20.500.12556/DKUM-82857 Učenje nevronske mreže za igranje preproste arkadne igre diplomsko delo Teaching a neural network to play a simple arcade game V diplomskem delu smo izdelali nevronsko mrežo in preprosto arkadno videoigro Bomberman, katero se je nevronska mreža naučila igrati. Videoigro smo izdelali s pomočjo odprtokodnega ogrodja LibGdx v programskem jeziku Java. Implementirali smo lastno nevronsko mrežo in nevronsko mrežo s knjižnico PyTorch. Obe mreži se učita po principu okrepitvenega učenja. Rezultate lastne implementacije nevronske mreže smo primerjali z rezultati nevronske mreže implementirane s knjižnico PyTorch. Ugotovili smo, da so si rezultati obeh mrež zelo podobni. Nevronska mreža po tridesetih minutah učenja uspe počistiti polovico vseh uničljivih zidov. The thesis aimed to create a neural network and a simple arcade video game called Bomberman that the neural network would learn to play. The video game was created using the open-source framework LibGdx in the Java programming language. We implemented our own neural network and a neural network based on the PyTorch library. Both networks learn using the reinforcement learning method. The results of our own implementation of the neural network were compared with the results of the neural network implemented with the PyTorch library. We found that the results of both networks are very similar. After thirty minutes of learning, the neural network manages to clear half of all destructible walls. arkadna videoigra Bomberman nevronska mreža okrepitveno učenje globoka Q-mreža arcade video game Bomberman neural network reinforcement learning deep Q-network true true false [M. Polner] Slovenski jezik Angleški jezik Diplomsko delo/naloga 2022-09-06 09:08:15 2022-10-24 14:41:27 2023-01-25 03:06:28 0000-00-00 00:00:00 2022 0 Maribor 0 Maribor 1 spletni vir (1 datoteka PDF (X, 48 f.)) 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.8:004.94(043.2) 139102979 VS_Polner_Mitja_2022.pdf VS_Polner_Mitja_2022.pdf 1 10D840BC6DDC9A8F4DC434708F1E24BB 09ca5aa0fb3d4a12ca0b21f115d031e8005aaabda0af3a5e983d2851c34bf7c5 6c7756e4-2db8-11ed-8d84-00155d000105 https://dk.um.si/Dokument.php?lang=slv&id=161882 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0