{"id":"https://openalex.org/W4416582630","doi":"https://doi.org/10.1109/tii.2025.3630199","title":"A Lightweight Multimodal Environment Semantics Aided mmWave Beam Prediction Scheme for Industrial Wireless Networks","display_name":"A Lightweight Multimodal Environment Semantics Aided mmWave Beam Prediction Scheme for Industrial Wireless Networks","publication_year":2025,"publication_date":"2025-11-24","ids":{"openalex":"https://openalex.org/W4416582630","doi":"https://doi.org/10.1109/tii.2025.3630199"},"language":null,"primary_location":{"id":"doi:10.1109/tii.2025.3630199","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3630199","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Transactions on Industrial Informatics","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/A5064573808","display_name":"Xin Xie","orcid":"https://orcid.org/0000-0003-2992-2028"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Xie","raw_affiliation_strings":["Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051841148","display_name":"D. Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dihan Yang","raw_affiliation_strings":["Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100398563","display_name":"Yifan Wang","orcid":"https://orcid.org/0000-0002-4721-2233"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Wang","raw_affiliation_strings":["Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100453979","display_name":"Heng Wang","orcid":"https://orcid.org/0000-0003-1425-2885"},"institutions":[{"id":"https://openalex.org/I10535382","display_name":"Chongqing University of Posts and Telecommunications","ror":"https://ror.org/03dgaqz26","country_code":"CN","type":"education","lineage":["https://openalex.org/I10535382"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heng Wang","raw_affiliation_strings":["Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Industrial Internet of Things and Networked Control, Chongqing University of Posts and Telecommunications, Chongqing, China","institution_ids":["https://openalex.org/I10535382"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5064573808"],"corresponding_institution_ids":["https://openalex.org/I10535382"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38255966,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"3","first_page":"1695","last_page":"1705"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10936","display_name":"Millimeter-Wave Propagation and Modeling","score":0.9922000169754028,"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":0.9922000169754028,"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/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.002400000113993883,"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":0.0017999999690800905,"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/wireless","display_name":"Wireless","score":0.6194000244140625},{"id":"https://openalex.org/keywords/beam-search","display_name":"Beam search","score":0.5322999954223633},{"id":"https://openalex.org/keywords/beam","display_name":"Beam (structure)","score":0.5310999751091003},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5271999835968018},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5141000151634216},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41839998960494995}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6958000063896179},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.6194000244140625},{"id":"https://openalex.org/C19889080","wikidata":"https://www.wikidata.org/wiki/Q2835852","display_name":"Beam search","level":3,"score":0.5322999954223633},{"id":"https://openalex.org/C168834538","wikidata":"https://www.wikidata.org/wiki/Q3705329","display_name":"Beam (structure)","level":2,"score":0.5310999751091003},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5271999835968018},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5141000151634216},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41839998960494995},{"id":"https://openalex.org/C45764600","wikidata":"https://www.wikidata.org/wiki/Q570342","display_name":"Extremely high frequency","level":2,"score":0.4146000146865845},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.40380001068115234},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.39419999718666077},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.36660000681877136},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36160001158714294},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.34929999709129333},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.32670000195503235},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3221000134944916}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2025.3630199","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2025.3630199","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"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 Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"In":[0,31],"industrial":[1,29],"wireless":[2],"networks,":[3,87],"millimeter":[4],"wave":[5],"(mmWave)":[6],"communication":[7],"is":[8,44],"able":[9],"to":[10,22,33,45,70,142,153],"provide":[11],"ultra-low":[12],"latency":[13],"and":[14,92,113,117,126,138,184],"ultra-high":[15],"bandwidth,":[16],"emerging":[17],"as":[18,67,83,128],"a":[19,68,102,167],"key":[20],"technology":[21],"meet":[23],"the":[24,35,38,41,71,75,115,121,124,129,144,154,163,178,186,190],"real-time":[25],"requirements":[26],"of":[27,37,77,120,174,189,197],"future":[28],"applications.":[30],"order":[32,196],"maintain":[34],"stability":[36],"mmWave":[39],"connection,":[40],"traditional":[42],"approach":[43],"perform":[46],"beam":[47,51,58,63,108,146,160,170,191],"alignment":[48],"by":[49,181,194],"frequent":[50],"sweeping,":[52],"but":[53],"this":[54,98],"results":[55,149],"in":[56],"additional":[57],"overhead.":[59],"Recently":[60],"proposed":[61,164],"vision-aided":[62,157],"prediction":[64,109,140,161,171,192],"models":[65,78],"emerge":[66],"solution":[69],"above":[72],"problem.":[73],"However,":[74],"usage":[76],"with":[79],"complex":[80],"structures,":[81],"such":[82],"deep":[84],"convolutional":[85],"neural":[86],"requires":[88],"substantial":[89],"system":[90],"storage":[91],"causes":[93],"high":[94],"computational":[95],"costs.":[96],"To":[97],"end,":[99],"we":[100],"propose":[101],"lightweight":[103,139],"multimodal":[104],"environment":[105,130],"semantics":[106],"aided":[107],"scheme.":[110],"It":[111],"extracts":[112],"combines":[114],"absolute":[116],"relative":[118],"positions":[119],"target":[122],"from":[123],"locator":[125],"images":[127],"semantics,":[131],"then":[132],"inputs":[133],"them":[134],"into":[135],"an":[136],"efficient":[137],"model":[141,165,179],"output":[143],"optimal":[145],"index.":[147],"Experimental":[148],"demonstrate":[150],"that,":[151],"compared":[152],"existing":[155],"mainstream":[156],"or":[158],"vision-position-aided":[159],"methods,":[162],"achieves":[166],"maximum":[168],"top-1":[169],"accuracy":[172],"improvement":[173],"7.6%,":[175],"while":[176],"saving":[177],"size":[180],"about":[182],"83.4%":[183],"reducing":[185],"running":[187],"time":[188],"stage":[193],"one":[195],"magnitude.":[198]},"counts_by_year":[],"updated_date":"2026-03-06T06:45:51.903784","created_date":"2025-11-25T00:00:00"}