Duboko učenje za simuliranje slika raspršenja goriva

undergraduate thesis

• Title (english): Deep Learning for Fuel Spray Image Simulation
• Author: Jakov Gracin
• Mentor: Sven Lončarić (mentor)
• Committee member: Sven Lončarić (predsjednik povjerenstva)
• Committee member: Fran Huzjan (član povjerenstva)
• Committee member: Donik Vršnak (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-09-14, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Ovaj rad bavi se računalnim stvaranjem slika oblaka dizelskog goriva iz
raspršivača u motoru s unutarnjim izgaranjem, sa svrhom unaprijeđenja i istraživanja biodizelskog goriva.
Time se nastoji riješiti problem ograničene količine dostupnih slika dobivenih snimanjem, kako je iz
relativno malenog broja izvornih slika moguće digitalnim stvaranjem dobiti skup slika dostatne veličine za daljnje istraživanje.
Uvode se i opisuju općeniti koncepti i metode dubokog učenja poput neuronskih mreža, te posebice GAN (Generative Adversarial Networks),
skupina neuronskih mreža korištenih za stvaranje novih slika na temelju postojećih, pomoću koje je implementirana metoda
stvaranja slika oblaka goriva.

Abstract (english)

This paper explores the process of digitally generating images of fuel clouds dispersed in an internal combustion engine,
with the purpose of advancing the research of biodiesel fuels.
It thereby attempts to tackle the problem of the limited amount of actual recorded images, as image generation using real references
can greatly enhance the number of images suitable for research.
The general methods of deep learning are described, as well as neural networks
including GANs (Generative Adversarial Networks), a family of neural networks used to generate high-quality images using reference, which
were used to implement the method of image generation.

• Keywords: Duboko učenje; računalni vid; biodizel; generiranje slika; neuronska mreža; neuron; GAN; konvolucija; CNN
• Keywords (english): Deep learning; computer vision; biodiesel; image generation; neural network; neuron; GAN; convolution; CNN
• Language: croatian
• URN:NBN: urn:nbn:hr:168:500659
• Study programme: Title: Computing; Study programme type: university; Study level: undergraduate; Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-01-14 20:28:33