{"id":"https://openalex.org/W2989734355","doi":"https://doi.org/10.1109/5gwf.2019.8911618","title":"AI-Enabled Radio Resource Allocation in 5G for URLLC and eMBB Users","display_name":"AI-Enabled Radio Resource Allocation in 5G for URLLC and eMBB Users","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2989734355","doi":"https://doi.org/10.1109/5gwf.2019.8911618","mag":"2989734355"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/5gwf.2019.8911618","pdf_url":null,"source":{"id":"https://openalex.org/S4306498478","display_name":"2019 IEEE 2nd 5G World Forum (5GWF)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-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/A5049344765","display_name":"Medhat Elsayed","orcid":"https://orcid.org/0000-0002-1106-6078"},"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":"Medhat Elsayed","raw_affiliation_strings":["School of Electrical Engineering and Computer Science, University of Ottawa"],"affiliations":[{"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":["School of Electrical Engineering and Computer Science, University of Ottawa"],"affiliations":[{"raw_affiliation_string":"School of Electrical Engineering and Computer Science, University of Ottawa","institution_ids":["https://openalex.org/I153718931"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.858,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.784031,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10148","display_name":"Next Generation 5G Wireless Networks","score":0.9997,"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":"Next Generation 5G Wireless Networks","score":0.9997,"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/T11458","display_name":"Intelligent Reflecting Surfaces in Wireless Communications","score":0.9997,"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/T10964","display_name":"Physical Layer Security in Wireless Communications","score":0.9979,"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/smart-radio-environments","display_name":"Smart Radio Environments","score":0.527974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7894503},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.6075538},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.52180815},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.5118193},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.4596024},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3990773},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38986635},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.2777285},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.22528642},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10049617},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/5gwf.2019.8911618","pdf_url":null,"source":{"id":"https://openalex.org/S4306498478","display_name":"2019 IEEE 2nd 5G World Forum (5GWF)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":null,"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":11,"referenced_works":["https://openalex.org/W2082380489","https://openalex.org/W2625332994","https://openalex.org/W2804647677","https://openalex.org/W2890483234","https://openalex.org/W2907683971","https://openalex.org/W2914785290","https://openalex.org/W2931628024","https://openalex.org/W2963333146","https://openalex.org/W2963382733","https://openalex.org/W2964259990","https://openalex.org/W4299980893"],"related_works":["https://openalex.org/W4238615239","https://openalex.org/W330130819","https://openalex.org/W3121416282","https://openalex.org/W2760721665","https://openalex.org/W2323516465","https://openalex.org/W2288610023","https://openalex.org/W2136583354","https://openalex.org/W2112044895","https://openalex.org/W2111238207","https://openalex.org/W1975246544"],"abstract_inverted_index":{"The":[0,60],"fifth":[1],"generation":[2],"(5G)":[3],"network":[4],"is":[5,192],"expected":[6],"to":[7,47,64,97,105,128,195],"accommodate":[8],"heterogeneous":[9],"traffic":[10],"with":[11,111,120,143],"diverse":[12],"QoS":[13],"demands.":[14],"In":[15],"this":[16],"paper,":[17],"we":[18],"address":[19],"the":[20,49,77,85,88,91,144,160,186],"coexistence":[21],"of":[22,54,71,79,90,94,146,152],"Ultra-Reliable":[23],"Low-Latency":[24],"communications":[25],"(URLLC)":[26],"and":[27,57,69,101,131,140,149,168,198],"enhanced":[28],"Mobile":[29],"Broad-Band":[30],"(eMBB)":[31],"users":[32,73,130,154],"in":[33,174,182],"5G":[34,95],"networks.":[35],"We":[36,107],"propose":[37],"an":[38],"AI-enabled":[39],"approach":[40],"that":[41,125,136,159],"uses":[42],"a":[43,115,132],"reinforcement":[44],"learning-based":[45],"algorithm":[46,62,86,119,134,162],"balance":[48],"Key":[50],"Performance":[51],"Indicators":[52],"(KPIs)":[53],"both":[55,67,196],"URLLC":[56,72,129,153],"eMBB":[58,80],"users.":[59,81,106],"proposed":[61,161],"aims":[63],"jointly":[65,98],"optimize":[66],"latency":[68,150,184],"reliability":[70,148],"as":[74,76],"well":[75],"throughput":[78],"To":[82],"achieve":[83],"this,":[84],"utilizes":[87],"flexibility":[89],"time-frequency":[92],"grid":[93],"standard":[96],"perform":[99],"power":[100,122,139],"resource":[102,141],"block":[103],"allocations":[104],"compare":[108],"our":[109],"results":[110,157],"two":[112],"baseline":[113],"algorithms;":[114],"priority-based":[116],"proportional":[117],"fairness":[118],"fixed":[121],"allocation":[123,142],"(PPF)":[124],"gives":[126],"priority":[127],"Q-learning":[133],"(LR-Q)":[135],"performs":[137],"joint":[138],"objective":[145],"improving":[147],"performance":[151],"only.":[155],"Our":[156],"show":[158],"outperforms":[163],"LR-Q":[164,197],"by":[165,170],"29%":[166],"increase":[167,173],"PPF":[169],"21":[171],"times":[172],"throughput.":[175],"Meanwhile,":[176],"less":[177],"than":[178],"0.5":[179],"ms":[180],"degradation":[181],"URLLC's":[183],"at":[185],"10":[187],"-4":[190],"percentile":[191],"observed,":[193],"compared":[194],"PPF.":[199]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2989734355","counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":14},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":5}],"updated_date":"2024-11-28T19:39:29.770632","created_date":"2019-12-05"}