{"id":"https://openalex.org/W4304142422","doi":"https://doi.org/10.1109/apwcs55727.2022.9906480","title":"Network Slicing using Deep Reinforcement Learning for Beyond 5G and 6G Systems","display_name":"Network Slicing using Deep Reinforcement Learning for Beyond 5G and 6G Systems","publication_year":2022,"publication_date":"2022-08-24","ids":{"openalex":"https://openalex.org/W4304142422","doi":"https://doi.org/10.1109/apwcs55727.2022.9906480"},"language":"en","primary_location":{"id":"doi:10.1109/apwcs55727.2022.9906480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apwcs55727.2022.9906480","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS)","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/A5100733419","display_name":"Sunwoo Kim","orcid":"https://orcid.org/0000-0003-2622-4136"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I4210164379","display_name":"Seoul Media Institute of Technology","ror":"https://ror.org/04ywg4h07","country_code":"KR","type":"education","lineage":["https://openalex.org/I4210164379"]},{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP","KR"],"is_corresponding":false,"raw_author_name":"Sunwoo Kim","raw_affiliation_strings":["Seoul National University,Institute of New Media and Communications and Department of Electrical and Computer Engineering,Korea","Institute of New Media and Communications and Department of Electrical and Computer Engineering, Seoul National University, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seoul National University,Institute of New Media and Communications and Department of Electrical and Computer Engineering,Korea","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"Institute of New Media and Communications and Department of Electrical and Computer Engineering, Seoul National University, Korea","institution_ids":["https://openalex.org/I139264467","https://openalex.org/I4210164379"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076075267","display_name":"Byonghyo Shim","orcid":"https://orcid.org/0000-0001-5051-1763"},"institutions":[{"id":"https://openalex.org/I139264467","display_name":"Seoul National University","ror":"https://ror.org/04h9pn542","country_code":"KR","type":"education","lineage":["https://openalex.org/I139264467"]},{"id":"https://openalex.org/I4210164379","display_name":"Seoul Media Institute of Technology","ror":"https://ror.org/04ywg4h07","country_code":"KR","type":"education","lineage":["https://openalex.org/I4210164379"]},{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP","KR"],"is_corresponding":false,"raw_author_name":"Byonghyo Shim","raw_affiliation_strings":["Seoul National University,Institute of New Media and Communications and Department of Electrical and Computer Engineering,Korea","Institute of New Media and Communications and Department of Electrical and Computer Engineering, Seoul National University, Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Seoul National University,Institute of New Media and Communications and Department of Electrical and Computer Engineering,Korea","institution_ids":["https://openalex.org/I90023481"]},{"raw_affiliation_string":"Institute of New Media and Communications and Department of Electrical and Computer Engineering, Seoul National University, Korea","institution_ids":["https://openalex.org/I139264467","https://openalex.org/I4210164379"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2696,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.4236614,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"90","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9921000003814697,"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/T12791","display_name":"Full-Duplex Wireless Communications","score":0.991599977016449,"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.9017508029937744},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8035171031951904},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.762965202331543},{"id":"https://openalex.org/keywords/slicing","display_name":"Slicing","score":0.7565929889678955},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5990726351737976},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5377931594848633},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.5346274375915527},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5343087911605835},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.48704126477241516},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.4727914035320282},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4689960777759552},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.446592777967453},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.4429885149002075},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4402582049369812},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36648499965667725},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10482984781265259}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.9017508029937744},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8035171031951904},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.762965202331543},{"id":"https://openalex.org/C2776190703","wikidata":"https://www.wikidata.org/wiki/Q488148","display_name":"Slicing","level":2,"score":0.7565929889678955},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5990726351737976},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5377931594848633},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.5346274375915527},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5343087911605835},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.48704126477241516},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.4727914035320282},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4689960777759552},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.446592777967453},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.4429885149002075},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4402582049369812},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36648499965667725},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10482984781265259},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/apwcs55727.2022.9906480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/apwcs55727.2022.9906480","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS)","raw_type":"proceedings-article"},{"id":"pmh:oai:s-space.snu.ac.kr:10371/223301","is_oa":false,"landing_page_url":"https://hdl.handle.net/10371/223301","pdf_url":null,"source":{"id":"https://openalex.org/S4306401345","display_name":"Seoul National University Open Repository (Seoul National University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I139264467","host_organization_name":"Seoul National University","host_organization_lineage":["https://openalex.org/I139264467"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Proceedings Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W2605961225","https://openalex.org/W2792994819","https://openalex.org/W2796181329","https://openalex.org/W2914795900","https://openalex.org/W3010032444","https://openalex.org/W3012097754","https://openalex.org/W3015889835","https://openalex.org/W3098347096","https://openalex.org/W3117235369","https://openalex.org/W3134054640","https://openalex.org/W3179869241","https://openalex.org/W3184005885","https://openalex.org/W4200633576","https://openalex.org/W6631190155","https://openalex.org/W6774641055"],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2137789903","https://openalex.org/W2138781885","https://openalex.org/W4315630413","https://openalex.org/W2153007255"],"abstract_inverted_index":{"As":[0],"a":[1,21,47,70],"means":[2],"to":[3,30,40,88,95,109],"accommodate":[4],"various":[5,53],"wireless":[6],"services":[7,54],"flexibly,":[8],"network":[9,24],"slicing":[10],"(NS)":[11],"has":[12],"received":[13],"much":[14],"attention":[15],"in":[16,46,132],"recent":[17],"years.":[18],"In":[19,64],"NS,":[20],"single":[22],"physical":[23],"is":[25,39,62],"divided":[26],"into":[27],"multiple":[28,32],"slices":[29],"support":[31],"services.":[33],"The":[34],"primary":[35],"goal":[36],"of":[37,52,134],"NS":[38,75,130],"assign":[41],"the":[42,50,58,97,100,106,111,116,123,128],"resource":[43,90],"blocks":[44],"(RBs)":[45],"way":[48],"that":[49,93,122],"requirements":[51],"are":[55],"satisfied":[56],"and":[57,81,114],"long-":[59],"term":[60],"throughput":[61,113],"maximized.":[63],"this":[65],"paper,":[66],"we":[67],"put":[68],"forth":[69],"deep":[71],"reinforcement":[72],"learning":[73],"(DRL)-based":[74],"scheme":[76],"for":[77],"beyond":[78],"5G":[79],"(B5G)":[80],"6G":[82],"systems.":[83],"By":[84],"exploiting":[85],"action":[86],"elimination":[87],"exclude":[89],"allocation":[91,107],"decisions":[92],"fail":[94],"meet":[96],"service":[98,117],"requirements,":[99],"proposed":[101,124],"DRL-based":[102],"approach":[103],"can":[104],"learn":[105],"strategies":[108],"improve":[110],"long-term":[112],"satisfy":[115],"requirements.":[118],"Numerical":[119],"results":[120],"demonstrate":[121],"DRL":[125],"framework":[126],"outperforms":[127],"conventional":[129],"schemes":[131],"terms":[133],"throughput.":[135]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}