{"id":"https://openalex.org/W4313139692","doi":"https://doi.org/10.1109/iscc55528.2022.9912837","title":"Deep Reinforcement Learning-based Radio Resource Allocation and Beam Management under Location Uncertainty in 5G mm Wave Networks","display_name":"Deep Reinforcement Learning-based Radio Resource Allocation and Beam Management under Location Uncertainty in 5G mm Wave Networks","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W4313139692","doi":"https://doi.org/10.1109/iscc55528.2022.9912837"},"language":"en","primary_location":{"id":"doi:10.1109/iscc55528.2022.9912837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc55528.2022.9912837","pdf_url":null,"source":{"id":"https://openalex.org/S4363605780","display_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","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/A5043703330","display_name":"Yujie Yao","orcid":"https://orcid.org/0000-0002-1833-3546"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yujie Yao","raw_affiliation_strings":["University of Ottawa,School of Electrical Engineering and Computer Science","School of Electrical Engineering and Computer Science, University of Ottawa"],"affiliations":[{"raw_affiliation_string":"University of Ottawa,School of Electrical Engineering and Computer Science","institution_ids":["https://openalex.org/I153718931"]},{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100396802","display_name":"Hao Zhou","orcid":"https://orcid.org/0000-0001-7339-9006"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hao Zhou","raw_affiliation_strings":["University of Ottawa,School of Electrical Engineering and Computer Science","School of Electrical Engineering and Computer Science, University of Ottawa"],"affiliations":[{"raw_affiliation_string":"University of Ottawa,School of Electrical Engineering and Computer Science","institution_ids":["https://openalex.org/I153718931"]},{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089891162","display_name":"Melike Erol\u2010Kantarci","orcid":"https://orcid.org/0000-0001-6787-8457"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Melike Erol-Kantarci","raw_affiliation_strings":["University of Ottawa,School of Electrical Engineering and Computer Science","School of Electrical Engineering and Computer Science, University of Ottawa"],"affiliations":[{"raw_affiliation_string":"University of Ottawa,School of Electrical Engineering and Computer Science","institution_ids":["https://openalex.org/I153718931"]},{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5043703330"],"corresponding_institution_ids":["https://openalex.org/I153718931"],"apc_list":null,"apc_paid":null,"fwci":2.897,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.93306042,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9997000098228455,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9997000098228455,"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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9968000054359436,"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/T13905","display_name":"Telecommunications and Broadcasting Technologies","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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":0.8128525018692017},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6977609395980835},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6858372688293457},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.6784438490867615},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.6040837168693542},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.5905121564865112},{"id":"https://openalex.org/keywords/extremely-high-frequency","display_name":"Extremely high frequency","score":0.4912568926811218},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.48083481192588806},{"id":"https://openalex.org/keywords/radio-resource-management","display_name":"Radio resource management","score":0.442042738199234},{"id":"https://openalex.org/keywords/global-positioning-system","display_name":"Global Positioning System","score":0.417935311794281},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4039401710033417},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.38791313767433167},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.37419602274894714},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25676190853118896},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.23878881335258484}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.8128525018692017},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6977609395980835},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6858372688293457},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.6784438490867615},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.6040837168693542},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.5905121564865112},{"id":"https://openalex.org/C45764600","wikidata":"https://www.wikidata.org/wiki/Q570342","display_name":"Extremely high frequency","level":2,"score":0.4912568926811218},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.48083481192588806},{"id":"https://openalex.org/C182448111","wikidata":"https://www.wikidata.org/wiki/Q7281197","display_name":"Radio resource management","level":4,"score":0.442042738199234},{"id":"https://openalex.org/C60229501","wikidata":"https://www.wikidata.org/wiki/Q18822","display_name":"Global Positioning System","level":2,"score":0.417935311794281},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4039401710033417},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.38791313767433167},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.37419602274894714},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25676190853118896},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.23878881335258484}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc55528.2022.9912837","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc55528.2022.9912837","pdf_url":null,"source":{"id":"https://openalex.org/S4363605780","display_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE Symposium on Computers and Communications (ISCC)","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":0,"referenced_works":[],"related_works":["https://openalex.org/W2923452570","https://openalex.org/W206598027","https://openalex.org/W2978610750","https://openalex.org/W2098635744","https://openalex.org/W2022931285","https://openalex.org/W1589966275","https://openalex.org/W2086872282","https://openalex.org/W2317987164","https://openalex.org/W2040166533","https://openalex.org/W2104478802"],"abstract_inverted_index":{"Millimeter":[0],"Wave":[1,123],"(mmWave)":[2],"is":[3,50,95,143,186],"an":[4],"important":[5],"part":[6],"of":[7,65,88],"5G":[8,121],"new":[9],"radio":[10,92,114,148],"(NR),":[11],"in":[12,52,75,120],"which":[13],"highly":[14],"directional":[15],"beams":[16],"are":[17],"adapted":[18],"to":[19,133,145],"compensate":[20],"for":[21,59,113],"the":[22,31,63,69,76,86,130,135,153,164],"substantial":[23],"propagation":[24],"loss":[25],"based":[26],"on":[27],"UE":[28],"locations.":[29],"However,":[30],"location":[32],"information":[33],"may":[34,72],"have":[35],"some":[36,45],"errors":[37],"such":[38],"as":[39,129],"GPS":[40],"errors.":[41],"In":[42,97],"any":[43],"case,":[44],"uncertainty,":[46,137],"and":[47,90,105,117,158,176],"localization":[48,89,136],"error":[49,64],"unavoidable":[51],"most":[53],"settings.":[54],"Applying":[55],"these":[56],"distorted":[57],"locations":[58],"clustering":[60,104,131,157],"will":[61],"increase":[62],"beam":[66,118],"management.":[67],"Meanwhile,":[68],"traffic":[70,184],"demand":[71],"change":[73],"dynamically":[74,146],"wireless":[77],"environment.":[78],"Therefore,":[79],"a":[80,102],"scheme":[81],"that":[82,167],"can":[83],"handle":[84],"both":[85],"uncertainty":[87],"dynamic":[91],"resource":[93,109,115,160],"allocation":[94,110,116,161],"needed.":[96],"this":[98],"paper,":[99],"we":[100,151],"propose":[101],"UK-means-based":[103],"deep":[106,139],"reinforcement":[107,140],"learning-based":[108],"algorithm":[111,132,162],"(UK-DRL)":[112],"management":[119],"mm":[122],"networks.":[124],"We":[125],"first":[126],"apply":[127],"UK-means":[128],"mitigate":[134],"then":[138],"learning":[141],"(DRL)":[142],"adopted":[144],"allocate":[147],"resources.":[149],"Finally,":[150],"compare":[152],"UK-DRL":[154],"with":[155,181],"K-means-based":[156],"DRL-based":[159],"(K-DRL),":[163],"simulations":[165],"show":[166],"our":[168],"proposed":[169],"UK-DRL-based":[170],"method":[171],"achieves":[172],"150%":[173],"higher":[174],"throughput":[175],"61.5%":[177],"lower":[178],"delay":[179],"compared":[180],"K-DRL":[182],"when":[183],"load":[185],"4Mbps.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-02-26T08:16:20.718346","created_date":"2025-10-10T00:00:00"}
