{"id":"https://openalex.org/W4306763820","doi":"https://doi.org/10.1145/3551660.3560908","title":"Crowding Game and Deep Q-Networks for Dynamic RAN Slicing in 5G Networks","display_name":"Crowding Game and Deep Q-Networks for Dynamic RAN Slicing in 5G Networks","publication_year":2022,"publication_date":"2022-10-19","ids":{"openalex":"https://openalex.org/W4306763820","doi":"https://doi.org/10.1145/3551660.3560908"},"language":"en","primary_location":{"id":"doi:10.1145/3551660.3560908","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3551660.3560908","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th ACM International Symposium on Mobility Management and Wireless Access","raw_type":"proceedings-article"},"type":"conference-paper","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/A5085167609","display_name":"Joe Saad","orcid":"https://orcid.org/0000-0003-3783-0027"},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Joe Saad","raw_affiliation_strings":["University of Versailles &amp; Orange Labs, Versailles, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Versailles &amp; Orange Labs, Versailles, France","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050378435","display_name":"Kinda Khawam","orcid":"https://orcid.org/0000-0003-0871-6209"},"institutions":[{"id":"https://openalex.org/I4210165330","display_name":"Institut Lavoisier de Versailles","ror":"https://ror.org/05mzd8v39","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I195731000","https://openalex.org/I277688954","https://openalex.org/I4210128300","https://openalex.org/I4210165330"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Kinda Khawam","raw_affiliation_strings":["University of Versailles, Versailles, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Versailles, Versailles, France","institution_ids":["https://openalex.org/I4210165330"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013537682","display_name":"Mohamad Yassin","orcid":"https://orcid.org/0000-0002-8931-9151"},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mohamad Yassin","raw_affiliation_strings":["Orange Labs, Ch\u00e2tillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Ch\u00e2tillon, France","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091541769","display_name":"Salvatore Costanzo","orcid":"https://orcid.org/0000-0002-1290-2453"},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Salvatore Costanzo","raw_affiliation_strings":["Orange Labs, Ch\u00e2tillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Ch\u00e2tillon, France","institution_ids":["https://openalex.org/I19370010"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047386282","display_name":"Karen Boulos","orcid":null},"institutions":[{"id":"https://openalex.org/I19370010","display_name":"Orange (France)","ror":"https://ror.org/035j0tq82","country_code":"FR","type":"company","lineage":["https://openalex.org/I19370010"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Karen Boulos","raw_affiliation_strings":["Orange Labs, Ch\u00e2tillon, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Orange Labs, Ch\u00e2tillon, France","institution_ids":["https://openalex.org/I19370010"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.6176,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83116618,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"37","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T10796","display_name":"Cooperative Communication and Network Coding","score":0.9990000128746033,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9976999759674072,"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/computer-science","display_name":"Computer science","score":0.8489266633987427},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.7081508636474609},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6917499303817749},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.5990099310874939},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5652837157249451},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5086153745651245},{"id":"https://openalex.org/keywords/dimensioning","display_name":"Dimensioning","score":0.4995534420013428},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.21896100044250488}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8489266633987427},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.7081508636474609},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6917499303817749},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.5990099310874939},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5652837157249451},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5086153745651245},{"id":"https://openalex.org/C89714869","wikidata":"https://www.wikidata.org/wiki/Q2280470","display_name":"Dimensioning","level":2,"score":0.4995534420013428},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.21896100044250488},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3551660.3560908","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3551660.3560908","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th ACM International Symposium on Mobility Management and Wireless Access","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":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W2054129049","https://openalex.org/W2082935935","https://openalex.org/W2604420083","https://openalex.org/W2612074600","https://openalex.org/W2745722716","https://openalex.org/W2772409675","https://openalex.org/W2888872201","https://openalex.org/W2909145994","https://openalex.org/W2957441701","https://openalex.org/W2962855623","https://openalex.org/W2963599038","https://openalex.org/W3008478511","https://openalex.org/W3009858244","https://openalex.org/W3017516661","https://openalex.org/W3027763957","https://openalex.org/W3038039917","https://openalex.org/W3088701509","https://openalex.org/W3217416022"],"related_works":["https://openalex.org/W2367248359","https://openalex.org/W2379979386","https://openalex.org/W2980301606","https://openalex.org/W2393746923","https://openalex.org/W2972496411","https://openalex.org/W2363010132","https://openalex.org/W3033662781","https://openalex.org/W582258172","https://openalex.org/W2372259569","https://openalex.org/W4239223006"],"abstract_inverted_index":{"Fifth":[0],"generation":[1],"(5G)":[2],"mobile":[3],"networks":[4],"do":[5],"not":[6,75,188],"solely":[7,148],"support":[8],"services":[9],"with":[10,271],"very":[11],"high":[12,263],"throughput,":[13,38],"but":[14,195],"also":[15,160],"answer":[16],"the":[17,45,48,82,101,109,121,139,150,186,193,213,262,272],"requirements":[18],"of":[19,27,47,87,103,130,141,147,183,265],"other":[20],"heterogeneous":[21],"services,":[22],"characterized":[23,59],"by":[24,60,152],"different":[25],"Quality":[26],"Service":[28],"(QoS)":[29],"criteria":[30],"such":[31],"as":[32],"maximum":[33],"tolerated":[34],"delay,":[35],"minimum":[36],"guaranteed":[37],"or":[39],"capacity":[40],"constraints.":[41,65],"This":[42,178],"heterogeneity":[43],"necessitates":[44],"partitioning":[46],"available":[49,214],"radio":[50],"resources":[51,155,202],"into":[52],"multiple":[53],"slices,":[54],"where":[55,274],"each":[56],"slice":[57,104],"is":[58,117,133,176,179,216],"specific":[61],"QoS":[62],"and":[63,84,89,124,225,249,285],"isolation":[64],"Nonetheless,":[66],"a":[67,94,180,240,250],"static":[68],"resource":[69,205],"allocation":[70],"scheme":[71,97,242,252],"among":[72,219],"slices":[73,151,164,220,279],"might":[74],"be":[76],"an":[77],"effective":[78],"solution":[79],"to":[80,119,134,163,200,278,281],"face":[81],"dynamic":[83,95,184],"sporadic":[85],"nature":[86],"traffic":[88,136],"users'":[90,210,227],"service":[91,170,283],"types.":[92],"Therefore,":[93],"slicing":[96],"that":[98,165,231],"leverages":[99],"on":[100,192,222,244,254],"ease":[102],"selection":[105],"per":[106],"user":[107],"in":[108,138,190,196,269],"fully":[110],"virtualized":[111],"open":[112],"Radio":[113],"Access":[114],"Networks":[115],"(RAN),":[116],"paramount":[118],"accommodate":[120],"various":[122],"demands":[123],"load":[125,224],"conditions.":[126],"The":[127],"main":[128],"contribution":[129],"this":[131],"paper":[132],"apply":[135],"engineering":[137],"scope":[140],"RAN":[142,235],"slicing.":[143],"In":[144],"fact,":[145],"instead":[146],"re-dimensioning":[149,191],"injecting":[153],"more":[154],"when":[156],"congestion":[157],"hits,":[158],"we":[159],"allot":[161],"users":[162,199,275],"may":[166],"differ":[167],"from":[168],"their":[169,173,223,282],"type":[171,284],"if":[172],"performance":[174],"target":[175],"met.":[177],"novel":[181],"definition":[182],"slicing,":[185],"dynamicity":[187],"being":[189],"fly":[194],"accommodating":[197],"active":[198],"existing":[201],"for":[203],"higher":[204],"utilization":[206],"efficiency":[207,264],"without":[208],"hindering":[209],"performances.":[211,228],"Additionally,":[212],"bandwidth":[215],"dynamically":[217],"adjusted":[218],"based":[221,243,253],"affected":[226],"To":[229],"reach":[230],"goal,":[232],"two":[233],"Dynamic":[234],"Slicing":[236],"schemes":[237],"are":[238,276],"proposed:":[239],"centralized":[241],"Deep":[245],"Reinforcement":[246],"Learning":[247],"(DRL)":[248],"distributed":[251],"non-cooperative":[255],"game":[256],"theory.":[257],"Exhaustive":[258],"numerical":[259],"simulations":[260],"demonstrate":[261],"our":[266],"proposed":[267],"approach":[268],"comparison":[270],"state-of-the-art":[273],"allocated":[277],"according":[280],"required":[286],"Key":[287],"Performance":[288],"Indicators":[289],"(KPIs).":[290]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
