DocumentCode :
2217594
Title :
Decomposing the level generation problem with tiles
Author :
McGuinness, Cameron ; Ashlock, Daniel
Author_Institution :
Dept. of Math & Stat, Univ. of Guelph, Guelph, ON, Canada
fYear :
2011
fDate :
5-8 June 2011
Firstpage :
849
Lastpage :
856
Abstract :
Search based procedural content generation uses search techniques to locate high-quality content elements for use in games. This study specifies and tests an evolutionary-computation based system to generate tiles and plans that decompose the problem of assembling large levels. Evolutionary computation is used as an off-line tool to generate libraries of both tiles and assembly plans. Systems for rapidly assembling tile libraries can then be used to generate large levels on demand with combinatorially huge numbers of levels available. The study also introduces new fitness functions, generalizing early work on checkpoint based fitness for the evolution of mazes, that is especially well suited for tile creation. Tiles are generated using two different representations that yield tiles with very different appearances. The study demonstrates assemblies of large levels and outlines several directions for extending the work.
Keywords :
computer games; evolutionary computation; search problems; assembly plan; automatic game content generation; checkpoint based fitness; evolutionary computation based system; fitness function; high-quality content element; level generation problem; maze evolution; off-line tool; procedural content generation; search technique; tile generation; Assembly; Dynamic programming; Evolutionary computation; Games; Heuristic algorithms; Libraries; Tiles; Search based procedural content generation; automatic game content generation; dynamic programming; evolutionary computation; level generation; scalable content generation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation (CEC), 2011 IEEE Congress on
Conference_Location :
New Orleans, LA
ISSN :
Pending
Print_ISBN :
978-1-4244-7834-7
Type :
conf
DOI :
10.1109/CEC.2011.5949707
Filename :
5949707
Link To Document :
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