Određivanje moda prijevoza analizom spajanja korisnika na pojedine bazne stanice mobilne mreže

undergraduate thesis

• Title (english): Determining Mode of Transportation by Analysis of Users' Connection to Specific Base Stations of a Mobile Network
• Author: Nikola Rožman
• Mentor: Mario Muštra (mentor)
• Committee member: Tonči Carić (predsjednik povjerenstva)
• Committee member: Niko Jelušić (član povjerenstva)
• Committee member: Edouard Ivanjko (član povjerenstva)
• Granter: University of Zagreb; Faculty of Transport and Traffic Sciences; (Division of Intelligent Transport Systems and Logistics); (Department of Intelligent Transport Systems); Zagreb
• Defense date and country: 2021-09-14, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Traffic and Transport Technology; Intelligent Transport Systems and Logistics

Abstract

U ovome završnom radu opisano je strojno učenje, klasifikacija podataka kao i evaluacija klasifikatora za određivanje moda prijevoza. Predstavljena je osnovna definicija ćelija mobilnih mreža te pregled pet generacija mobilnih tehnologija. Također su opisani procesi ponovnog iskorištavanja frekvencija i preuzimanja poziva. Opisan je proces lociranja mobilnih uređaja koristeći tehnologije mobilne mreže. Uz to opisan je i proces izdvajanja značajki iz podataka. Navedene su podjele strojnog učenja te njihove značajke. Na kraju su opisane metode klasifikacije koje se promatraju u radu te njihova evaluacija.

Abstract (english)

This paper describes machine learning, classification of data as well as evaluation of classificators for determining mode of transportation. Basic definition of mobile cell networks is presented as well as overview of five generations of mobile technologies. Processes of frequency reuse and handoff are also mentioned. Process of locating mobile devices using mobile network technologies is described. Besides that, process of feature extraction is defined as well. Division of machine learning is listed as well as the features. Finally, methods of classifications being observed is presented and their evaluation.

• Keywords: bazna stanica; mobilna mreža; strojno učenje; klasifikator
• Keywords (english): base station; mobile network; machine learning; classificator
• Language: croatian
• URN:NBN: urn:nbn:hr:119:248537
• Study programme: Title: Intelligent Transport Systems and Logistics; specializations in: Intelligent Transport Systems, Logistics; Course: Intelligent Transport Systems; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka prometa (sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka prometa)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Open access
• Created on: 2021-10-15 13:43:55