We implemented a steady-state GA [3, p. 170]. Chromosome selection for the application of operators was done by tournament selection. In the first set of experiments described below the population size is 50, and in the second it is 40. We have not done extensive experimentation with population size and so these size s were just picked to be typical, reasonable values.