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Kinematično pozicioniranje in georeferenciranje prostorskih podatkov z nizkocenovnimi senzorji : doktorska disertacija
ID Viler, Filip (Author), ID Pavlovčič Prešeren, Polona (Mentor) More about this mentor... This link opens in a new window, ID Sterle, Oskar (Comentor), ID Triglav Čekada, Mihaela (Member of the commission for defense), ID Dimc, Franc (Member of the commission for defense), ID Bašić, Tomislav (Member of the commission for defense), ID Kuhar, Miran (Member of the commission for defense)

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Abstract
V zadnjem desetletju je razvoj nizkocenovnih senzorjev GNSS (angl. Global Navigation Satellite System) omogočil, da v določenih nalogah kinematičnega pozicioniranja in georeferenciranja prostorskih entitet že nadomeščajo profesionalne naprave. Ob tem se pojavlja problem, saj raziskave, ki bi sistematično ocenile njihovo kakovost in omejitve delovanja, niso enotne in ne dohajajo hitrega tehnološkega razvoja senzorjev. Za osrednje vodilo doktorske naloge smo si postavili izziv sistematične primerjave kakovosti delovanja treh nizkocenovnih senzorjev, u-blox ZED-F9P, ZED-F9R in Septentrio Mosaic-X5, v primerjavi s profesionalnim GNSS-sprejemnikom Leica GS18 T in Septentrio AsteRx-U, pri čemer smo ocenjevali njihovo delovanje v različnih okoljih, na kopnem, v zraku in nad vodnimi površinami. Osrednja tema doktorske naloge je bil praktičen preizkus nizkocenovnih senzorjev GNSS ter opredelitev kakovosti pozicioniranja glede na bolj kakovostne prostorske podatke, pridobljene s terestričnimi meritvami. Vzporedno smo zasnovali metodologijo za oceno kakovosti in opredelitve ključnih omejitev njihovega delovanja v kinematičnem načinu. Posebno pozornost smo namenili analizi rezultatov obdelave opazovanj enega oziroma več satelitskih sistemov GNSS na različnih frekvenčnih področjih, zmožnosti zmanjševanja vpliva večpotja v različnih okoljih ter združitvi GNSS-senzorjev z inercijsko merilno enoto in obdelavo meritev z razširjenim Kalmanovim filtrom. Poskuse smo izvedli na območju brez ovir sprejema signalov, v bližini visokih objektov in nad vodnimi površinami, kjer odboji in prekinitve sprejema signalov najbolj otežujejo pozicioniranje z GNSS na osnovi faznih opazovanj. Rezultati so pokazali, da uporaba več satelitskih sistemov GNSS znatno poveča število opazovanj in velikokrat omogoča centimetrsko kakovost pozicioniranja tudi v oteženih pogojih izmere z zmanjšanim številom sprejetih satelitskih signalov. Ključen dejavnik izboljšane kakovosti pozicioniranja je vključitev opazovanj frekvenčnega področja L5, še posebej pri pozicioniranju z enim samim satelitskim sistemom. Analiza prisotnosti večpotja v različnih okoljih je pokazala, da kalibrirana nizkocenovna antena močno zmanjšuje njegove učinke na kopnem in v zraku, medtem ko nad vodo razlike med uporabo preproste in kalibrirane antene ostajajo manjše. Zaradi tega in tudi drugih zunanjih dejavnikov ostaja pozicioniranje nad vodnimi površinami zahtevnejše in manj kakovostno kot v zraku in na kopnem.

Language:Slovenian
Keywords:doktorske disertacije, grajeno okolje, kinematično pozicioniranje GNSS, georeferenciranje, nizkocenovni senzorji, Kalmanov filter, večpotje
Work type:Doctoral dissertation
Typology:2.08 - Doctoral Dissertation
Organization:FGG - Faculty of Civil and Geodetic Engineering
Place of publishing:Ljubljana
Publisher:[F. Viler]
Year:2026
Number of pages:XXXI, 228 str., 21 str. pril.
PID:20.500.12556/RUL-187911 This link opens in a new window
UDC:629.056.8(043.3)
COBISS.SI-ID:291459587 This link opens in a new window
Publication date in RUL:16.09.2026
Views:127
Downloads:40
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Secondary language

Language:English
Title:Kinematic positioning and georeferencing of spatial data with low-cost sensors : doctoral dissertation
Abstract:
Over the past decade, the development of low-cost GNSS (Global Navigation Satellite System) sensors has enabled them to partially replace professional devices in certain kinematic positioning and spatial georeferencing tasks. A challenge remains, however, as studies systematically assessing their quality and operational limitations are inconsistent and lag behind the rapid technological advancement of these sensors. The primary aim of this doctoral dissertation was to conduct a systematic comparison of the performance of the low-cost sensors u-blox ZED-F9P, ZED-F9R and Septentrio Mosaic-X5 against the professional Leica GS18 T and Septentrio AsteRx-U, evaluating their performance in different environments, including on land, in the air, and over water. The main focus of the doctoral dissertation was the practical evaluation of low-cost GNSS sensors and the assessment of positioning and georeferencing quality in comparison with higher-accuracy spatial data obtained from terrestrial measurements. In parallel, we developed a methodology to evaluate achievable accuracy and define the key limitations of their operation in kinematic mode. Special attention was given to analyzing processing results from one or multiple GNSS constellations across different frequency bands, the potential for mitigating multipath effects in various environments, and the integration of GNSS sensors with an inertial measurement unit using an extended Kalman filter for combined measurement integration. Experiments were conducted in areas with unobstructed signal reception, near tall structures, and over water surfaces, where signal reflections and interruptions most significantly hinder GNSS positioning based on carrier-phase observations. The test results indicate that the use of multiple GNSS constellations significantly increases the number of observations and often enables centimeter-level positioning accuracy, even under challenging measurement conditions with limited signal reception due to the presence of obstacles. A key factor in achieving improved positioning accuracy is the inclusion of observations from the L5 frequency band, particularly when positioning with a single GNSS constellation. Analysis of multipath effects in different environments showed that a calibrated low-cost antenna substantially reduces these effects on land and in the air, while over water the differences between using a simple and a calibrated antenna are less pronounced. Consequently, and due to other external factors, positioning over water surfaces remains more challenging and less accurate than in the air or on land.

Keywords:doctoral dissertation, built environment, kinematic GNSS positioning, georeferencing, low-cost sensors, Kalman filter, multipath

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