public void Mutate_AddNeurons()
{
//Add Neurons
if (NeuronAddChance.Value > Pseudo.Random.NextDouble())
{
int neuronCount = Pseudo.Random.Next((int)Math.Round(HiddenNeuronGenes.Count * MaxNeuronAdding.Value));
for (int n = 0; n < neuronCount; n++)
{
HiddenNeuronGenes.Add(GetRandomNeuronGene("Hidden RMP_Neuron"));
}
}
}
public void Mutate_AddNeurons()
{
//Add Neurons
if (NeuronAddChance.Value > Pseudo.Random.NextDouble())
{
int neuronCount = 1;
for (int n = 0; n < neuronCount; n++)
{
var neuronGene = GetRandomNeuronGene();
ConnectRandomly(neuronGene, false);
HiddenNeuronGenes.Add(neuronGene);
}
}
}
public override void CreateRandom(int eyeNeurons, int inputs, int outputs, int hidden)
{
MutationGenes.Clear();
MutationGenes.Add(new DoubleGene("NeuronAddChance", 0, 1, 0.1));
MutationGenes.Add(new DoubleGene("NeuronRemoveChance", 0, 1, 0.1));
MutationGenes.Add(new DoubleGene("MaxNeuronRemoving", 0, 1, 0.1));
MutationGenes.Add(new DoubleGene("MaxNeuronAdding", 0, 1, 0.1));
MutationGenes.Add(new DoubleGene("ConnectionAddChance", 0, 1, 0.1));
MutationGenes.Add(new DoubleGene("ConnectionRemoveChance", 0, 1, 0.1));
EyeRNeuronGenes.Clear();
EyeGNeuronGenes.Clear();
EyeBNeuronGenes.Clear();
DistanceNeuronGenes.Clear();
for (int i = 0; i < eyeNeurons; i++)
{
EyeRNeuronGenes.Add(GetRandomNeuronGene("Red"));
}
for (int i = 0; i < eyeNeurons; i++)
{
EyeGNeuronGenes.Add(GetRandomNeuronGene("Green"));
}
for (int i = 0; i < eyeNeurons; i++)
{
EyeBNeuronGenes.Add(GetRandomNeuronGene("Blue"));
}
for (int i = 0; i < eyeNeurons; i++)
{
DistanceNeuronGenes.Add(GetRandomNeuronGene("Distance"));
}
HiddenNeuronGenes.Clear();
InputNeuronGenes.Clear();
OutputNeuronGenes.Clear();
for (int n = 0; n < hidden; n++)
{
HiddenNeuronGenes.Add(GetRandomNeuronGene("Hidden Neuron"));
}
for (int n = 0; n < inputs; n++)
{
InputNeuronGenes.Add(GetRandomNeuronGene("Input Neuron"));
}
for (int n = 0; n < outputs; n++)
{
OutputNeuronGenes.Add(GetRandomNeuronGene("Output Neuron"));
}
foreach (var gene in EyeRNeuronGenes)
{
ConnectRandomly(gene, true);
}
foreach (var gene in EyeGNeuronGenes)
{
ConnectRandomly(gene, true);
}
foreach (var gene in EyeBNeuronGenes)
{
ConnectRandomly(gene, true);
}
foreach (var gene in DistanceNeuronGenes)
{
ConnectRandomly(gene, true);
}
foreach (var gene in HiddenNeuronGenes)
{
ConnectRandomly(gene, false);
}
foreach (var gene in InputNeuronGenes)
{
ConnectRandomly(gene, true);
}
}