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undergraduate thesis
Primjena programskog paketa iRace za optimiranje parametara algoritma
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. urn:nbn:hr:168:365701
Smirčić, Dino
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Smirčić, D. (2022). Primjena programskog paketa iRace za optimiranje parametara algoritma (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:365701

Smirčić, Dino. "Primjena programskog paketa iRace za optimiranje parametara algoritma." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:365701

Smirčić, Dino. "Primjena programskog paketa iRace za optimiranje parametara algoritma." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:365701

Smirčić, D. (2022). 'Primjena programskog paketa iRace za optimiranje parametara algoritma', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 04 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:365701

Smirčić D. Primjena programskog paketa iRace za optimiranje parametara algoritma [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2022 [cited 2024 November 04] Available at: https://urn.nsk.hr/urn:nbn:hr:168:365701

D. Smirčić, "Primjena programskog paketa iRace za optimiranje parametara algoritma", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2022. Available at: https://urn.nsk.hr/urn:nbn:hr:168:365701

Metadata
TitlePrimjena programskog paketa iRace za optimiranje parametara algoritma
Title (english)Applying iRace software to program parameter optimization
AuthorDino Smirčić
MentorMatko Orsag (mentor)
Committee memberMatko Orsag (član povjerenstva)
Committee memberRobert Milijaš (član povjerenstva)
Committee memberJelena Vuletić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2022-09-09, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu opisano je korištenje programskog paketa iRace koji služi za određivanje najboljih parametara algoritama koristeći metodu utrkivanja parametara. Programski paket iRace namijenjen je za pronalaženje konfiguracije parametara uz koje algoritam vraća optimalan rezultat. Neki od algoritama na kojima se provela optimizacija parametara paketom Race su algoritmi lokalizacije i mapiranja prostora u robotici i algortimi za računalni vid. Ovaj rad prikazuje kako paket iRace provodi optimizaciju na algoritmu za pronalazak krugova koristeći metodu elitističkog utrkivanja skupina parametara. Uz dovoljno velik broj dozvoljenih iteracija, iRace može pružiti gotovo savršene parametre za algoritme koji nemaju iznimno veliku prostornu i vremensku složenost. Ovime se olakšava pronalazak optimalnih parametara, uz to se značajno smanjuje potrošnja energetskih resursa.
Abstract (english)
This paper covers the use of a hyperparameter optimization tool called iRace. Hyperparameter optimization tools are used to find a configuration of parameters which, when passed to the algorithm, produce an optimal result. iRace was used to optimize a number of modern algorithms such as SLAM and computer vision algorithms. In particular, iRace uses iterated racing procedures. In this paper Race will be used to optimize a computer vision program for circle detection using the elitist racing procedure. iRace can produce almost perfect results over a large enough number of iterations of an algorithm. This makes finding optimal parameter configurations easier and it requires significantly less electrical energy and time.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:365701
Study programmeTitle: 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 resourceText
File originBorn digital
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Created on2023-01-15 11:12:58