static void Main(string[] args) { int generations = 0; Problem problem = new Problem(); /* * problem.Cases.Add( new Case( 2, 2, 6.3 - 2 * 0.7 ) ); * problem.Cases.Add( new Case( 1, 2, 2.3 - 1 * 0.7 ) ); * problem.Cases.Add( new Case( 3, 1, 4.3 - 3 * 0.7 ) ); * problem.Cases.Add( new Case( 1, 1, 0.3 - 1 * 0.7 ) ); * problem.Cases.Add( new Case( 10, 10, 198.3 - 10 * 0.7 ) ); */ problem.Cases.Add(new Case(1, 2, (1 * 2) + 5)); // 7 problem.Cases.Add(new Case(2, 4, (2 * 4) + 5)); // 13 problem.Cases.Add(new Case(6, 6, (6 * 6) + 5)); // 41 problem.Cases.Add(new Case(18, 7, (18 * 7) + 5)); // 131 List <Organism> organisms = new List <Organism>(); for (int i = 0; i < 20; i++) { Organism organism = new Organism(problem); organisms.Add(organism); } bool done = false; double bestError = double.MaxValue; double previousError = bestError; Organism bestOrganism = null; double minError = 0.000000000001; double worstError = double.MinValue; Organism worstOrganism = null; while (done == false) { generations++; foreach (Organism organism in organisms) { organism.Tick(); if (organism.Error < bestError) { bestError = organism.Error; bestOrganism = organism; } if (organism.Error > worstError) { worstError = organism.Error; worstOrganism = organism; } if (organism.Error < minError) { done = true; break; } } if (Tool.GetInt(10) == 1) { organisms.Remove(worstOrganism); Organism clone = bestOrganism.Clone(); organisms.Add(clone); } else if (Tool.GetInt(30) == 1) { organisms.Remove(worstOrganism); int index = Tool.GetInt(organisms.Count); Organism clone = organisms[index].Clone(); organisms.Add(clone); } else if (Tool.GetInt(100) == 1) { organisms.Remove(worstOrganism); int index = Tool.GetInt(organisms.Count); Organism mother = bestOrganism; Organism father = organisms[index]; Organism child = mother.MakeCrossOver(father); organisms.Add(child); } worstOrganism = null; worstError = double.MinValue; if (bestError != previousError) { if (bestOrganism != null) { Console.ForegroundColor = ConsoleColor.White; if (bestError / previousError < 0.95) { Console.ForegroundColor = ConsoleColor.Red; } else if (bestError / previousError < 0.98) { Console.ForegroundColor = ConsoleColor.Yellow; } Console.WriteLine("Current Error level {0} - {1}", bestError.ToString("0.000000000000000"), bestOrganism.ToString()); Console.ForegroundColor = ConsoleColor.White; } previousError = bestError; } } Console.WriteLine("Generations: {0}", generations); Console.WriteLine(); Console.WriteLine("solved..."); Console.WriteLine(bestOrganism); Console.WriteLine(); Console.WriteLine("Proof:"); int oldLength = bestOrganism.ToString().Length; foreach (Case currentCase in problem.Cases) { double res = bestOrganism.Evaluate(currentCase.X, currentCase.Y); Console.WriteLine("x = {0} , y = {1} , goal = {2} , actual = {3}", currentCase.X, currentCase.Y, currentCase.Result, res); } bestOrganism.Collapse(); while (true) { bestOrganism.Tick(); int l = bestOrganism.ToString().Length; if (l < oldLength) { Console.WriteLine(bestOrganism.ToString()); oldLength = l; } } Console.ReadLine(); }