public static double Solve(int population_size, int dimension_count, CostEvaluationMethod evaluator, CreateParticleMethod generator, out Particle global_best_solution, double[] lower_bounds = null, double[] upper_bounds = null, object constraints = null, double tolerance = 0.000001, int maxIterations = 100000)
{
ParticleSwarm <Particle> solver = new ParticleSwarm <Particle>(population_size, dimension_count, evaluator, generator);
solver.LowerBounds = lower_bounds;
solver.UpperBounds = upper_bounds;
solver.Initialize(constraints);
int iteration = 0;
double cost_reduction = tolerance;
double global_best_solution_cost = solver.GlobalBestSolutionCost;
double prev_global_best_solution_cost = global_best_solution_cost;
while (cost_reduction >= tolerance && iteration < maxIterations)
{
prev_global_best_solution_cost = global_best_solution_cost;
solver.Iterate();
global_best_solution_cost = solver.GlobalBestSolutionCost;
cost_reduction = prev_global_best_solution_cost - global_best_solution_cost;
iteration++;
}
global_best_solution = solver.GlobalBestSolution.Clone() as Particle;
return(global_best_solution_cost);
}
public static double Solve(int population_size, int dimension_count, CostEvaluationMethod evaluator, double[] lower_bounds, double[] upper_bounds, out Particle global_best_solution, int maxIterations = 100000, int displayEvery = 100)
{
ParticleSwarm <Particle> solver = new ParticleSwarm <Particle>(population_size, dimension_count, evaluator, lower_bounds, upper_bounds);
solver.Initialize();
int iteration = 0;
double global_best_solution_cost = solver.GlobalBestSolutionCost;
double prev_global_best_soution_cost = global_best_solution_cost;
while (iteration < maxIterations)
{
prev_global_best_soution_cost = global_best_solution_cost;
solver.Iterate();
global_best_solution_cost = solver.GlobalBestSolutionCost;
//cost_reduction = prev_global_best_soution_cost - global_best_solution_cost;
if (iteration % displayEvery == 0)
{
Console.WriteLine("Generation: {0}, Best Cost: {1}", iteration, global_best_solution_cost);
}
iteration++;
}
global_best_solution = solver.GlobalBestSolution.Clone() as Particle;
return(global_best_solution_cost);
}