Example #1
0
        static void Main(string[] args)
        {
            // trying to make the word "abracadabra"
            const string target    = "dog";
            var          evaluator = new FitnessEvaluator(target);
            var          random    = new Random();
            var          generator = new Generator(random);

            const int Total = 100;

            var population = new Population <string>(Total, generator, evaluator);

            var mutator = new Mutator(state =>
            {
                var count = state.Chromosomes.Length / 20;
                return(count > 0 ? count : 1);
            }, evaluator);

            var crossOver = new SinglePointCrossOver(random, evaluator,
                                                     state =>
            {
                return(state.Chromosomes.Length / 10);
            });

            var selector = new UniqueChromosomeSelector(evaluator, 10, Total);

            var killer = new ChromosomeKiller(state =>
            {
                if (state.Chromosomes.Length < 5)
                {
                    return(0);
                }

                return(state.Chromosomes.Length / 5);
            });

            var solution = new Solution();

            var geneticAlgorithm = new GeneticAlgorithmBuilder <string>()
                                   .SetPopulation(population.Chromosomes)
                                   .SetMutationRate(0.05)
                                   .SetMutator(mutator)
                                   .SetCrossOver(crossOver)
                                   .SetKiller(killer)
                                   .Build();

            for (var i = 0; i < 9999; i++)
            {
                var state = geneticAlgorithm.Step();
                if (state.Best.Genes == target)
                {
                    Console.WriteLine("success!");
                }
            }
        }
Example #2
0
        static void Main(string[] args)
        {
            // trying to make the word "abracadabra"

            var evaluator = new FitnessEvaluator("abracadabra");
            var random    = new Random();
            var generator = new Generator(random);

            const int Total = 100;

            var population = new Population <string>(Total, generator, evaluator);

            var fitnessDict = new Dictionary <Chromosome <string>, double>();

            var mutator = new Mutator();

            var crossOver = new SinglePointCrossOver(random, evaluator);

            var selector = new Selector(evaluator, 10, Total);

            var killer = new ChromosomeKiller(5);

            var solution = new Solution();

            var geneticAlgorithm = new GeneticAlgorithmBuilder <string>()
                                   .SetPopulation(population)
                                   .SetFitnessEvaluator(evaluator)
                                   .SetGenerations(150000)
                                   .SetMutationRate(0.05)
                                   .SetMutator(mutator)
                                   .SetCrossOver(crossOver)
                                   .SetSelection(selector)
                                   .SetKiller(killer)
                                   .SetSolution(solution)
                                   .Build();

            geneticAlgorithm.BeforeRun += GeneticAlgorithm_BeforeRun;

            geneticAlgorithm.AfterRun += GeneticAlgorithm_AfterRun;

            geneticAlgorithm.OnSolution += GeneticAlgorithm_OnSolution;

            geneticAlgorithm.Run();
        }