{"id":"https://openalex.org/W7118005620","doi":"https://doi.org/10.3837/tiis.2025.12.014","title":"Resource Allocation in 5G Networks using Reinforcement Learning","display_name":"Resource Allocation in 5G Networks using Reinforcement Learning","publication_year":2025,"publication_date":"2025-12-31","ids":{"openalex":"https://openalex.org/W7118005620","doi":"https://doi.org/10.3837/tiis.2025.12.014"},"language":null,"primary_location":{"id":"doi:10.3837/tiis.2025.12.014","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2025.12.014","pdf_url":"https://itiis.org/digital-library/manuscript/file/105407/TIIS Vol 19, No 12-14.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://itiis.org/digital-library/manuscript/file/105407/TIIS Vol 19, No 12-14.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025490976","display_name":"Buyankhishig Ulziinyam","orcid":"https://orcid.org/0000-0001-5104-4554"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Buyankhishig Ulziinyam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085398811","display_name":"Otgonbayar Bataa","orcid":"https://orcid.org/0000-0002-1165-6385"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Otgonbayar Bataa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5102165383","display_name":"Dae-Ki Hong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dae-ki Hong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.41904022,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":"12","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.2583000063896179,"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":0.2583000063896179,"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":0.07620000094175339,"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/T13553","display_name":"Age of Information Optimization","score":0.06719999760389328,"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":0.847000002861023},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6459000110626221},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.37720000743865967},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.3476000130176544},{"id":"https://openalex.org/keywords/cellular-network","display_name":"Cellular network","score":0.34380000829696655}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9315000176429749},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.847000002861023},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6459000110626221},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4374000132083893},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.426800012588501},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.37720000743865967},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3614000082015991},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C153646914","wikidata":"https://www.wikidata.org/wiki/Q535695","display_name":"Cellular network","level":2,"score":0.34380000829696655},{"id":"https://openalex.org/C188116033","wikidata":"https://www.wikidata.org/wiki/Q2664563","display_name":"Q-learning","level":3,"score":0.29120001196861267},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.28209999203681946},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2694000005722046},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2529999911785126}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3837/tiis.2025.12.014","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2025.12.014","pdf_url":"https://itiis.org/digital-library/manuscript/file/105407/TIIS Vol 19, No 12-14.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3837/tiis.2025.12.014","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2025.12.014","pdf_url":"https://itiis.org/digital-library/manuscript/file/105407/TIIS Vol 19, No 12-14.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1339656374","display_name":null,"funder_award_id":"P2019- 00124","funder_id":"https://openalex.org/F4320322027","funder_display_name":"Korea International Cooperation Agency"}],"funders":[{"id":"https://openalex.org/F4320322027","display_name":"Korea International Cooperation Agency","ror":"https://ror.org/0106d7657"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7118005620.pdf","grobid_xml":"https://content.openalex.org/works/W7118005620.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Device-to-Device":[0],"(D2D)":[1],"technology":[2],"is":[3],"becoming":[4],"increasingly":[5],"significant":[6],"for":[7,44,80],"boosting":[8],"spectral":[9],"utilization":[10],"in":[11,18,109],"emerging":[12],"wireless":[13,101],"networks.With":[14],"the":[15,88,100],"exponential":[16],"rise":[17],"interconnected":[19],"devices,":[20],"Fifth-Generation":[21],"(5G)":[22],"networks":[23],"must":[24],"provide":[25],"greater":[26],"data":[27],"rates":[28],"accompanied":[29],"by":[30],"extremely":[31],"low":[32],"latency.To":[33],"achieve":[34],"this":[35,37],"objective,":[36],"study":[38],"focuses":[39],"on":[40],"optimizing":[41],"total":[42],"throughput":[43],"cellular":[45,65,85],"and":[46,72,91],"D2D":[47,59,81],"links":[48],"simultaneously":[49],"within":[50],"a":[51,63],"cell":[52],"using":[53],"resource":[54],"allocation":[55,78],"methods,":[56],"where":[57],"several":[58],"pairs":[60],"concurrently":[61],"access":[62],"single":[64],"channel.Thus,":[66],"we":[67],"introduce":[68],"an":[69,94],"efficient":[70],"Q-learning":[71],"Deep":[73],"Q-Network":[74],"(DQN)":[75],"based":[76],"channel":[77],"strategy":[79],"communications":[82],"operating":[83],"alongside":[84],"networks.For":[86],"developing":[87],"proposed":[89],"Qlearning":[90],"DQN":[92],"mechanism,":[93],"emulator":[95],"was":[96],"built":[97],"to":[98],"mimic":[99],"network":[102],"environment.The":[103],"simulation":[104],"results":[105],"illustrate":[106],"marked":[107],"improvements":[108],"system":[110],"throughput.":[111]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2026-01-02T00:00:00"}
