{"id":"https://openalex.org/W3042876727","doi":"https://doi.org/10.1109/lwc.2020.3009951","title":"Learning-Based Predictive Beamforming for UAV Communications With Jittering","display_name":"Learning-Based Predictive Beamforming for UAV Communications With Jittering","publication_year":2020,"publication_date":"2020-07-17","ids":{"openalex":"https://openalex.org/W3042876727","doi":"https://doi.org/10.1109/lwc.2020.3009951","mag":"3042876727"},"language":"en","primary_location":{"id":"doi:10.1109/lwc.2020.3009951","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwc.2020.3009951","pdf_url":null,"source":{"id":"https://openalex.org/S2500830676","display_name":"IEEE Wireless Communications Letters","issn_l":"2162-2337","issn":["2162-2337","2162-2345"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Wireless Communications Letters","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://discovery.ucl.ac.uk/10117127/7/Liu_Learning-Based%20Predictive%20Beamforming%20for%20UAV%20Communications%20With%20Jittering_AAM2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011236120","display_name":"Weijie Yuan","orcid":"https://orcid.org/0000-0002-2158-0046"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Weijie Yuan","raw_affiliation_strings":["School of EE&T, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-2158-0046","affiliations":[{"raw_affiliation_string":"School of EE&T, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353377","display_name":"Chang Liu","orcid":"https://orcid.org/0000-0003-4959-7541"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Chang Liu","raw_affiliation_strings":["School of EE&T, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4959-7541","affiliations":[{"raw_affiliation_string":"School of EE&T, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100371038","display_name":"Fan Liu","orcid":"https://orcid.org/0000-0002-5299-9317"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fan Liu","raw_affiliation_strings":["Department of Electronic and Electrical Engineering, University College London, London, U.K"],"raw_orcid":"https://orcid.org/0000-0002-5299-9317","affiliations":[{"raw_affiliation_string":"Department of Electronic and Electrical Engineering, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045823074","display_name":"Shuangyang Li","orcid":"https://orcid.org/0000-0002-9503-4865"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shuangyang Li","raw_affiliation_strings":["School of EE&T, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9503-4865","affiliations":[{"raw_affiliation_string":"School of EE&T, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006080984","display_name":"Derrick Wing Kwan Ng","orcid":"https://orcid.org/0000-0001-6400-712X"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Derrick Wing Kwan Ng","raw_affiliation_strings":["School of EE&T, University of New South Wales, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0001-6400-712X","affiliations":[{"raw_affiliation_string":"School of EE&T, University of New South Wales, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":95.4745,"has_fulltext":true,"cited_by_count":101,"citation_normalized_percentile":{"value":0.9988517,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"9","issue":"11","first_page":"1970","last_page":"1974"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11133","display_name":"UAV Applications and Optimization","score":0.9998000264167786,"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":0.9998000264167786,"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/T11946","display_name":"Antenna Design and Optimization","score":0.9891999959945679,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","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/computer-science","display_name":"Computer science","score":0.819170355796814},{"id":"https://openalex.org/keywords/beamforming","display_name":"Beamforming","score":0.7412499189376831},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.7016693353652954},{"id":"https://openalex.org/keywords/user-equipment","display_name":"User equipment","score":0.5689114928245544},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.5479424595832825},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5404871106147766},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5310402512550354},{"id":"https://openalex.org/keywords/ambiguity","display_name":"Ambiguity","score":0.5119637250900269},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32815295457839966},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2614596486091614},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2281303107738495}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.819170355796814},{"id":"https://openalex.org/C54197355","wikidata":"https://www.wikidata.org/wiki/Q5782992","display_name":"Beamforming","level":2,"score":0.7412499189376831},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.7016693353652954},{"id":"https://openalex.org/C2781327853","wikidata":"https://www.wikidata.org/wiki/Q3552547","display_name":"User equipment","level":3,"score":0.5689114928245544},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.5479424595832825},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5404871106147766},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5310402512550354},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.5119637250900269},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32815295457839966},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2614596486091614},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2281303107738495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/lwc.2020.3009951","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwc.2020.3009951","pdf_url":null,"source":{"id":"https://openalex.org/S2500830676","display_name":"IEEE Wireless Communications Letters","issn_l":"2162-2337","issn":["2162-2337","2162-2345"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Wireless Communications Letters","raw_type":"journal-article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10117127","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10117127/","pdf_url":"https://discovery.ucl.ac.uk/10117127/7/Liu_Learning-Based%20Predictive%20Beamforming%20for%20UAV%20Communications%20With%20Jittering_AAM2.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   IEEE Wireless Communications Letters , 9  (11)   pp. 1970-1974.   (2020)      ","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10117127","is_oa":true,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10117127/","pdf_url":"https://discovery.ucl.ac.uk/10117127/7/Liu_Learning-Based%20Predictive%20Beamforming%20for%20UAV%20Communications%20With%20Jittering_AAM2.pdf","source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"   IEEE Wireless Communications Letters , 9  (11)   pp. 1970-1974.   (2020)      ","raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8700000047683716,"id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G104923193","display_name":null,"funder_award_id":"61801082","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2361132057","display_name":"Millimetre wave communications for mobile broadband systems","funder_award_id":"DP190101363","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3042876727.pdf","grobid_xml":"https://content.openalex.org/works/W3042876727.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2064675550","https://openalex.org/W2089908769","https://openalex.org/W2608727628","https://openalex.org/W2610635404","https://openalex.org/W2783103509","https://openalex.org/W2797086109","https://openalex.org/W2899676632","https://openalex.org/W2962889437","https://openalex.org/W2964335273","https://openalex.org/W2969584435","https://openalex.org/W2975349842","https://openalex.org/W2981726317","https://openalex.org/W2994008524","https://openalex.org/W3003169134","https://openalex.org/W3005589427","https://openalex.org/W3011448248","https://openalex.org/W4246219036","https://openalex.org/W6639497327","https://openalex.org/W6774782175"],"related_works":["https://openalex.org/W2353179089","https://openalex.org/W2923538289","https://openalex.org/W2353125546","https://openalex.org/W2470643824","https://openalex.org/W4400595174","https://openalex.org/W2349635380","https://openalex.org/W4353089801","https://openalex.org/W4226210192","https://openalex.org/W2960560748","https://openalex.org/W4389401745"],"abstract_inverted_index":{"As":[0],"a":[1,67,83],"promising":[2],"technique":[3],"for":[4,48],"realizing":[5],"future":[6],"wireless":[7],"networks,":[8],"unmanned":[9],"aerial":[10],"vehicle":[11],"(UAV)":[12],"communications":[13],"have":[14],"drawn":[15],"numerous":[16],"attentions.":[17],"The":[18,40],"performance":[19,127],"of":[20,30,128,137],"practical":[21],"UAV":[22,79,95,103,138],"communication":[23,126],"systems":[24],"is":[25,46,87,132],"limited":[26],"by":[27,78],"the":[28,35,50,54,60,74,91,94,97,102,105,109,125,129,135],"presence":[29,136],"inevitable":[31],"jittering":[32,41],"due":[33],"to":[34,72,89,134],"inherent":[36],"random":[37],"wind":[38],"gusts.":[39],"introduces":[42],"angle":[43],"ambiguity":[44],"which":[45,116],"challenging":[47],"aligning":[49],"information":[51],"beams":[52,113],"between":[53,93],"UAV-mounted":[55],"base":[56],"station":[57],"(BS)":[58],"and":[59,96,104,111],"user":[61],"equipment":[62],"(UE).":[63],"This":[64],"letter":[65],"develops":[66],"learning-based":[68],"predictive":[69],"beamforming":[70],"scheme":[71,131],"address":[73],"beam":[75],"misalignment":[76],"caused":[77],"jittering.":[80,139],"In":[81],"particular,":[82],"deep":[84],"learning":[85],"approach":[86],"adopted":[88],"predict":[90],"angles":[92],"UE.":[98],"By":[99],"doing":[100],"so,":[101],"UE":[106],"can":[107],"prepare":[108],"transmit":[110],"receive":[112],"in":[114],"advance,":[115],"enables":[117],"reliable":[118],"UAV-based":[119],"communication.":[120],"Simulation":[121],"results":[122],"verify":[123],"that":[124],"proposed":[130],"robust":[133]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":6}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
