private void DoWork()
{
int generation = 0;
UpdateStatus("Starting up...");
while (!_done)
{
generation++;
this.genetic.Iteration();
this.universe.Reset();
DoubleArrayGenome bestGenome = (DoubleArrayGenome)this.genetic.BestGenome;
PlantGrowth growth = new PlantGrowth();
PlantPhysics physics = new PlantPhysics();
for (int i = 0; i < PlantUniverse.EvaluationCycles; i++)
{
physics.RunPhysics(universe);
growth.RunGrowth(universe, bestGenome.Data);
}
double bestScore = this.genetic.BestGenome.Score;
UpdateStatus("Generation: " + generation + ", Best Score: " + bestScore);
//System.out.println(Arrays.toString(bestGenome.getLongTermMemory()));
}
}
private void Window_Loaded_1(object sender, RoutedEventArgs e)
{
pop = InitPopulation();
score = new PlantScore();
this.genetic = new BasicEA(pop, score);
//this.genetic.Speciation = new ArraySpeciation<DoubleArrayGenome>();
genetic.AddOperation(0.9, new Splice(PlantUniverse.GenomeSize / 3));
genetic.AddOperation(0.1, new MutatePerturb(0.1));
// Display
this.universe = new PlantUniverse();
this.universe.Reset();
DoubleArrayGenome bestGenome = (DoubleArrayGenome)genetic.BestGenome;
PlantPhysics physics = new PlantPhysics();
PlantGrowth growth = new PlantGrowth();
for (int i = 0; i < 100; i++)
{
physics.RunPhysics(universe);
growth.RunGrowth(universe, bestGenome.Data);
}
this.display = new DisplayPlant(CanvasOutput);
this.display.Universe = this.universe;
Thread t = new Thread(DoWork);
t.Start();
}
/// <inheritdoc />
public double CalculateScore(IMLMethod algo)
{
var genome = (DoubleArrayGenome)algo;
var universe = new PlantUniverse();
universe.Reset();
var physics = new PlantPhysics();
var growth = new PlantGrowth();
// Run the generations.
for (int i = 0; i < PlantUniverse.EvaluationCycles; i++)
{
physics.RunPhysics(universe);
growth.RunGrowth(universe, genome.Data);
}
// Count the amount of green.
int count = 0;
double sum = 0;
for (int row = 0; row < PlantUniverse.UniverseHeight; row++)
{
for (int col = 0; col < PlantUniverse.UniverseWidth; col++)
{
PlantUniverseCell cell = universe.GetCell(row, col);
if (cell.IsAlive)
{
if (row >= PlantUniverse.GroundLine)
{
sum += 0.5;
}
else
{
sum += cell.Leafyness;
}
}
count++;
}
}
return(sum / count);
}