{"id":"https://openalex.org/W3131033905","doi":"https://doi.org/10.1109/vtc2020-fall49728.2020.9348522","title":"Resource Allocation in UAV-Assisted Wireless Networks Using Reinforcement Learning","display_name":"Resource Allocation in UAV-Assisted Wireless Networks Using Reinforcement Learning","publication_year":2020,"publication_date":"2020-11-01","ids":{"openalex":"https://openalex.org/W3131033905","doi":"https://doi.org/10.1109/vtc2020-fall49728.2020.9348522","mag":"3131033905"},"language":"en","primary_location":{"id":"doi:10.1109/vtc2020-fall49728.2020.9348522","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2020-fall49728.2020.9348522","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://escholarship.mcgill.ca/downloads/cv43p2917","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5002306124","display_name":"Phuong Luong","orcid":"https://orcid.org/0000-0001-9079-223X"},"institutions":[{"id":"https://openalex.org/I3132238960","display_name":"Institute of Electrical and Electronics Engineers","ror":"https://ror.org/01n002310","country_code":"US","type":"education","lineage":["https://openalex.org/I3132238960"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Phuong Luong","raw_affiliation_strings":["IEEE, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IEEE, New York, NY, USA","institution_ids":["https://openalex.org/I3132238960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021397477","display_name":"Fran\u00e7ois Gagnon","orcid":"https://orcid.org/0000-0002-4558-3401"},"institutions":[{"id":"https://openalex.org/I3132238960","display_name":"Institute of Electrical and Electronics Engineers","ror":"https://ror.org/01n002310","country_code":"US","type":"education","lineage":["https://openalex.org/I3132238960"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Francois Gagnon","raw_affiliation_strings":["IEEE, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IEEE, New York, NY, USA","institution_ids":["https://openalex.org/I3132238960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051595564","display_name":"Fabrice Labeau","orcid":"https://orcid.org/0000-0001-5814-9156"},"institutions":[{"id":"https://openalex.org/I3132238960","display_name":"Institute of Electrical and Electronics Engineers","ror":"https://ror.org/01n002310","country_code":"US","type":"education","lineage":["https://openalex.org/I3132238960"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fabrice Labeau","raw_affiliation_strings":["IEEE, New York, NY, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IEEE, New York, NY, USA","institution_ids":["https://openalex.org/I3132238960"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.263,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95423446,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":94},"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/T11133","display_name":"UAV Applications and Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11133","display_name":"UAV Applications and Optimization","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":"Advanced Wireless Communication Technologies","score":0.9832000136375427,"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":0.9678999781608582,"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/beamforming","display_name":"Beamforming","score":0.7127381563186646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7070257663726807},{"id":"https://openalex.org/keywords/telecommunications-link","display_name":"Telecommunications link","score":0.5556612610816956},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5110715627670288},{"id":"https://openalex.org/keywords/channel-state-information","display_name":"Channel state information","score":0.4983241558074951},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.49202439188957214},{"id":"https://openalex.org/keywords/unavailability","display_name":"Unavailability","score":0.4576415717601776},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.4452711045742035},{"id":"https://openalex.org/keywords/convex-optimization","display_name":"Convex optimization","score":0.4425407350063324},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.4403136670589447},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.42768847942352295},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33241283893585205},{"id":"https://openalex.org/keywords/regular-polygon","display_name":"Regular polygon","score":0.2229260802268982},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14489683508872986},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.10656791925430298}],"concepts":[{"id":"https://openalex.org/C54197355","wikidata":"https://www.wikidata.org/wiki/Q5782992","display_name":"Beamforming","level":2,"score":0.7127381563186646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7070257663726807},{"id":"https://openalex.org/C138660444","wikidata":"https://www.wikidata.org/wiki/Q5607897","display_name":"Telecommunications link","level":2,"score":0.5556612610816956},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5110715627670288},{"id":"https://openalex.org/C148063708","wikidata":"https://www.wikidata.org/wiki/Q5072511","display_name":"Channel state information","level":3,"score":0.4983241558074951},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.49202439188957214},{"id":"https://openalex.org/C2780505938","wikidata":"https://www.wikidata.org/wiki/Q17093282","display_name":"Unavailability","level":2,"score":0.4576415717601776},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.4452711045742035},{"id":"https://openalex.org/C157972887","wikidata":"https://www.wikidata.org/wiki/Q463359","display_name":"Convex optimization","level":3,"score":0.4425407350063324},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4403136670589447},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.42768847942352295},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33241283893585205},{"id":"https://openalex.org/C112680207","wikidata":"https://www.wikidata.org/wiki/Q714886","display_name":"Regular polygon","level":2,"score":0.2229260802268982},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14489683508872986},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.10656791925430298},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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":3,"locations":[{"id":"doi:10.1109/vtc2020-fall49728.2020.9348522","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtc2020-fall49728.2020.9348522","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE 92nd Vehicular Technology Conference (VTC2020-Fall)","raw_type":"proceedings-article"},{"id":"pmh:oai:escholarship.mcgill.ca:ng451p265","is_oa":true,"landing_page_url":"https://escholarship.mcgill.ca/concern/articles/ng451p265","pdf_url":"http://escholarship.mcgill.ca/downloads/cv43p2917","source":{"id":"https://openalex.org/S4306401568","display_name":"eScholarship@McGill (McGill)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5023651","host_organization_name":"McGill University","host_organization_lineage":["https://openalex.org/I5023651"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},{"id":"pmh:oai:espace2.etsmtl.ca:23038","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/23038/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":{"id":"pmh:oai:escholarship.mcgill.ca:ng451p265","is_oa":true,"landing_page_url":"https://escholarship.mcgill.ca/concern/articles/ng451p265","pdf_url":"http://escholarship.mcgill.ca/downloads/cv43p2917","source":{"id":"https://openalex.org/S4306401568","display_name":"eScholarship@McGill (McGill)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I5023651","host_organization_name":"McGill University","host_organization_lineage":["https://openalex.org/I5023651"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320310638","display_name":"McGill University","ror":"https://ror.org/01pxwe438"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3131033905.pdf","grobid_xml":"https://content.openalex.org/works/W3131033905.grobid-xml"},"referenced_works_count":10,"referenced_works":["https://openalex.org/W2528788999","https://openalex.org/W2791883870","https://openalex.org/W2807655913","https://openalex.org/W2895065489","https://openalex.org/W2895691654","https://openalex.org/W2952736579","https://openalex.org/W2963061782","https://openalex.org/W2963640672","https://openalex.org/W2973697444","https://openalex.org/W3106530718"],"related_works":["https://openalex.org/W4237235066","https://openalex.org/W2026539069","https://openalex.org/W2088352174","https://openalex.org/W4313028534","https://openalex.org/W4286695888","https://openalex.org/W3084132786","https://openalex.org/W4327661444","https://openalex.org/W2034991012","https://openalex.org/W4302353319","https://openalex.org/W2761543104"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3,113],"consider":[4],"the":[5,31,56,66,73,80,88,93,102,119,125,136,148,160,172,184,205],"downlink":[6],"of":[7,17,41,58,75,95,107,127,138,189,199],"an":[8],"unmanned":[9],"aerial":[10],"vehicle":[11],"(UAV)":[12],"assisted":[13],"cellular":[14],"network":[15,193],"consisting":[16],"multiple":[18,36],"cooperative":[19],"UAVs,":[20],"whose":[21],"operations":[22],"are":[23],"coordinated":[24],"by":[25],"a":[26,115,197],"central":[27],"ground":[28,37],"controller":[29],"using":[30],"fronthaul":[32,77],"communications,":[33],"to":[34,64,87,101,123,144,201,204],"serve":[35],"users.":[38],"A":[39],"problem":[40,82,174],"jointly":[42],"designing":[43],"UAV's":[44,132],"location,":[45],"transmit":[46,154],"beamforming,":[47],"as":[48,50],"well":[49],"UAV-user":[51,157],"association":[52,158],"is":[53,83],"formulated":[54,81,173],"in":[55,187],"form":[57],"mixed":[59],"integer":[60],"nonlinear":[61],"programming":[62],"(MINLP)":[63],"maximize":[65],"sum":[67],"user":[68],"achievable":[69],"rate":[70],"while":[71],"considering":[72],"constraints":[74],"limited":[76],"capacity.":[78],"Solving":[79],"computationally":[84],"hard":[85],"owing":[86],"its":[89],"non-convex":[90],"nature":[91],"and":[92,104,134,156,192,195],"unavailability":[94],"channel":[96],"state":[97],"information":[98],"(CSI)":[99],"due":[100],"undetermined":[103],"flexible":[105],"movement":[106],"UAVs.":[108],"To":[109],"tackle":[110],"these":[111],"effects,":[112],"propose":[114],"novel":[116],"algorithm":[117,169],"exploiting":[118],"deep":[120],"Q-learning":[121],"approach":[122],"take":[124],"hassles":[126],"unavailable":[128],"CSI":[129],"for":[130,147],"determining":[131],"location":[133],"invoking":[135],"difference":[137],"convex":[139],"(DC)":[140],"based":[141],"optimization":[142],"method":[143],"efficiently":[145],"solve":[146],"UAV":[149,162],"<sup":[150,163],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[151,164],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">'</sup>":[152,165],"s":[153,166],"beamforming":[155],"given":[159],"determined":[161],"location.":[167],"The":[168],"recursively":[170],"solves":[171],"until":[175],"convergence.":[176],"Numerical":[177],"results":[178],"show":[179],"that":[180],"our":[181],"design":[182],"outperforms":[183],"existing":[185,206],"work":[186],"terms":[188],"algorithmic":[190],"convergence":[191],"performance":[194],"achieve":[196],"gain":[198],"up":[200],"70%":[202],"compared":[203],"algorithms.":[207]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}