{"id":"https://openalex.org/W4388069688","doi":"https://doi.org/10.1109/pimrc56721.2023.10294028","title":"Admission Control with Resource Efficiency Using Reinforcement Learning in Beyond-5G Networks","display_name":"Admission Control with Resource Efficiency Using Reinforcement Learning in Beyond-5G Networks","publication_year":2023,"publication_date":"2023-09-05","ids":{"openalex":"https://openalex.org/W4388069688","doi":"https://doi.org/10.1109/pimrc56721.2023.10294028"},"language":"en","primary_location":{"id":"doi:10.1109/pimrc56721.2023.10294028","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pimrc56721.2023.10294028","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","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/A5028439598","display_name":"Luis A. Garrido","orcid":"https://orcid.org/0000-0003-2219-016X"},"institutions":[{"id":"https://openalex.org/I4210163845","display_name":"Iquadrat (Spain)","ror":"https://ror.org/05m866204","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163845"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Luis A. Garrido","raw_affiliation_strings":["Iquadrat Informatica, S.L.,Barcelona,Spain","Iquadrat Informatica, S.L., Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iquadrat Informatica, S.L.,Barcelona,Spain","institution_ids":["https://openalex.org/I4210163845"]},{"raw_affiliation_string":"Iquadrat Informatica, S.L., Barcelona, Spain","institution_ids":["https://openalex.org/I4210163845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056825446","display_name":"Kostas Ramantas","orcid":"https://orcid.org/0000-0002-1304-784X"},"institutions":[{"id":"https://openalex.org/I4210163845","display_name":"Iquadrat (Spain)","ror":"https://ror.org/05m866204","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163845"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Kostas Ramantas","raw_affiliation_strings":["Iquadrat Informatica, S.L.,Barcelona,Spain","Iquadrat Informatica, S.L., Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iquadrat Informatica, S.L.,Barcelona,Spain","institution_ids":["https://openalex.org/I4210163845"]},{"raw_affiliation_string":"Iquadrat Informatica, S.L., Barcelona, Spain","institution_ids":["https://openalex.org/I4210163845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045056842","display_name":"Anestis Dalgkitsis","orcid":"https://orcid.org/0000-0001-6838-1768"},"institutions":[{"id":"https://openalex.org/I4210163845","display_name":"Iquadrat (Spain)","ror":"https://ror.org/05m866204","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163845"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Anestis Dalgkitsis","raw_affiliation_strings":["Iquadrat Informatica, S.L.,Barcelona,Spain","Iquadrat Informatica, S.L., Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Iquadrat Informatica, S.L.,Barcelona,Spain","institution_ids":["https://openalex.org/I4210163845"]},{"raw_affiliation_string":"Iquadrat Informatica, S.L., Barcelona, Spain","institution_ids":["https://openalex.org/I4210163845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073729502","display_name":"Adlen Ksentini","orcid":"https://orcid.org/0000-0002-0972-3091"},"institutions":[{"id":"https://openalex.org/I1902872","display_name":"EURECOM","ror":"https://ror.org/00sse7z02","country_code":"FR","type":"education","lineage":["https://openalex.org/I1902872","https://openalex.org/I205703379"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Adlen Ksentini","raw_affiliation_strings":["Eurecom,Sophia Antipolis,France","Eurecom, Sophia Antipolis, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Eurecom,Sophia Antipolis,France","institution_ids":["https://openalex.org/I1902872"]},{"raw_affiliation_string":"Eurecom, Sophia Antipolis, France","institution_ids":["https://openalex.org/I1902872"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016866376","display_name":"Christos Verikoukis","orcid":"https://orcid.org/0000-0001-8774-1052"},"institutions":[{"id":"https://openalex.org/I174878644","display_name":"University of Patras","ror":"https://ror.org/017wvtq80","country_code":"GR","type":"education","lineage":["https://openalex.org/I174878644"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Christos Verikoukis","raw_affiliation_strings":["University of Patras,Patras,Greece","University of Patras, Patras, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Patras,Patras,Greece","institution_ids":["https://openalex.org/I174878644"]},{"raw_affiliation_string":"University of Patras, Patras, Greece","institution_ids":["https://openalex.org/I174878644"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2454,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54132843,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9983999729156494,"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":0.9983999729156494,"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/T13553","display_name":"Age of Information Optimization","score":0.9962000250816345,"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/T10579","display_name":"Cognitive Radio Networks and Spectrum Sensing","score":0.994700014591217,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.8507584929466248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6774110794067383},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.4974358379840851},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.48688140511512756},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4323636591434479},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.39536213874816895},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3543975055217743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3511148691177368}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8507584929466248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6774110794067383},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.4974358379840851},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.48688140511512756},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4323636591434479},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.39536213874816895},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3543975055217743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3511148691177368}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/pimrc56721.2023.10294028","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/pimrc56721.2023.10294028","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.6299999952316284}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2744111766","https://openalex.org/W2781726626","https://openalex.org/W2884285953","https://openalex.org/W2951799221","https://openalex.org/W2969501197","https://openalex.org/W2999832078","https://openalex.org/W3001402560","https://openalex.org/W3006375908","https://openalex.org/W3007633271","https://openalex.org/W3012048304","https://openalex.org/W3035186150","https://openalex.org/W3039467082","https://openalex.org/W3041137017","https://openalex.org/W3181972584","https://openalex.org/W3192889623","https://openalex.org/W3198113026","https://openalex.org/W3216062977","https://openalex.org/W4206799785","https://openalex.org/W4206953219","https://openalex.org/W4210535749","https://openalex.org/W4210606049","https://openalex.org/W4291722321","https://openalex.org/W4312697997","https://openalex.org/W4398299709","https://openalex.org/W6685444567","https://openalex.org/W6747473740"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W2031695474","https://openalex.org/W3084456289","https://openalex.org/W2138260944","https://openalex.org/W2394465510","https://openalex.org/W2151342429","https://openalex.org/W2097486318"],"abstract_inverted_index":{"Managing":[0],"network":[1,55],"slices":[2,56],"in":[3,7],"5G":[4],"networks":[5],"and":[6,20,25,78],"communication":[8],"technologies":[9],"Beyond-5G":[10],"(B5G)":[11],"requires":[12],"intelligent":[13],"mechanisms":[14],"to":[15,21],"ensure":[16],"users\u2019":[17],"service":[18,70],"access":[19],"maximize":[22],"the":[23,28,45,73,76,79,84,109],"utility":[24,80],"efficiency":[26],"of":[27,49,75,133],"network\u2019s":[29],"physical":[30],"resources.":[31],"To":[32],"achieve":[33],"this,":[34],"we":[35],"propose":[36],"a":[37,119,130,149],"mechanism":[38],"based":[39],"on":[40,72],"Reinforcement":[41],"Learning":[42],"(RL)":[43],"for":[44,83],"Admission":[46],"Control":[47],"(AC)":[48],"User":[50],"Service":[51],"Requests":[52],"(USRs)":[53],"into":[54,69],"through":[57],"dynamic":[58],"bandwidth":[59],"(BW)":[60],"reallocation.":[61],"Our":[62],"approach":[63,89,125],"admits,":[64],"delays":[65],"or":[66],"rejects":[67],"USRs":[68],"depending":[71],"BW":[74,110,121],"slice":[77],"this":[81],"generates":[82],"infrastructure":[85],"provider":[86],"(InP).":[87],"This":[88],"achieves":[90,126],"very":[91,98,150],"low":[92],"USR":[93],"rejection":[94],"rates":[95],"(RRs)":[96],"with":[97,142],"high":[99,151],"resource":[100,113,145,152],"efficiency,":[101],"even":[102],"when":[103],"peak":[104],"traffic":[105],"loads":[106],"considerably":[107],"exceed":[108],"capacity":[111],"causing":[112],"scarcity":[114],"scenarios.":[115],"When":[116],"compared":[117],"against":[118],"static":[120,137],"allocation":[122],"mechanism,":[123],"our":[124],"RRs":[127,139],"that":[128],"are":[129,140],"fraction":[131],"(0,33)":[132],"those":[134],"achieved":[135],"by":[136],"(smaller":[138],"better),":[141],"33,2x":[143],"less":[144],"overallocation,":[146],"significantly":[147],"achieving":[148],"efficiency.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}