@@ 17,7 17,7 @@ template <unsigned int DIM, unsigned int POP>
const double DE::Engine<DIM,POP>::DEFAULTCROSSOVER = 1.0;
template <unsigned int DIM, unsigned int POP>
-const double DE::Engine<DIM,POP>::DEFAULTRANGE= 10.0;
+const double DE::Engine<DIM,POP>::DEFAULTRANGE= 100.0;
template <unsigned int DIM, unsigned int POP>
const double DE::Engine<DIM,POP>::BIGDOUBLE = 1.79e308; // close to max double
@@ 164,7 164,7 @@ inline bool DE::Engine<DIM,POP>::Solve(unsigned int maxgenerations)
for (int candidate=0;candidate<POP && !success;candidate++)
{
Vector<DIM> trial;
- MakeTrial_randtobest1bin(candidate,trial);
+ MakeTrial_randtobest1exp(candidate,trial);
double trialfitness = CalculateError(trial,success);
@@ 193,10 193,10 @@ inline bool DE::Engine<DIM,POP>::Solve(unsigned int maxgenerations)
template <unsigned int DIM, unsigned int POP>
inline void DE::Engine<DIM,POP>::Dump(const double& fitness, DE::Vector<DIM>& individual) const
{
- printf(" fitness = %60.30f\n",fitness);
+ printf(" fitness = %24.16f\n",fitness);
for (unsigned int i=0;i<DIM;i++)
{
- printf(" [%03d] = %60.30f\n",i,individual[i]);
+ printf(" [%03d] = %24.16e\n",i,individual[i]);
}
printf("\n");
}
@@ 4,19 4,19 @@
#include "de.h"
// the order of the polynomial (actually the number of coefficients, i.e. 1 = constant, 2 = line, etc.)
-#define NUM_COEFFICIENTS 3
+#define NUM_COEFFICIENTS 6
// the function we're searching for
double TargetFunction(double x)
{
- //return 1.0 / (1.0 + exp(-4.9*x)); // Ken Stanley's NEAT activation
+ return 1.0 / (1.0 + exp(-4.9*x)); // Ken Stanley's NEAT activation
//return (1.0 / (1.0 + exp(-4.9*x)) - 0.5) * 2.0; // " " (signed version)
//return (1.0 / (1.0 + exp(-x)) - 0.5) * 2.0; // signed sigmoid
//return exp(-x*x); // gaussian
//return tanh(x); // tanh
//return (2.0/(1.0+exp(-x))-1.0); // tanh approximation
//return (x<0.0 ? -1.0 : 1.0) * sqrt(abs(x)); // signed root
- return sin(x); // sin
+ //return sin(x); // sin
}
@@ 45,7 45,7 @@ class PolySearch: public DE::Engine<NUM_COEFFICIENTS>
unsigned int test_count = 0;
// accumulate squared error
- for ( double i=-1.5;i<=1.5;i+=0.01 )
+ for ( double i=-7.9287;i<=7.9287;i+=0.001 )
{
// test
double test = CalculatePolynomial(i,NUM_COEFFICIENTS,testcase);
@@ 78,6 78,24 @@ class PolySearch: public DE::Engine<NUM_COEFFICIENTS>
int main()
{
PolySearch de;
+
+ // setup, adjust from default range
+ de.SetRange(-0.1,0.1);
+
+ // create new population with adjusted range
+ de.Reset();
+
+ // run the DE
de.Solve(1000);
+
+ // output winner in polynomial form
+ printf("Best Polynomial Found\n=====================\ny =");
+ for (int i=0;i<NUM_COEFFICIENTS-2;++i)
+ {
+ printf(" %0.16f*x^%d +",de.GetBest()[i],NUM_COEFFICIENTS-1-i);
+ }
+ printf(" %0.16f*x + %0.16f\n",de.GetBest()[NUM_COEFFICIENTS-2],de.GetBest()[NUM_COEFFICIENTS-1]);
+
+ // done
return 0;
}