Table 9: Convergence speed of the CGA using different selection schemes.

Selection method Problem 1 Problem 2 Problem 3 Problem 4 Rank-based 1227 1024 1202 Tournament with replacement 928 Tournament without replacement 945 Roulette wheel 1167 Stochastic universal 1260 Half biased