{"id":"https://openalex.org/W4406356065","doi":"https://doi.org/10.1109/ictc62082.2024.10826899","title":"Deep Reinforcement Learning for Access Traffic Splitting in 5G Core System","display_name":"Deep Reinforcement Learning for Access Traffic Splitting in 5G Core System","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4406356065","doi":"https://doi.org/10.1109/ictc62082.2024.10826899"},"language":"en","primary_location":{"id":"doi:10.1109/ictc62082.2024.10826899","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10826899","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","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/A5101860609","display_name":"Thanh Son Pham","orcid":"https://orcid.org/0000-0002-3608-5929"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thanh Son Pham","raw_affiliation_strings":["OCS Research Center, Viettel High Technology Industries Corporation,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"OCS Research Center, Viettel High Technology Industries Corporation,Vietnam","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016235448","display_name":"Phi H\u00f9ng Nguy\u1ec5n","orcid":"https://orcid.org/0000-0002-6678-4253"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Phi Hung Nguyen","raw_affiliation_strings":["OCS Research Center, Viettel High Technology Industries Corporation,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"OCS Research Center, Viettel High Technology Industries Corporation,Vietnam","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036066436","display_name":"Quan Huan Vu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Quan Huan Vu","raw_affiliation_strings":["OCS Research Center, Viettel High Technology Industries Corporation,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"OCS Research Center, Viettel High Technology Industries Corporation,Vietnam","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038999011","display_name":"Cong Dan Pham","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cong Dan Pham","raw_affiliation_strings":["OCS Research Center, Viettel High Technology Industries Corporation,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"OCS Research Center, Viettel High Technology Industries Corporation,Vietnam","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038695159","display_name":"Duc Hai Nguyen","orcid":"https://orcid.org/0009-0008-2832-8880"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Duc Hai Nguyen","raw_affiliation_strings":["OCS Research Center, Viettel High Technology Industries Corporation,Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"OCS Research Center, Viettel High Technology Industries Corporation,Vietnam","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"903","last_page":"908"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9794999957084656,"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":0.9794999957084656,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9666000008583069,"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/T12146","display_name":"Power Line Communications and Noise","score":0.932699978351593,"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":0.7907655239105225},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7033097147941589},{"id":"https://openalex.org/keywords/core","display_name":"Core (optical fiber)","score":0.6188697218894958},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4821007549762726},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3447258472442627},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3239874243736267},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.24714702367782593}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7907655239105225},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7033097147941589},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.6188697218894958},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4821007549762726},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3447258472442627},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3239874243736267},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.24714702367782593}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc62082.2024.10826899","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10826899","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W1646707810","https://openalex.org/W3005116230","https://openalex.org/W3046249445","https://openalex.org/W3115918335","https://openalex.org/W4206111555","https://openalex.org/W4310716661","https://openalex.org/W4322577738","https://openalex.org/W4327522621","https://openalex.org/W4328053931","https://openalex.org/W4388040517","https://openalex.org/W4389041854","https://openalex.org/W6684921986","https://openalex.org/W6726497184"],"related_works":["https://openalex.org/W4306904969","https://openalex.org/W2138720691","https://openalex.org/W4362501864","https://openalex.org/W4380318855","https://openalex.org/W3084456289","https://openalex.org/W2024136090","https://openalex.org/W4391331176","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W2964765435"],"abstract_inverted_index":{"The":[0,117],"integration":[1,42],"of":[2,21,25,60,93,102,113],"3GPP":[3,68],"Radio":[4,11],"Access":[5,70],"Technology":[6],"(RAT)":[7],"(LTE,":[8],"5G":[9,26,95],"New":[10],"(NR))":[12],"with":[13],"non-3GPP":[14],"RAT":[15],"(WiFi)":[16],"was":[17],"highlighted":[18],"as":[19],"one":[20],"the":[22,29,35,57,64,88,94,124,131,134],"key":[23],"innovations":[24],"technology":[27],"by":[28,67,122],"International":[30],"Telecommunication":[31],"Union":[32],"(ITU)":[33],"in":[34,52,111],"IMT-2020":[36],"(International":[37],"Mobile":[38],"Telecommunications)":[39],"standards.":[40],"This":[41,98],"ensures":[43],"service":[44],"quality":[45],"and":[46,74],"user":[47],"experience":[48],"even":[49],"during":[50],"congestion":[51],"mobile":[53],"networks":[54],"due":[55],"to":[56,85,109],"increasing":[58],"number":[59],"devices.":[61],"Based":[62],"on":[63],"standards":[65],"provided":[66],"regarding":[69],"Traffic":[71],"Steering,":[72],"Switching,":[73],"Splitting":[75],"(ATSSS),":[76],"we":[77],"have":[78],"developed":[79],"a":[80],"deep":[81],"reinforcement":[82],"learning-based":[83],"agent":[84,99,118],"integrate":[86],"into":[87],"Policy":[89],"Control":[90],"Function":[91],"(PCF)":[92],"Core":[96],"System.":[97],"is":[100],"capable":[101],"making":[103],"guidance":[104],"for":[105,127,133],"offloading":[106],"NR":[107,114],"traffic":[108],"WiFi":[110],"case":[112],"network":[115,135],"congestion.":[116],"outperforms":[119],"traditional":[120],"methods":[121],"ensuring":[123],"latency":[125],"requirements":[126],"end-users":[128],"while":[129],"maximizing":[130],"revenue":[132],"operator.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
