Ejemplo n.º 1
0
        public void InvertMutate()
        {
            // Select a region of the Genome and invert it
            // Mutation equation Vm = V * s * r * 2^(-uk)
            //   where s = sign = {-1, +1) uniform random
            //   r = range
            //   u = [0..1] uniform random
            //   k = precision
            double resolution = 1;     // The smallest number of steps
            double range      = genes.Count - 1;
            double k          = -Math.Log(resolution / range) / Math.Log(2.0);
            double u          = Rng.ContinuousUniformZeroToOne();
            double s          = range * Math.Pow(2.0, -u * k);
            int    steps      = (int)Math.Round(s);
            int    length     = 1 + steps;

            Debug.Assert(length >= 2);
            Debug.Assert(length <= genes.Count);
            int start = (length < genes.Count) ? start = Rng.DiscreteUniformZeroToN(genes.Count - length) : 0;

            Debug.Assert(start < genes.Count - 1);
            int i = start;
            int j = start + steps;

            while (i < j)
            {
                Gene temp = genes[i];
                genes[i] = genes[j];
                genes[j] = temp;
                i++;
                j--;
            }
        }
Ejemplo n.º 2
0
        public override double Mutate(double value)
        {
            // Mutation equation Vm = V * s * r * 2^(-uk)
            //   where s = sign = {-1, +1) uniform random
            //   r = range
            //   u = [0..1] uniform random
            //   k = precision
            int toss = Rng.DiscreteUniformZeroOrOne();
            int sign = (toss == 0) ? -1 : +1;

            double u = Rng.ContinuousUniformZeroToOne();

            value += sign * r * Math.Pow(2.0, -u * k);
            return(value);
        }
Ejemplo n.º 3
0
        private void Mutate()
        {
            // Value mutations
            foreach (Individual individual in members)
            {
                double u = Rng.ContinuousUniformZeroToOne();
                if (u > (1.0 - valueMutationRate))
                {
                    individual.Mutate();
                }
            }

            // Structural mutations
            foreach (Individual individual in members)
            {
                double u = Rng.ContinuousUniformZeroToOne();
                if (u > (1.0 - inversionMutationRate))
                {
                    individual.InvertMutate();
                }
            }

            // Duplication mutations
            foreach (Individual individual in members)
            {
                double u = Rng.ContinuousUniformZeroToOne();
                if (u > (1.0 - duplicationMutationRate))
                {
                    individual.DuplicateMutate();
                }
            }

            // Deletion mutations
            foreach (Individual individual in members)
            {
                double u = Rng.ContinuousUniformZeroToOne();
                if (u > (1.0 - deletionMutationRate))
                {
                    individual.DeleteMutate();
                }
            }
        }