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undergraduate thesis
Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:640878
Juroš, Jana
University of Zagreb
Faculty of Electrical Engineering and Computing

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Juroš, J. (2021). Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:640878

Juroš, Jana. "Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:640878

Juroš, Jana. "Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:640878

Juroš, J. (2021). 'Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 26 June 2024, https://urn.nsk.hr/urn:nbn:hr:168:640878

Juroš J. Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 June 26] Available at: https://urn.nsk.hr/urn:nbn:hr:168:640878

J. Juroš, "Egzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:640878

Metadata
TitleEgzaktno rješavanje problema raspoređivanja na strojevima potpomognuto grafovskim neuronskim mrežama
Title (english)Exact solving machine scheduling problems assisted by graph neural networks
AuthorJana Juroš
MentorMario Brčić (mentor)
Committee memberMario Brčić (predsjednik povjerenstva)
Committee memberAgneza Krajna (član povjerenstva)
Committee memberJuraj Dončević (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-01, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Raspoređivanje na strojevima jest jedan od najopćenitijih i najtežih tradicionalnih kombinatornih problema. Egzaktne općenite metode za rješavanje takvih problema dijele se na pristupe bazirane na matematičkom programiranju i na one bazirane na zadovoljenju ograničenja. U ovom radu koristit će se grafovska neuronska mreža za ubrzanje izvođenja izračuna u rješavaču baziranom na matematičkom programiranju. Mreža će se utrenirati imitacijskim učenjem nad odabranim skupom problema raspoređivanja na strojevima.
Abstract (english)
Job-shop scheduling problem is one of the most common and most difficult traditional combinatorial problems. Exact general methods for solving such problems are divided between mathematical programming and those based on meeting constraints. In this paper, graph-convolution neural network will be used for performance acceleration of solver based on mathematical programming. The network will be trained by imitation learning over a selected set of instances of Job-shop scheduling problem.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:640878
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 on2023-01-14 20:44:06