{"id":"https://openalex.org/W4221166108","doi":"https://doi.org/10.1109/iscc55528.2022.9912770","title":"Traffic-Aware UAV Placement using a Generalizable Deep Reinforcement Learning Methodology","display_name":"Traffic-Aware UAV Placement using a Generalizable Deep Reinforcement Learning Methodology","publication_year":2022,"publication_date":"2022-06-30","ids":{"openalex":"https://openalex.org/W4221166108","doi":"https://doi.org/10.1109/iscc55528.2022.9912770"},"language":"en","primary_location":{"id":"doi:10.1109/iscc55528.2022.9912770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc55528.2022.9912770","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":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2203.08924","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089694103","display_name":"Eduardo Nuno Almeida","orcid":"https://orcid.org/0000-0001-9981-9574"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]},{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Eduardo Nuno Almeida","raw_affiliation_strings":["INESC TEC, Universidade do Porto,Faculdade de Engenharia,Portugal","Faculdade de Engenharia, INESC TEC, Universidade do Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"INESC TEC, Universidade do Porto,Faculdade de Engenharia,Portugal","institution_ids":["https://openalex.org/I4210166615","https://openalex.org/I182534213"]},{"raw_affiliation_string":"Faculdade de Engenharia, INESC TEC, Universidade do Porto, Portugal","institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210166615"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042847095","display_name":"Rui Campos","orcid":"https://orcid.org/0000-0001-9419-6670"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]},{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rui Campos","raw_affiliation_strings":["INESC TEC, Universidade do Porto,Faculdade de Engenharia,Portugal","Faculdade de Engenharia, INESC TEC, Universidade do Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"INESC TEC, Universidade do Porto,Faculdade de Engenharia,Portugal","institution_ids":["https://openalex.org/I4210166615","https://openalex.org/I182534213"]},{"raw_affiliation_string":"Faculdade de Engenharia, INESC TEC, Universidade do Porto, Portugal","institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210166615"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054470359","display_name":"Manuel Ricardo","orcid":"https://orcid.org/0000-0003-1969-958X"},"institutions":[{"id":"https://openalex.org/I4210166615","display_name":"INESC TEC","ror":"https://ror.org/05fa8ka61","country_code":"PT","type":"nonprofit","lineage":["https://openalex.org/I4210125590","https://openalex.org/I4210166615"]},{"id":"https://openalex.org/I182534213","display_name":"Universidade do Porto","ror":"https://ror.org/043pwc612","country_code":"PT","type":"education","lineage":["https://openalex.org/I182534213"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Manuel Ricardo","raw_affiliation_strings":["INESC TEC, Universidade do Porto,Faculdade de Engenharia,Portugal","Faculdade de Engenharia, INESC TEC, Universidade do Porto, Portugal"],"affiliations":[{"raw_affiliation_string":"INESC TEC, Universidade do Porto,Faculdade de Engenharia,Portugal","institution_ids":["https://openalex.org/I4210166615","https://openalex.org/I182534213"]},{"raw_affiliation_string":"Faculdade de Engenharia, INESC TEC, Universidade do Porto, Portugal","institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210166615"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5089694103"],"corresponding_institution_ids":["https://openalex.org/I182534213","https://openalex.org/I4210166615"],"apc_list":null,"apc_paid":null,"fwci":2.3183,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.89869584,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9868999719619751,"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":0.7941216230392456},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7593907713890076},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.5780148506164551},{"id":"https://openalex.org/keywords/wireless-network","display_name":"Wireless network","score":0.44303441047668457},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.43870487809181213},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.3943699598312378},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3893379271030426},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37637194991111755},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35411280393600464},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.340518593788147}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7941216230392456},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7593907713890076},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.5780148506164551},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.44303441047668457},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.43870487809181213},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.3943699598312378},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3893379271030426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37637194991111755},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35411280393600464},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.340518593788147},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscc55528.2022.9912770","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc55528.2022.9912770","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"},{"id":"pmh:oai:arXiv.org:2203.08924","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.08924","pdf_url":"https://arxiv.org/pdf/2203.08924","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2203.08924","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.08924","pdf_url":"https://arxiv.org/pdf/2203.08924","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2612366895","https://openalex.org/W2914264156","https://openalex.org/W2952736579","https://openalex.org/W2962691117","https://openalex.org/W2963542767","https://openalex.org/W2990740617","https://openalex.org/W2999389395","https://openalex.org/W3016726694","https://openalex.org/W3133735442","https://openalex.org/W3167847623","https://openalex.org/W3208032334","https://openalex.org/W6756840741","https://openalex.org/W6795971972"],"related_works":["https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W2352448290","https://openalex.org/W2380820513","https://openalex.org/W2913146933","https://openalex.org/W2372385138","https://openalex.org/W4296359239","https://openalex.org/W2101155126","https://openalex.org/W2043093291","https://openalex.org/W2363545964"],"abstract_inverted_index":{"Unmanned":[0],"Aerial":[1],"Vehicles":[2],"(UAVs)":[3],"acting":[4,49],"as":[5,50],"Flying":[6],"Access":[7],"Points":[8],"(FAPs)":[9],"are":[10],"being":[11],"used":[12],"to":[13,30,53,60,72,77,92,98,133,142],"provide":[14],"on-demand":[15],"wireless":[16],"connectivity":[17],"in":[18,58,144],"extreme":[19],"scenarios.":[20,84],"Despite":[21],"ongoing":[22],"research,":[23],"the":[24,39,54,62,70,86,129,137],"optimization":[25],"of":[26,82,101],"UAVs'":[27],"positions":[28,46,103],"according":[29,52],"dynamic":[31,78],"users'":[32,55,102],"traffic":[33,56,105,148],"demands":[34],"remains":[35],"challenging.":[36],"We":[37],"propose":[38],"Traffic-aware":[40],"UAV":[41,48],"Placement":[42],"Algorithm":[43],"(TUPA),":[44],"which":[45],"a":[47,66],"FAP":[51,71],"demands,":[57,106],"order":[59],"maximize":[61],"network":[63,117,130,139],"utility.":[64],"Using":[65],"DRL":[67,88],"approach":[68],"enables":[69],"autonomously":[73],"learn":[74],"and":[75,80,104,114,120],"adapt":[76],"conditions":[79],"requirements":[81],"networking":[83],"Moreover,":[85],"proposed":[87],"methodology":[89],"allows":[90],"TUPA":[91,111,127],"generalize":[93],"knowledge":[94],"acquired":[95],"during":[96],"training":[97],"unknown":[99],"combinations":[100],"with":[107,146],"no":[108],"additional":[109],"training.":[110],"is":[112],"trained":[113],"evaluated":[115],"using":[116],"simulator":[118],"ns-3":[119],"ns3-gym":[121],"framework.":[122],"The":[123],"results":[124],"demonstrate":[125],"that":[126],"increases":[128],"utility,":[131],"compared":[132],"baseline":[134],"solutions,":[135],"increasing":[136],"average":[138],"utility":[140],"up":[141],"4x":[143],"scenarios":[145],"heterogeneous":[147],"demands.":[149]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
