{"id":"https://openalex.org/W2986470677","doi":"https://doi.org/10.1109/vtcfall.2019.8891363","title":"BsNet: A Deep Learning-Based Beam Selection Method for mmWave Communications","display_name":"BsNet: A Deep Learning-Based Beam Selection Method for mmWave Communications","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2986470677","doi":"https://doi.org/10.1109/vtcfall.2019.8891363","mag":"2986470677"},"language":"en","primary_location":{"id":"doi:10.1109/vtcfall.2019.8891363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2019.8891363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)","raw_type":"proceedings-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/A5102006133","display_name":"Chia-Hung Lin","orcid":"https://orcid.org/0000-0002-6359-709X"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chia-Hung Lin","raw_affiliation_strings":["Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","Institute of Communications Engineering, National Chiao Tung University, Taiwan","National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Institute of Communications Engineering, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052506351","display_name":"Wei-Cheng Kao","orcid":"https://orcid.org/0009-0008-6272-2558"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Cheng Kao","raw_affiliation_strings":["Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","Institute of Communications Engineering, National Chiao Tung University, Taiwan","National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Institute of Communications Engineering, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031069029","display_name":"Shi-Qing Zhan","orcid":null},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Shi-Qing Zhan","raw_affiliation_strings":["Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","Institute of Communications Engineering, National Chiao Tung University, Taiwan","National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Institute of Communications Engineering, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013161491","display_name":"Ta-Sung Lee","orcid":"https://orcid.org/0000-0002-4774-4977"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ta-Sung Lee","raw_affiliation_strings":["Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","Institute of Communications Engineering, National Chiao Tung University, Taiwan","National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for mmWave Smart Radar Systems and Technologies, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"Institute of Communications Engineering, National Chiao Tung University, Taiwan","institution_ids":["https://openalex.org/I148366613"]},{"raw_affiliation_string":"National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4218,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.89523051,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"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/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":1.0,"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":1.0,"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":0.9980999827384949,"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/T10069","display_name":"Antenna Design and Analysis","score":0.995199978351593,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/beamforming","display_name":"Beamforming","score":0.7434313297271729},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.727541446685791},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5534593462944031},{"id":"https://openalex.org/keywords/directivity","display_name":"Directivity","score":0.5174475312232971},{"id":"https://openalex.org/keywords/path-loss","display_name":"Path loss","score":0.49366483092308044},{"id":"https://openalex.org/keywords/electronic-engineering","display_name":"Electronic engineering","score":0.4665040373802185},{"id":"https://openalex.org/keywords/extremely-high-frequency","display_name":"Extremely high frequency","score":0.4498641788959503},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.428555428981781},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3685060143470764},{"id":"https://openalex.org/keywords/antenna","display_name":"Antenna (radio)","score":0.31301113963127136},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.2140810489654541},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18445327877998352},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.1254030466079712}],"concepts":[{"id":"https://openalex.org/C54197355","wikidata":"https://www.wikidata.org/wiki/Q5782992","display_name":"Beamforming","level":2,"score":0.7434313297271729},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.727541446685791},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5534593462944031},{"id":"https://openalex.org/C189039984","wikidata":"https://www.wikidata.org/wiki/Q8225412","display_name":"Directivity","level":3,"score":0.5174475312232971},{"id":"https://openalex.org/C194273485","wikidata":"https://www.wikidata.org/wiki/Q1478845","display_name":"Path loss","level":3,"score":0.49366483092308044},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.4665040373802185},{"id":"https://openalex.org/C45764600","wikidata":"https://www.wikidata.org/wiki/Q570342","display_name":"Extremely high frequency","level":2,"score":0.4498641788959503},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.428555428981781},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3685060143470764},{"id":"https://openalex.org/C21822782","wikidata":"https://www.wikidata.org/wiki/Q131214","display_name":"Antenna (radio)","level":2,"score":0.31301113963127136},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.2140810489654541},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18445327877998352},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.1254030466079712},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vtcfall.2019.8891363","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vtcfall.2019.8891363","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1677182931","https://openalex.org/W1885185971","https://openalex.org/W2024668293","https://openalex.org/W2111953900","https://openalex.org/W2143471631","https://openalex.org/W2194775991","https://openalex.org/W2195693430","https://openalex.org/W2272804037","https://openalex.org/W2490421627","https://openalex.org/W2544979374","https://openalex.org/W2725078910","https://openalex.org/W2767349235","https://openalex.org/W2791621240","https://openalex.org/W2898434483","https://openalex.org/W2905885786","https://openalex.org/W2963145597","https://openalex.org/W2992481232","https://openalex.org/W6771525124"],"related_works":["https://openalex.org/W2079738428","https://openalex.org/W1993813731","https://openalex.org/W4288358369","https://openalex.org/W2944474572","https://openalex.org/W3110590130","https://openalex.org/W4287562279","https://openalex.org/W2504274537","https://openalex.org/W2972536919","https://openalex.org/W2512234407","https://openalex.org/W2521006054"],"abstract_inverted_index":{"Millimeter":[0],"wave":[1],"(mmWave)":[2],"techniques":[3,41],"have":[4],"attracted":[5],"much":[6,68],"attention":[7],"in":[8,24,37,162],"recent":[9],"years":[10],"owing":[11],"to":[12,50,110,154],"features":[13],"such":[14],"as":[15,98],"substantial":[16],"bandwidth":[17],"for":[18,32],"communication,":[19],"and":[20,27,58,67,93,127,164],"it":[21],"has":[22],"applications":[23],"radar":[25],"systems":[26],"location":[28],"applications.":[29],"To":[30],"compensate":[31],"the":[33,55,63,95,112,134,148,156,159],"severe":[34],"path":[35],"loss":[36],"mmWave":[38],"bands,":[39],"beamforming":[40,149],"with":[42,75],"a":[43,76,84],"massive":[44],"antenna":[45],"array":[46],"are":[47,152],"usually":[48],"employed":[49,109],"provide":[51],"high":[52],"directivity.":[53],"However,":[54],"resulting":[56],"high-gain":[57],"narrow":[59],"pencil":[60],"beam":[61,64,73,96,113,136],"make":[62],"alignment":[65,74],"costlier":[66],"more":[69],"difficult.":[70],"Hence,":[71],"conducting":[72],"low":[77],"overhead":[78,132],"becomes":[79],"critical.":[80],"Herein,":[81],"we":[82],"propose":[83],"promising":[85],"solution":[86],"that":[87],"does":[88],"not":[89],"require":[90],"channel":[91],"knowledge":[92],"treats":[94],"selection":[97,137],"an":[99],"image":[100,115],"reconstruction":[101],"problem;":[102],"thus,":[103],"deep":[104],"neural":[105],"networks":[106],"can":[107,119,138],"be":[108,120,139],"operate":[111],"domain":[114],"reconstruction.":[116],"This":[117],"approach":[118],"divided":[121],"into":[122],"two":[123],"stages:":[124],"off-line":[125,143],"training":[126],"on-":[128],"line":[129],"prediction.":[130],"The":[131],"of":[133,158],"on-line":[135],"significantly":[140],"reduced":[141],"via":[142],"Eigen-beam":[144],"extraction":[145],"without":[146],"degrading":[147],"performance.":[150],"Simulations":[151],"conducted":[153],"confirm":[155],"performance":[157],"proposed":[160],"framework":[161],"scalability":[163],"robustness.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
