Evolving Interesting Initial Conditions for Cellular Automata of the Game of Life Type

Universidad Autónoma de Madrid, Manuel Alfonseca, Francisco José Soler Gil, Universidad de Sevilla · Complex Systems · 2012

The use of a genetic algorithm to obtain "interesting" initial conditions for cellular automata of the family of Conway's Game of Life is described in this paper. The conditions have been selected so as to maximize the number of gliders, R-pentominoes, and similar structures generated during the execution of the automata. Besides the original Game of Life rules, we have tested automata with similar rules, such as HighLife and B38S23, as well as mixed and time-dependent rules. We have concluded that the temporal invariance of the rules of these automata does not seem to be a requirement for the existence of the selected structures.

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