{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T00:11:31Z","timestamp":1787011891676,"version":"3.56.0"},"reference-count":51,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/OAPA.html"}],"funder":[{"name":"Futurewei through the UT Situation Aware Vehicular Engineering Systems"},{"DOI":"10.13039\/100000140","name":"U.S. Department of Transportation","doi-asserted-by":"publisher","id":[{"id":"10.13039\/100000140","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2019]]},"DOI":"10.1109\/access.2019.2922064","type":"journal-article","created":{"date-parts":[[2019,6,10]],"date-time":"2019-06-10T15:29:18Z","timestamp":1560180558000},"page":"87479-87493","source":"Crossref","is-referenced-by-count":108,"title":["MmWave Vehicular Beam Selection With Situational Awareness Using Machine Learning"],"prefix":"10.1109","volume":"7","author":[{"given":"Yuyang","family":"Wang","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7773-2080","authenticated-orcid":false,"given":"Aldebaro","family":"Klautau","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, Federal University of Par&#x00E1; (UFPA), Bel&#x00E9;m, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"M\u00f3nica","family":"Ribero","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anthony C. K.","family":"Soong","sequence":"additional","affiliation":[{"name":"Futurewei Technologies, Plano, TX, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4666-5628","authenticated-orcid":false,"given":"Robert W.","family":"Heath","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, The University of Texas at Austin, Austin, TX, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref39","first-page":"689","article-title":"Multimodal deep learning","author":"ngiam","year":"2011","journal-title":"Proc 28th Int Conf Mach Learn (ICML)"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2013.6525612"},{"key":"ref33","year":"2018","journal-title":"Wireless Insite"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/25.330150"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICCW.2016.7503868"},{"key":"ref30","first-page":"1","article-title":"28 GHz channel modeling using 3D ray-tracing in urban environments","author":"hur","year":"2015","journal-title":"Proc of the European Conf on Antennas and Propag (EuCAP)"},{"key":"ref37","author":"rappaport","year":"2014","journal-title":"Millimeter Wave Wireless Communications"},{"key":"ref36","author":"wang","year":"2019","journal-title":"Situational Awareness for mmWave Beam Training"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3141\/2124-22"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1287\/trsc.20.2.117"},{"key":"ref28","author":"glassner","year":"1989","journal-title":"An Introduction to Ray Tracing"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2902372"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2014.2365991"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2016.1600071CM"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOMW.2018.8644288"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2850226"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/PIMRC.2017.8292679"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2017.2787627"},{"key":"ref24","first-page":"1","article-title":"MmWave beam prediction with situational awareness: A machine learning approach","author":"wang","year":"2015","journal-title":"Proc IEEE 19th Int Workshop Signal Process Adv Wireless Commun (SPAWC)"},{"key":"ref23","first-page":"1","article-title":"5G MIMO data for machine learning: Application to beam-selection using deep learning","author":"klautau","year":"2016","journal-title":"Proc Inf Theory Appl Workshop (ITA)"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/VTCFall.2017.8287892"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2013.6655403"},{"key":"ref50","first-page":"2825","article-title":"Scikit-learn: Machine learning in python","volume":"12","author":"pedregosa","year":"2011","journal-title":"J Mach Learn Res"},{"key":"ref51","author":"chollet","year":"2015","journal-title":"Keras"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1021\/ci034160g"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1890\/07-0539.1"},{"key":"ref40","first-page":"209","article-title":"Field trial on GPS accuracy in a medium size city: The influence of built-up","author":"modsching","year":"2006","journal-title":"Proc Workshop Positioning Navigation Commun"},{"key":"ref12","volume":"1","author":"friedman","year":"2001","journal-title":"The Elements of Statistical Learning"},{"key":"ref13","first-page":"110","article-title":"Ensemble learning","volume":"2","author":"dietterich","year":"2002","journal-title":"The Handbook of Brain Theory and Neural Networks"},{"key":"ref14","author":"breiman","year":"1984","journal-title":"Classification and Regression Trees"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/BF00058655"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1201\/b12207"},{"key":"ref17","first-page":"3","article-title":"Supervised machine learning: A review of classification techniques","volume":"160","author":"kotsiantis","year":"2007","journal-title":"Emerging Artificial Intelligence Applications in Computer Engineering"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2017.2773532"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8485876"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2011.6134486"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2009.5425970"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1700207"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2016.2520930"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2014.7000980"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2018.2827259"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-74958-5_38"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref46","year":"2012","journal-title":"Vehicle Based Data and Availability"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2011.2132790"},{"key":"ref48","first-page":"12","article-title":"Acceleration and deceleration models","author":"ak\u00e7elik","year":"2001","journal-title":"Proc Conf Austral Institutes Transp Res (CAITR)"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.3141\/1883-05"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.3141\/2315-07"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1155\/2013\/480965"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/WC-M.2006.250356"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2009.2020484"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/8600701\/08734054.pdf?arnumber=8734054","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,15]],"date-time":"2024-01-15T16:24:24Z","timestamp":1705335864000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8734054\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"references-count":51,"URL":"https:\/\/doi.org\/10.1109\/access.2019.2922064","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]}}}