Example #1
0
        static void Main(string[] args)
        {
            var problem = Problem.Read("Fitness\\sin-data.txt");

            var code =
                "((((0 = (0 - ((4 <= X0) / 9.5))) OR ((1.5 XOR 0) - (X0 AND 1.5))) XOR (((2 OR 7.1) / Y0)=>(Y0 / (Y1 = Y1)))) - ((((X0 + X0) = (Y1=>0)) XOR (Y0 = (3 >= X0))) > Y0))";

            var program = Parser.Parser.Parse(Tokenizer.Tokenizer.Tokenize(code));

            var fitness       = new FitnessEvaluation(program, problem);
            var stringBuilder = new StringBuilder();

            fitness.Evaluate(stringBuilder);

            FitnessEvaluation simplifiedFitness;

            do
            {
                gp.Program simplifiedProgram = program.Simplify(fitness, stringBuilder);
                if (simplifiedProgram == null || simplifiedProgram.ToString() == program.ToString())
                {
                    break;
                }
                simplifiedFitness = new FitnessEvaluation(simplifiedProgram, problem);
                simplifiedFitness.Evaluate(false, stringBuilder);
                program = simplifiedProgram;
            } while (fitness.ErrorSum == simplifiedFitness.ErrorSum);

            Console.Out.Write(stringBuilder);
        }
Example #2
0
        public void Evolve()
        {
            var genomes = geneticManager.GenerationManager.CurrentGeneration.Genomes;

            foreach (var genome in genomes)
            {
                genome.Fitness = fitnessEvaluation.Evaluate(targetSum, genome);
            }

            var orderedGenomes = genomes.OrderByDescending(g => g.Fitness)
                                 .ToArray();

            geneticManager.GenerationManager
            .CurrentGeneration
            .Genomes = orderedGenomes;

            if (Math.Abs(orderedGenomes.First().Fitness - targetSum) < 0.1)
            {
                targetReached = true;
            }

            geneticManager.Evolve();
        }