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Interaktivna 3D-vizualizacija velikih količin meritvenih podatkov
ID DOLANC, DOMEN (Author), ID Marolt, Matija (Mentor) More about this mentor... This link opens in a new window, ID Piskar, Sašo (Co-mentor)

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Abstract
Diplomska naloga opisuje postopek vizualizacije velikih količin časovnih vektorskih meritvenih podatkov. Podatke pretvorimo s časovno-frekvenčno transformacijo, da jih lahko analiziramo in zaznamo različne pojave. Težave nastanejo, kadar želimo prikazati vse zajete podatke. Cilj diplomske naloge je zmanjšati količino pretvorjenih podatkov za hiter prikaz in ohraniti njihove lastnosti. Podatke reduciramo z agregacijo podatkov. Agregacija z iskanjem maksimalne vrednosti najbolj ohrani lastnosti pretvorjenih podatkov. Z opisano metodo smo zasnovali večnivojski krožni medpomnilnik, ki reducira podatke po obeh dimenzijah. Vsak naslednji nivo medpomnilnika hrani reducirane podatke, s katerimi lahko prikažemo daljši časovni interval od prejšnjega nivoja medpomnilnika. Vizualizacija ob spremembi prikazanega časovnega intervala preklopi na ustrezen nivo medpomnilnika, s katerega prikazuje podatke. Vizualizacija je bila implementirana s pomočjo DirectX 11, pri katerem se vse transformacije izvajajo v senčilnikih. Podpira različne poglede, manipulacije podatkov in splošne uporabniške interakcije, kot so premikanje po časovni osi, rotacija in premik pogleda ter odčitavanje vrednosti pod kazalcem.

Language:Slovenian
Keywords:3D, vizualizacija, STFT, frekvenčna analiza, časovni meritveni podatki, večnivojski krožni medpomnilnik, agregacija, DirectX, HLSL
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FRI - Faculty of Computer and Information Science
Year:2020
PID:20.500.12556/RUL-114383 This link opens in a new window
COBISS.SI-ID:1538540995 This link opens in a new window
Publication date in RUL:25.02.2020
Views:1567
Downloads:320
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Secondary language

Language:English
Title:Interactive 3D-visualisation of large sets of measurement data
Abstract:
This diploma thesis describes visualisation of large sets of measurement time-based vector data. The data is transformed from time to frequency domain so it can be analysed and detect various phenomena. The problem we are facing is how to display all of the data at once. The goal is to reduce the size of the transformed data for a fast visualization while preserving its properties. We reduce the data with data aggregation. The properties of the transformed data are preserved the most by using the aggregation with maximum value. With the described aggregation method a multi level circular buffer is designed, which reduces the data in both dimensions. Each next level of our buffer can display a longer time interval of reduced data than the previous one. The visualisation switches the displayed buffer level when the length of the time interval changes. The visualisation is implemented with DirectX 11, where all transformations are done in shaders. It supports different views, data manipulation and basic user interactions like changing the time interval, rotation and translation of camera view and reading the value under the cursor.

Keywords:3D, visualisation, STFT, frequency analysis, time-based mea-surement data, multi level circular buffer, data aggregation, DirectX, HLSL

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