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Comparison in Production Planning of the Classical Method and RL Advanced Algorithms


Šikulec, Leon; Radelja, Hrvoje; Kršulja, Marko; Car, Zlatan
Comparison in Production Planning of the Classical Method and RL Advanced Algorithms // Proceedings of International Conference on Innovative Technologies IN-TECH / Kudlaček, Jan ; Car, Zlatan ; Barišić, Branimir ; Pepelnjak, Tomaž ; Pakosta, Michal ; Kršulja, Marko (ur.).
Prag: Tisk AS, s.r.o., Jaroměř, 2011. str. 778-780 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Comparison in Production Planning of the Classical Method and RL Advanced Algorithms

Autori
Šikulec, Leon ; Radelja, Hrvoje ; Kršulja, Marko ; Car, Zlatan

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

Izvornik
Proceedings of International Conference on Innovative Technologies IN-TECH / Kudlaček, Jan ; Car, Zlatan ; Barišić, Branimir ; Pepelnjak, Tomaž ; Pakosta, Michal ; Kršulja, Marko - Prag : Tisk AS, s.r.o., Jaroměř, 2011, 778-780

ISBN
978-80-904502-6-4

Skup
International Conference on Innovative Technologies IN-TECH 2010

Mjesto i datum
Bratislava, Slovačka, 1-3.09.2011

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Simulation; production planning; optimization; cost control; reinforcement learning

Sažetak
In this paper a comparison of optimization methods, conventional and advance algorithms in production scheduling is investigated. Target is to use Reinforcement learning (RL) method in production planning optimization and to detect influential parameters in both methods used for selected production optimization. Two simulations are conducted: first is done with the use of classical methods for technical planning and other is focused on the use of RL method in combination with genetically algorithm (GA). Simulation is done with Tecnomatix EM plant Simulation software and efficiency of used methods will be analyzed on a furniture factory plan. Focus of simulation is the internal warehouse system of mentioned factory.

Izvorni jezik
Engleski

Znanstvena područja
Metalurgija, Računarstvo, Strojarstvo



POVEZANOST RADA


Projekt / tema
069-1201787-1754 - Numeričko modeliranje, simulacija i optimizacija u oblikovanju lima (Zlatan Car, )

Ustanove
Tehnički fakultet, Rijeka