{"id":"https://openalex.org/W4399039612","doi":"https://doi.org/10.1109/jstsp.2024.3405859","title":"Sensing-Assisted High Reliable Communication: A Transformer-Based Beamforming Approach","display_name":"Sensing-Assisted High Reliable Communication: A Transformer-Based Beamforming Approach","publication_year":2024,"publication_date":"2024-05-27","ids":{"openalex":"https://openalex.org/W4399039612","doi":"https://doi.org/10.1109/jstsp.2024.3405859"},"language":"en","primary_location":{"id":"doi:10.1109/jstsp.2024.3405859","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2024.3405859","pdf_url":null,"source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"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 Journal of Selected Topics in Signal Processing","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/A5102974426","display_name":"Yuanhao Cui","orcid":"https://orcid.org/0000-0001-6323-8559"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanhao Cui","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-6323-8559","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086187414","display_name":"Jiali Nie","orcid":"https://orcid.org/0009-0006-7972-3624"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiali Nie","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-7972-3624","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006729122","display_name":"Xiaowen Cao","orcid":"https://orcid.org/0000-0003-4164-071X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaowen Cao","raw_affiliation_strings":["School of Electronics and Information Engineering, Shenzhen University, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-4164-071X","affiliations":[{"raw_affiliation_string":"School of Electronics and Information Engineering, Shenzhen University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019598088","display_name":"Tiankuo Yu","orcid":"https://orcid.org/0000-0001-5279-1033"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tiankuo Yu","raw_affiliation_strings":["School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China","school of electronic engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5279-1033","affiliations":[{"raw_affiliation_string":"School of Electronic Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]},{"raw_affiliation_string":"school of electronic engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033455410","display_name":"Jiaqi Zou","orcid":"https://orcid.org/0000-0002-6969-3082"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Zou","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6969-3082","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050556544","display_name":"Junsheng Mu","orcid":"https://orcid.org/0000-0002-5352-8314"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junsheng Mu","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5352-8314","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027047483","display_name":"Xiaojun Jing","orcid":"https://orcid.org/0000-0003-2560-4364"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojun Jing","raw_affiliation_strings":["School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2560-4364","affiliations":[{"raw_affiliation_string":"School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.9219,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.98947984,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"18","issue":"5","first_page":"782","last_page":"795"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.930899977684021,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.930899977684021,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6925522089004517},{"id":"https://openalex.org/keywords/beamforming","display_name":"Beamforming","score":0.6087212562561035},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.27876022458076477}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6925522089004517},{"id":"https://openalex.org/C54197355","wikidata":"https://www.wikidata.org/wiki/Q5782992","display_name":"Beamforming","level":2,"score":0.6087212562561035},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.27876022458076477}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jstsp.2024.3405859","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jstsp.2024.3405859","pdf_url":null,"source":{"id":"https://openalex.org/S42167783","display_name":"IEEE Journal of Selected Topics in Signal Processing","issn_l":"1932-4553","issn":["1932-4553","1941-0484"],"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 Journal of Selected Topics in Signal Processing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W2147421915","https://openalex.org/W2194775991","https://openalex.org/W2560609797","https://openalex.org/W2603407422","https://openalex.org/W2614851539","https://openalex.org/W2725848324","https://openalex.org/W2769776241","https://openalex.org/W2888207788","https://openalex.org/W2914111477","https://openalex.org/W2952498881","https://openalex.org/W2956281646","https://openalex.org/W2964005248","https://openalex.org/W2964202652","https://openalex.org/W3011067038","https://openalex.org/W3038755994","https://openalex.org/W3039059058","https://openalex.org/W3047736659","https://openalex.org/W3072033075","https://openalex.org/W3088516248","https://openalex.org/W3097164986","https://openalex.org/W3131199897","https://openalex.org/W3132465590","https://openalex.org/W3135568954","https://openalex.org/W3172863135","https://openalex.org/W3173408828","https://openalex.org/W3186952469","https://openalex.org/W3188245790","https://openalex.org/W3193816080","https://openalex.org/W3194620979","https://openalex.org/W3200820186","https://openalex.org/W3207128153","https://openalex.org/W3212565034","https://openalex.org/W3213045530","https://openalex.org/W3213965409","https://openalex.org/W4205108919","https://openalex.org/W4283697862","https://openalex.org/W4285150423","https://openalex.org/W4289821648","https://openalex.org/W4291910443","https://openalex.org/W4293094697","https://openalex.org/W4296337753","https://openalex.org/W4315606030","https://openalex.org/W4321636206","https://openalex.org/W4378696931","https://openalex.org/W4379382376","https://openalex.org/W4381331133","https://openalex.org/W4381381680","https://openalex.org/W4386456744","https://openalex.org/W4387757567","https://openalex.org/W4389076345","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2963170046","https://openalex.org/W2376244802","https://openalex.org/W2390279801","https://openalex.org/W2923631784","https://openalex.org/W818226659","https://openalex.org/W2358668433","https://openalex.org/W4311414679","https://openalex.org/W4396701345"],"abstract_inverted_index":{"Beamforming":[0],"improves":[1],"the":[2,12,23,28,54,72,77,80,87,103,126,149],"received":[3],"signal":[4,14],"power":[5],"and":[6,41,49,101,122,139],"eliminates":[7],"undesirable":[8],"interference":[9],"by":[10,76],"sharpening":[11],"transmitted":[13],"toward":[15],"a":[16,60],"specific":[17],"direction,":[18],"enhancing":[19],"service":[20],"quality":[21],"in":[22,148],"future":[24],"vehicle":[25],"network.":[26],"However,":[27],"traditional":[29],"beam":[30,47],"codebook":[31],"has":[32],"gradually":[33],"failed":[34],"to":[35,46,64,85,97,107],"cope":[36],"with":[37],"high-speed":[38,150],"mobile":[39],"services":[40],"complex":[42],"pavement":[43],"conditions":[44],"due":[45],"misalignment":[48],"channel":[50],"fading.":[51],"To":[52],"address":[53],"challenges":[55],"above,":[56],"this":[57],"paper":[58],"proposes":[59],"transformer-based":[61],"beamforming":[62,84],"approach":[63],"achieve":[65],"sensing-assisted":[66],"high":[67],"reliable":[68],"communication.":[69],"We":[70],"use":[71],"multimodal":[73,99],"data":[74,124],"collected":[75],"sensors":[78],"at":[79],"base":[81],"station":[82],"for":[83,111],"optimize":[86],"communication":[88],"performance.":[89],"The":[90,113],"proposed":[91,130],"model":[92],"employs":[93],"three-dimensional":[94],"(3D)":[95],"ResNet-18":[96],"extract":[98],"features":[100,110],"leverages":[102],"transformer's":[104],"merged-attention":[105],"mechanism":[106],"fuse":[108],"these":[109],"beamforming.":[112],"experimental":[114],"result":[115],"based":[116],"on":[117,137],"real-world":[118],"vision,":[119],"radar,":[120],"LiDAR,":[121],"position":[123],"shows":[125],"advance":[127],"of":[128],"our":[129],"method,":[131],"which":[132],"achieves":[133],"91.59%":[134],"top-3":[135],"accuracy":[136,144],"average":[138],"exceeds":[140],"over":[141],"30%":[142],"top-1":[143],"than":[145],"single-modal":[146],"schemes":[147],"environment.":[151]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":33},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
