private void Initialize() {
population = new Chromosome[Settings.Instance.PopulationSize];
for (int i = 0; i < population.Length; i++) {
population[i] = new Chromosome();
population[i].Initialize(random);
}
}
private void Crossover() {
Chromosome[] newPopulation = new Chromosome[population.Length];
int i = 0;
foreach (Chromosome a in parents)
foreach (Chromosome b in parents)
newPopulation[i++] = a.Crossover(b);
population = newPopulation;
}
public Chromosome Crossover(Chromosome other) {
int[] newLayersSizes = new int[(LayersSizes.Length + other.LayersSizes.Length) / 2];
for (int i = 0; i < newLayersSizes.Length; i++) {
double f = newLayersSizes.Length > 1 ? (double)i / (newLayersSizes.Length - 1) : 0.5;
int? a = Interpolate(LayersSizes, f);
int? b = Interpolate(other.LayersSizes, f);
if (a == null)
a = b;
else if (b == null)
b = a;
newLayersSizes[i] = (int)(a + b) / 2;
}
return new Chromosome(newLayersSizes, (LearningRate + other.LearningRate) / 2);
}
