BEGIN:VCALENDAR METHOD:REQUEST PRODID:Microsoft Exchange Server 2010 VERSION:2.0 BEGIN:VTIMEZONE TZID:Central Standard Time BEGIN:STANDARD DTSTART:16010101T020000 TZOFFSETFROM:-0500 TZOFFSETTO:-0600 RRULE:FREQ=YEARLY;INTERVAL=1;BYDAY=1SU;BYMONTH=11 END:STANDARD BEGIN:DAYLIGHT DTSTART:16010101T020000 TZOFFSETFROM:-0600 TZOFFSETTO:-0500 RRULE:FREQ=YEARLY;INTERVAL=1;BYDAY=2SU;BYMONTH=3 END:DAYLIGHT END:VTIMEZONE BEGIN:VEVENT ORGANIZER;CN="Eulenfeld, Menda":mailto:menda.eulenfeld@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Starek, Mi chael via Cs-phd-student":mailto:cs-phd-student@listserv.tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Eulenfeld, Menda via cosc-grad-students-list":mailto:cosc-grad-students-list@listserv .tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN=cosc-ugrad -studies-list@listserv.tamucc.edu:mailto:cosc-ugrad-studies-list@listserv. tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Brundrett, Bridget":mailto:bridget.brundrett1@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Chu, Tianx ing":mailto:tianxing.chu@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Demir, Kad ir Alpaslan":mailto:kadiralpaslan.demir@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Gillis, Br yan":mailto:bryan.gillis@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Hadimliogl u, Alihan":mailto:alihan.hadimlioglu@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Haghparast , Mahboobeh":mailto:mahboobeh.haghparast@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Heuermann, Lewis":mailto:lewis.heuermann@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Holland, S eneca":mailto:seneca.holland@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Huang, Luc y":mailto:lucy.huang@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Huang, Min hua":mailto:minhua.huang@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Ji, Taoran" :mailto:taoran.ji@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Kar, Dulal" :mailto:dulal.kar@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="King, Scot t":mailto:scott.king@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Le, Huyen": mailto:huyen.le@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Liu, Bozhe n":mailto:bozhen.liu@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Liu, Zhihu i":mailto:zhihui.liu@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Medrano, A ntonio":mailto:antonio.medrano@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Rubio Medr ano, Carlos":mailto:carlos.rubiomedrano@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Sekharan, Chandra":mailto:chandra.sekharan@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Senol, Hab ib":mailto:habib.senol@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Serice, Jo hn":mailto:john.serice@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Song, Hong zhi":mailto:hongzhi.song@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Sookhak, M ehdi":mailto:mehdi.sookhak@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Starek, Mi chael":mailto:michael.starek@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Wang, Wenl u":mailto:wenlu.wang@tamucc.edu ATTENDEE;ROLE=OPT-PARTICIPANT;PARTSTAT=NEEDS-ACTION;RSVP=TRUE;CN="Yadav, Mam ta":mailto:mamta.yadav@tamucc.edu DESCRIPTION;LANGUAGE=en-US:Student Name: Abdullah Anjum\nProgram: Master of Science\, Computer Science\nCommittee Chair: Dr. Mehdi Sookhak\n\nThesis Title:\nNT&TP: Network Traffic and Trajectory Prediction in V2X-Enabled O- RAN Systems Through Transformer Learning\n\nAbstract:\nVehicle-to-Everythi ng (V2X) communication systems are facing critical challenges to ensure th e Quality of Service (QoS) of dynamic vehicles moving through urban enviro nments across distributed Radio Service Units (RSUs). Current reactive app roaches only respond to network changes after they have occurred\, resulti ng in frequent handoff failures and service degradation. Proactive managem ent of resources requires the ability to predict vehicle trajectories with accuracy to anticipate movements and plan the network accordingly. This t hesis proposes a Transformer-based Network Traffic and Trajectory Predicti on (NT&TP) model in O-RAN to enable accurate multi-horizon forecasting of vehicle movements and network dynamics. Using trajectories of 1\,386 vehic les with 9.87 million records from a realistic urban traffic simulation in the city of Corpus Christi\, Texas\, we show that our approach outperform s traditional LSTM/GRU baselines for multiple prediction horizons. The pre dicted trajectories support applications such as proactive resource alloca tion in the O-RAN RAN Intelligent Controller (RIC). This thesis delivers a generalizable framework\, a large-scale V2X trajectory dataset\, and open -source implementations for the advancement of intelligent transportation systems and next-generation wireless networks.\n UID:040000008200E00074C5B7101A82E00800000000809EAD1F0FCCDC01000000000000000 010000000C8B141AA3E450F4A8BF71933C2AE52A2 SUMMARY;LANGUAGE=en-US:Abdullah Anjum Thesis Defense Presentation DTSTART;TZID=Central Standard Time:20260417T120000 DTEND;TZID=Central Standard Time:20260417T133000 CLASS:PUBLIC PRIORITY:5 DTSTAMP:20260414T180846Z TRANSP:OPAQUE STATUS:CONFIRMED SEQUENCE:0 LOCATION;LANGUAGE=en-US:CI 112 X-MICROSOFT-CDO-APPT-SEQUENCE:0 X-MICROSOFT-CDO-OWNERAPPTID:2123253738 X-MICROSOFT-CDO-BUSYSTATUS:TENTATIVE X-MICROSOFT-CDO-INTENDEDSTATUS:BUSY X-MICROSOFT-CDO-ALLDAYEVENT:FALSE X-MICROSOFT-CDO-IMPORTANCE:1 X-MICROSOFT-CDO-INSTTYPE:0 X-MICROSOFT-DONOTFORWARDMEETING:FALSE X-MICROSOFT-DISALLOW-COUNTER:FALSE X-MICROSOFT-REQUESTEDATTENDANCEMODE:DEFAULT X-MICROSOFT-ISRESPONSEREQUESTED:TRUE X-MICROSOFT-LOCATIONS:[ { "DisplayName" : "CI 112"\, "LocationAnnotation" : ""\, "LocationSource" : 0\, "Unresolved" : false\, "LocationUri" : "" } ] BEGIN:VALARM DESCRIPTION:REMINDER TRIGGER;RELATED=START:-PT15M ACTION:DISPLAY END:VALARM END:VEVENT END:VCALENDAR