Razvoj inteligentnog računalnog igrača

undergraduate thesis

• Title (english): Intelligent Computer-based Game Player Development
• Author: Robert Kunštek
• Mentor: Marko Čupić (mentor)
• Committee member: Marko Čupić (član povjerenstva)
• Committee member: NIna Drobac (član povjerenstva)
• Committee member: Vjeko Kužina (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2023-07-06, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu opisana je implementacija jednostavne 2D side-scroller videoigre te je dan opis razvoja fizikalnog sustava, grafičkog sučelja i objekata scene. Dan je kratki pregled povijesne i teorijske pozadine umjetnih neuronskih mreža i genetskih algoritama. Opisan je razvoj umjetne neuronske mreže za igrača razvijene igre te implementacija evolucijskog algoritma koji pronalazi najboljeg igrača.

Abstract (english)

This paper describes the implementation of simple 2D side-scroller videogame and gives the description of physical system, graphical interface and scene objects development. It gives a short overview of history of artificial neural networks and theoretical background of artificial neural networks and genetic algorithms. This paper also describes the development of an artificial neural network for controlling of the in-game player and the implementation of evolutionary algorithm used to find the best possible network.

• Keywords: videoigra; 2D; umjetna neuronska mreža; arhitektura umjetne neuronske mreže; perceptron; evolucijski algoritmi; generacijski algoritam
• Keywords (english): videogame; 2D; artificial neural network; artificial neural network architecture; perceptron; evolutionary algorithms; generational algorithm
• Language: croatian
• URN:NBN: urn:nbn:hr:168:308178
• Study programme: Title: 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 resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-10-11 09:28:19