DocumentCode :
1218285
Title :
Evolutionary Generative Process for an Artificial Creature's Personality
Author :
Kim, Jong-Hwan ; Lee, Chi-Ho ; Lee, Kang-Hee
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Korea Adv. Inst. of Sci. & Technol. (KAIST), Daejeon
Volume :
39
Issue :
3
fYear :
2009
fDate :
5/1/2009 12:00:00 AM
Firstpage :
331
Lastpage :
342
Abstract :
In this paper, an artificial creature is designed to have its own genome in which a specific personality is encoded. The genome is composed of 14 chromosomes each of which consists of three kinds of genes such as fundamental genes, internal-state-related genes, and behavior-related genes. To represent various types of personality, a large number of genes are needed. In this case, if gene values are assigned manually for the individual genome, it becomes increasingly difficult and time-consuming to generate a desired personality reliably and consistently. Considering this problem, this paper proposes an evolutionary process that generates a genome encoding a specific personality of an artificial creature. The process evolves a population of genomes such that it customizes the genome, which meets a simplified set of personality traits desired by the user. The evaluation procedure for each genome of the population is carried out in a virtual environment using a tailored perception scenario and a dedicated fitness function. An artificial creature, Rity, is developed in the virtual 3-D world created in a PC to demonstrate the effectiveness of the proposed process.
Keywords :
artificial life; evolutionary computation; virtual reality; artificial creature personality; behavior-related genes; evolutionary generative process; genome encoding; personality reliably; virtual environment; Artificial chromosome; artificial creature; artificial creature's personality; artificial genome; evolutionary algorithm;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
Publisher :
ieee
ISSN :
1094-6977
Type :
jour
DOI :
10.1109/TSMCC.2009.2013724
Filename :
4808198
Link To Document :
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