{"id":"https://openalex.org/W4401507848","doi":"https://doi.org/10.1109/mcom.001.2300451","title":"Site-Specific Beam Alignment in 6G via Deep Learning","display_name":"Site-Specific Beam Alignment in 6G via Deep Learning","publication_year":2024,"publication_date":"2024-08-01","ids":{"openalex":"https://openalex.org/W4401507848","doi":"https://doi.org/10.1109/mcom.001.2300451"},"language":"en","primary_location":{"id":"doi:10.1109/mcom.001.2300451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2300451","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"},"type":"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/A5073860523","display_name":"Yuqiang Heng","orcid":"https://orcid.org/0000-0001-7075-9600"},"institutions":[{"id":"https://openalex.org/I4210101778","display_name":"Samsung (United States)","ror":"https://ror.org/01bfbvm65","country_code":"US","type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4210101778"]},{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuqiang Heng","raw_affiliation_strings":["The University of Texas at Austin,USA","Samsung","The University of Texas at Austin, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,USA","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"Samsung","institution_ids":["https://openalex.org/I4210101778"]},{"raw_affiliation_string":"The University of Texas at Austin, USA","institution_ids":["https://openalex.org/I86519309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009761172","display_name":"Yu Zhang","orcid":"https://orcid.org/0000-0001-6851-5594"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu Zhang","raw_affiliation_strings":["Arizona State University,USA","Arizona State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Arizona State University, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003243464","display_name":"Ahmed Alkhateeb","orcid":"https://orcid.org/0000-0001-5648-1569"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmed Alkhateeb","raw_affiliation_strings":["Arizona State University,USA","Arizona State University, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Arizona State University,USA","institution_ids":["https://openalex.org/I55732556"]},{"raw_affiliation_string":"Arizona State University, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042833857","display_name":"Jeffrey G. Andrews","orcid":"https://orcid.org/0000-0002-9115-5088"},"institutions":[{"id":"https://openalex.org/I86519309","display_name":"The University of Texas at Austin","ror":"https://ror.org/00hj54h04","country_code":"US","type":"education","lineage":["https://openalex.org/I86519309"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey G. Andrews","raw_affiliation_strings":["The University of Texas at Austin,USA","The University of Texas at Austin, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The University of Texas at Austin,USA","institution_ids":["https://openalex.org/I86519309"]},{"raw_affiliation_string":"The University of Texas at Austin, USA","institution_ids":["https://openalex.org/I86519309"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8562,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.85748946,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"62","issue":"8","first_page":"162","last_page":"168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9998999834060669,"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9998999834060669,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9969000220298767,"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/T10262","display_name":"Microwave Engineering and Waveguides","score":0.996399998664856,"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":0.8336860537528992},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.681127667427063},{"id":"https://openalex.org/keywords/extremely-high-frequency","display_name":"Extremely high frequency","score":0.6266841292381287},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.6147843599319458},{"id":"https://openalex.org/keywords/beam","display_name":"Beam (structure)","score":0.4741004407405853},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.46560150384902954},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.42838752269744873},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.33621397614479065},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.32830923795700073},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.29874706268310547},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.24600458145141602},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1398697793483734},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08923995494842529}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8336860537528992},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.681127667427063},{"id":"https://openalex.org/C45764600","wikidata":"https://www.wikidata.org/wiki/Q570342","display_name":"Extremely high frequency","level":2,"score":0.6266841292381287},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.6147843599319458},{"id":"https://openalex.org/C168834538","wikidata":"https://www.wikidata.org/wiki/Q3705329","display_name":"Beam (structure)","level":2,"score":0.4741004407405853},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.46560150384902954},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.42838752269744873},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.33621397614479065},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.32830923795700073},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.29874706268310547},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.24600458145141602},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1398697793483734},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08923995494842529},{"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":[{"id":"doi:10.1109/mcom.001.2300451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcom.001.2300451","pdf_url":null,"source":{"id":"https://openalex.org/S158797327","display_name":"IEEE Communications Magazine","issn_l":"0163-6804","issn":["0163-6804","1558-1896"],"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 Communications Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2195693430","https://openalex.org/W2963430933","https://openalex.org/W3013689226","https://openalex.org/W3189132221","https://openalex.org/W4205262127","https://openalex.org/W4214828252","https://openalex.org/W4226110397","https://openalex.org/W4289823339","https://openalex.org/W4319068858","https://openalex.org/W4380450816","https://openalex.org/W4385453272","https://openalex.org/W6741217325","https://openalex.org/W6759127422","https://openalex.org/W6763087592"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2055733372","https://openalex.org/W3022067003"],"abstract_inverted_index":{"Beam":[0],"alignment":[1,117],"(BA)":[2],"in":[3,70,109],"modern":[4],"millimeter":[5,47],"wave":[6,48],"standards,":[7],"such":[8,106],"as":[9,55],"5G":[10],"NR":[11],"and":[12,28,35,37,95,103,124,133,148],"WiGig":[13],"(802.11ay),":[14],"is":[15,33,38,53,61],"based":[16,89],"on":[17,90,152],"exhaustive":[18],"and/or":[19],"hier-archical":[20],"beam":[21,116],"searches":[22,123],"over":[23],"pre-defined":[24],"code-books":[25],"of":[26,46,78,82,137,140],"wide":[27,44],"narrow":[29],"beams.":[30],"This":[31],"approach":[32,52,108],"slow":[34],"bandwidth/power-intensive,":[36],"a":[39,62],"considerable":[40],"hindrance":[41],"to":[42,127],"the":[43,71,76,83,138,156],"deployment":[45],"bands.":[49],"A":[50],"new":[51,150],"needed":[54],"we":[56,113],"move":[57],"toward":[58],"6G.":[59],"BA":[60,84],"promising":[63],"use":[64],"case":[65],"for":[66,86,105],"deep":[67],"learning":[68],"(DL)":[69],"6G":[72],"air":[73],"interface,":[74],"offering":[75],"possibility":[77],"automated":[79],"custom":[80],"tuning":[81],"procedure":[85],"each":[87],"cell":[88],"its":[91],"unique":[92],"propagation":[93],"environment":[94],"user":[96],"equipment":[97],"(UE)":[98],"location":[99],"patterns.":[100],"We":[101,145],"overview":[102,147],"advocate":[104],"an":[107],"this":[110],"article,":[111],"which":[112],"term":[114],"site-specific":[115],"(SSBA).":[118],"SSBA":[119],"largely":[120],"eliminates":[121],"wasteful":[122],"allows":[125],"UEs":[126],"be":[128],"found":[129],"much":[130],"more":[131],"quickly":[132],"reliably,":[134],"without":[135],"many":[136],"draw-backs":[139],"other":[141],"machine":[142],"learning-aided":[143],"approaches.":[144],"first":[146],"demonstrate":[149],"results":[151],"SSBA,":[153],"then":[154],"identify":[155],"key":[157],"open":[158],"challenges":[159],"facing":[160],"SSBA.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
