{"id":"https://openalex.org/W4405490174","doi":"https://doi.org/10.1109/iccspa61559.2024.10794369","title":"Beam Prediction in 5G and 6G Systems: A Deep Learning Approach","display_name":"Beam Prediction in 5G and 6G Systems: A Deep Learning Approach","publication_year":2024,"publication_date":"2024-07-08","ids":{"openalex":"https://openalex.org/W4405490174","doi":"https://doi.org/10.1109/iccspa61559.2024.10794369"},"language":"en","primary_location":{"id":"doi:10.1109/iccspa61559.2024.10794369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccspa61559.2024.10794369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Communications, Signal Processing, and their Applications (ICCSPA)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5092142310","display_name":"Shaimaa Hassanein","orcid":null},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Shaimaa Hassanein","raw_affiliation_strings":["Computer Science and Engineering, Qatar University,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Qatar University,Doha,Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099436860","display_name":"Omar Shouman","orcid":"https://orcid.org/0000-0001-7476-3121"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Omar Shouman","raw_affiliation_strings":["Electrical Engineering, Qatar University,IIPL Lab,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering, Qatar University,IIPL Lab,Doha,Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012304239","display_name":"Elias Yaacoub","orcid":"https://orcid.org/0000-0002-3318-0621"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Elias Yaacoub","raw_affiliation_strings":["Computer Science and Engineering, Qatar University,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Qatar University,Doha,Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028412459","display_name":"Abdulaziz Al\u2010Ali","orcid":"https://orcid.org/0000-0003-0006-2642"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Abdulaziz Al-Ali","raw_affiliation_strings":["Computer Science and Engineering, Qatar University,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, Qatar University,Doha,Qatar","institution_ids":["https://openalex.org/I60342839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024641789","display_name":"Tamer Khattab","orcid":"https://orcid.org/0000-0003-2347-9555"},"institutions":[{"id":"https://openalex.org/I60342839","display_name":"Qatar University","ror":"https://ror.org/00yhnba62","country_code":"QA","type":"education","lineage":["https://openalex.org/I60342839"]}],"countries":["QA"],"is_corresponding":false,"raw_author_name":"Tamer Khattab","raw_affiliation_strings":["Electrical Engineering, Qatar University,IIPL Lab,Doha,Qatar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering, Qatar University,IIPL Lab,Doha,Qatar","institution_ids":["https://openalex.org/I60342839"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60342839"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T11946","display_name":"Antenna Design and Optimization","score":0.9629999995231628,"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/T11946","display_name":"Antenna Design and Optimization","score":0.9629999995231628,"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":0.9294999837875366,"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":0.5959994196891785},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.592585563659668},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4395591616630554},{"id":"https://openalex.org/keywords/beam","display_name":"Beam (structure)","score":0.4318544268608093},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.16873815655708313},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09908795356750488}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5959994196891785},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.592585563659668},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4395591616630554},{"id":"https://openalex.org/C168834538","wikidata":"https://www.wikidata.org/wiki/Q3705329","display_name":"Beam (structure)","level":2,"score":0.4318544268608093},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.16873815655708313},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09908795356750488}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccspa61559.2024.10794369","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iccspa61559.2024.10794369","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 6th International Conference on Communications, Signal Processing, and their Applications (ICCSPA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2521200999","https://openalex.org/W2785517842","https://openalex.org/W2789350381","https://openalex.org/W2898434483","https://openalex.org/W2962944637","https://openalex.org/W2994788716","https://openalex.org/W3036327743","https://openalex.org/W3039059058","https://openalex.org/W3090927150","https://openalex.org/W3216804535","https://openalex.org/W4293150274","https://openalex.org/W4313000817","https://openalex.org/W4313161720","https://openalex.org/W4315629886","https://openalex.org/W4323664623","https://openalex.org/W4387870868","https://openalex.org/W4388079771","https://openalex.org/W4404952764","https://openalex.org/W6777046832"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"Exploiting":[0],"beamforming":[1,29,50],"techniques":[2],"to":[3,19,37,41,78],"direct":[4],"radio":[5],"waves":[6],"into":[7,82],"narrow":[8],"beams":[9],"targeted":[10],"at":[11],"users":[12],"are":[13],"essential":[14],"in":[15,30,43,85,98,119],"5G":[16,62,100],"and":[17,61,126],"6G":[18,60,88],"ensure":[20],"high":[21,39],"data":[22],"rate":[23],"requirements":[24],"with":[25],"low":[26],"latency.":[27],"However,":[28],"a":[31,75,106],"dynamic":[32],"environment":[33],"is":[34,52],"challenging":[35],"due":[36],"the":[38,44,86,93,99,110,120],"sensitivity":[40],"shift":[42],"receiver":[45],"location.":[46],"Therefore,":[47],"an":[48],"adaptive":[49],"approach":[51,77],"needed.":[53],"In":[54],"this":[55],"paper,":[56],"we":[57,91,104],"utilize":[58],"DeepSense":[59,87],"MIMO":[63,101],"datasets":[64],"for":[65],"optimal":[66],"beam":[67],"prediction":[68],"using":[69],"deep":[70],"learning":[71],"approaches.":[72],"We":[73],"introduce":[74],"simple":[76],"transform":[79],"radar":[80],"input":[81],"vector":[83],"embeddings":[84],"dataset.":[89,102],"Moreover,":[90],"address":[92],"severe":[94],"minority":[95],"classes":[96],"problem":[97],"Finally,":[103],"conduct":[105],"thorough":[107],"analysis":[108],"of":[109],"state-of-the-art":[111],"models.":[112],"The":[113],"proposed":[114],"model":[115],"shows":[116],"significant":[117],"improvements":[118],"Top-1,":[121],"Top-3,":[122],"Top-5,":[123],"weighted":[124],"average":[125],"distance":[127],"based":[128],"accuracies.":[129]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
