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On Input Vector Representation for the SVR Model of Reactor Core Loading Pattern Critical Parameters


Trontl, Krešimir; Pevec, Dubravko; Šmuc Tomislav
On Input Vector Representation for the SVR Model of Reactor Core Loading Pattern Critical Parameters // 7th International Conference on Nuclear Option in Countries with Small and Medium Electricity Grids - Conference Proceedings / Čavlina, Nikola ; Pevec, Dubravko ; Bajs, Tomislav (ur.).
Zagreb: Croatian Nuclear Society, 2008. str. S-06.90-1-S-06.90-10 (poster, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
On Input Vector Representation for the SVR Model of Reactor Core Loading Pattern Critical Parameters

Autori
Trontl, Krešimir ; Pevec, Dubravko ; Šmuc Tomislav

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
7th International Conference on Nuclear Option in Countries with Small and Medium Electricity Grids - Conference Proceedings / Čavlina, Nikola ; Pevec, Dubravko ; Bajs, Tomislav - Zagreb : Croatian Nuclear Society, 2008, S-06.90-1-S-06.90-10

ISBN
978-953-55224-1-6

Skup
7th International Conference on Nuclear Option in Countries with Small and Medium Electricity Grids

Mjesto i datum
Dubrovnik, Hrvatska, 25-29.05.2008

Vrsta sudjelovanja
Poster

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Support vector regression; loading pattern evaluation

Sažetak
In this paper, recently proposed method for fast evaluation of reactor core loading pattern based on novel machine learning technique, Support Vector Regression - SVR, is analysed in respect of two SVR specific application issues: the input vector structure and the SVR parameter influence. The results of the experiments suggest that input vector structure is of secondary interest, and that focus of the research should be pointed to the adaptation of the SVR mechanism, namely optimization of the SVR parameters, to the requirements imposed by the application of the SVR method for the evaluation of core loading pattern.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika



POVEZANOST RADA


Projekt / tema
036-0361590-1579 - Gospodarenje gorivom standardnih i naprednih nuklearnih reaktora (Dubravko Pevec, )
098-0982560-2565 - Postupci računalne inteligencije u mjernim sustavima (Ivan Marić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb,
Institut "Ruđer Bošković", Zagreb