.org/keywords/telecommunications-network","display_name":"Telecommunications network","score":0.3790000081062317},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.3749000132083893},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.36899998784065247},{"id":"https://openalex.org/keywords/networking-hardware","display_name":"Networking hardware","score":0.3612000048160553},{"id":"https://openalex.org/keywords/gigabit","display_name":"Gigabit","score":0.34119999408721924},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.3384000062942505}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7598999738693237},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.49129998683929443},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4749000072479248},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.4657999873161316},{"id":"https://openalex.org/C16986412","wikidata":"https://www.wikidata.org/wiki/Q918419","display_name":"Network management station","level":3,"score":0.46209999918937683},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4239000082015991},{"id":"https://openalex.org/C192126672","wikidata":"https://www.wikidata.org/wiki/Q1068715","display_name":"Telecommunications network","level":2,"score":0.3790000081062317},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3749000132083893},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.36899998784065247},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36230000853538513},{"id":"https://openalex.org/C159631557","wikidata":"https://www.wikidata.org/wiki/Q1546066","display_name":"Networking hardware","level":2,"score":0.3612000048160553},{"id":"https://openalex.org/C21922175","wikidata":"https://www.wikidata.org/wiki/Q3105497","display_name":"Gigabit","level":2,"score":0.34119999408721924},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.3384000062942505},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.32510000467300415},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32170000672340393},{"id":"https://openalex.org/C152623178","wikidata":"https://www.wikidata.org/wiki/Q436417","display_name":"Network delay","level":3,"score":0.3057999908924103},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3009999990463257},{"id":"https://openalex.org/C13540734","wikidata":"https://www.wikidata.org/wiki/Q5318996","display_name":"Dynamic network analysis","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C139940560","wikidata":"https://www.wikidata.org/wiki/Q290036","display_name":"Network simulation","level":2,"score":0.29739999771118164},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.2962000072002411},{"id":"https://openalex.org/C2779618445","wikidata":"https://www.wikidata.org/wiki/Q1640628","display_name":"Network service","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.29280000925064087},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.28600001335144043},{"id":"https://openalex.org/C81877898","wikidata":"https://www.wikidata.org/wiki/Q1965787","display_name":"Network monitoring","level":2,"score":0.27880001068115234},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C129119673","wikidata":"https://www.wikidata.org/wiki/Q4418003","display_name":"Network element","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.26159998774528503},{"id":"https://openalex.org/C195563490","wikidata":"https://www.wikidata.org/wiki/Q180368","display_name":"Network congestion","level":3,"score":0.25920000672340393},{"id":"https://openalex.org/C114809511","wikidata":"https://www.wikidata.org/wiki/Q1412924","display_name":"Flow network","level":2,"score":0.2551000118255615}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1177/10692509251383001","is_oa":false,"landing_page_url":"https://doi.org/10.1177/10692509251383001","pdf_url":null,"source":{"id":"https://openalex.org/S107631664","display_name":"Integrated Computer-Aided Engineering","issn_l":"1069-2509","issn":["1069-2509","1875-8835"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Integrated Computer-Aided Engineering","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":74,"referenced_works":["https://openalex.org/W1965391651","https://openalex.org/W2130694428","https://openalex.org/W2190432600","https://openalex.org/W2560710853","https://openalex.org/W2736832651","https://openalex.org/W2783165406","https://openalex.org/W2921440296","https://openalex.org/W2964005248","https://openalex.org/W2966126335","https://openalex.org/W2975156709","https://openalex.org/W2977805636","https://openalex.org/W2983412292","https://openalex.org/W3005680381","https://openalex.org/W3011830499","https://openalex.org/W3016146955","https://openalex.org/W3038758569","https://openalex.org/W3042279443","https://openalex.org/W3092055433","https://openalex.org/W3097072081","https://openalex.org/W3128567125","https://openalex.org/W3133633242","https://openalex.org/W3137135908","https://openalex.org/W3163220417","https://openalex.org/W3164785034","https://openalex.org/W3171411371","https://openalex.org/W3180530255","https://openalex.org/W3188317692","https://openalex.org/W3213787142","https://openalex.org/W4200589062","https://openalex.org/W4205651851","https://openalex.org/W4210291334","https://openalex.org/W4221117192","https://openalex.org/W4224252011","https://openalex.org/W4224303892","https://openalex.org/W4226153407","https://openalex.org/W4226314932","https://openalex.org/W4252279144","https://openalex.org/W4282831877","https://openalex.org/W4283704915","https://openalex.org/W4285131024","https://openalex.org/W4285238047","https://openalex.org/W4285288357","https://openalex.org/W4285818748","https://openalex.org/W4286377573","https://openalex.org/W4294643420","https://openalex.org/W4297926271","https://openalex.org/W4300678793","https://openalex.org/W4307238217","https://openalex.org/W4309694836","https://openalex.org/W4311168005","https://openalex.org/W4312521959","https://openalex.org/W4312712983","https://openalex.org/W4313068113","https://openalex.org/W4313594423","https://openalex.org/W4316037962","https://openalex.org/W4318484030","https://openalex.org/W4319338568","https://openalex.org/W4321446118","https://openalex.org/W4323851591","https://openalex.org/W4352977381","https://openalex.org/W4366134891","https://openalex.org/W4367016233","https://openalex.org/W4379618830","https://openalex.org/W4382401293","https://openalex.org/W4385429522","https://openalex.org/W4385463061","https://openalex.org/W4385627095","https://openalex.org/W4390187147","https://openalex.org/W4390413179","https://openalex.org/W4391249105","https://openalex.org/W4392405597","https://openalex.org/W4394897041","https://openalex.org/W4396754445","https://openalex.org/W4399727735"],"related_works":[],"abstract_inverted_index":{"Future":[0],"6G":[1,106],"networks":[2],"are":[3,103,130,145,161,226,278],"expected":[4,119],"to":[5,17,53,116,149,187,249,265,280,312,321,324],"meet":[6],"extreme":[7,74],"Quality-of-Service":[8],"(QoS)":[9],"requirements.":[10],"From":[11],"delays":[12],"below":[13],"one":[14,54],"hundred":[15],"microseconds":[16],"bitrates":[18],"above":[19,35],"ten":[20,36],"gigabit":[21],"per":[22,39,57],"second.":[23],"Besides,":[24],"these":[25],"requirements":[26,75],"must":[27],"be":[28,43,66,77,87,150],"guaranteed":[29],"in":[30],"massive":[31],"scenarios,":[32],"with":[33,45,246],"densities":[34],"million":[37],"devices":[38,154,165],"square":[40],"kilometer,":[41],"and":[42,83,89,95,113,137,166,221,241,261,314],"compatible":[44],"intense":[46],"mobility":[47],"where":[48,232],"speed":[49],"can":[50,108,180,204],"reach":[51],"up":[52,320],"thousand":[55],"kilometers":[56],"hour.":[58],"In":[59],"this":[60,195],"context,":[61],"network":[62,70,97,127,143,209,255,292,316],"resource":[63,98,128,239,274,317],"management":[64,101,129,159,201,283],"cannot":[65],"static.":[67],"Any":[68],"fixed":[69],"configuration":[71],"meeting":[72],"such":[73],"should":[76],"designed":[78],"for":[79,126,211],"the":[80,110,118,182,189,206,218,237,251,272,282,306,315],"worst":[81],"case,":[82],"then":[84],"it":[85],"would":[86],"oversized":[88],"non-profitable.":[90],"To":[91],"facilitate":[92],"a":[93,146,199,212,229,243,267,288,325],"tailored":[94],"efficient":[96],"distribution,":[99],"dynamic":[100,158,273],"techniques":[102],"needed;":[104],"so":[105],"nodes":[107],"envision":[109],"upcoming":[111,190],"needs":[112],"get":[114],"adapted":[115],"provide":[117],"QoS.":[120],"However,":[121],"previously":[122],"reported":[123],"predictive":[124,200],"models":[125,225,260],"either":[131],"exclusively":[132],"focused":[133],"on":[134,164,291,298],"software":[135],"instances":[136],"service":[138],"availability,":[139],"or":[140],"they":[141,179],"consider":[142],"resources":[144,186],"static":[147,326],"pool":[148],"optimally":[151],"distributed":[152],"among":[153],"and/or":[155],"verticals.":[156],"New":[157],"schemes":[160],"required,":[162],"centered":[163],"their":[167],"specific":[168],"characteristics":[169],"(high":[170],"density,":[171],"mobility,":[172],"privacy":[173],"restrictions,":[174],"etc.),":[175],"as":[176,178],"well":[177],"predict":[181],"number":[183],"of":[184,208,215],"needed":[185],"serve":[188],"demand.":[191,275],"This":[192],"paper":[193],"fills":[194],"gap.":[196],"We":[197],"propose":[198],"algorithm":[202],"which":[203],"calculate":[205],"probability":[207],"congestion":[210],"given":[213],"amount":[214],"resources,":[216],"using":[217],"traffic":[219],"theory":[220],"Gaussian":[222],"models.":[223],"Those":[224],"generated":[227],"through":[228],"federated":[230],"scheme,":[231],"base":[233],"stations":[234],"periodically":[235],"monitor":[236],"devices\u2019":[238,252],"consumption":[240,318],"produce":[242,266],"partial":[244,259],"model":[245,270],"additive":[247],"noise":[248],"preserve":[250],"privacy.":[253],"The":[254],"core":[256],"collects":[257],"all":[258],"uses":[262],"clustering":[263],"technologies":[264],"time-variant":[268],"global":[269],"describing":[271],"Scheduling":[276],"policies":[277],"implemented":[279],"ensure":[281],"algorithms":[284],"do":[285],"not":[286],"have":[287],"relevant":[289],"impact":[290],"operations.":[293],"An":[294],"experimental":[295],"validation":[296],"based":[297],"simulation":[299],"tools":[300],"is":[301,310],"also":[302],"provided.":[303],"Results":[304],"show":[305],"achieved":[307],"prediction":[308],"precision":[309],"close":[311],"93%,":[313],"reduces":[319],"26%":[322],"compared":[323],"configuration.":[327]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-22T00:00:00"}
