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Himmelblau function with simulated annealing
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// gcc himmelblau_simulated_annealing.c -lm && ./a.out | |
#include <math.h> | |
#include <stdio.h> | |
#include <stdlib.h> // RAND_MAX | |
double rand01(void) | |
{ | |
return rand() / ((double) RAND_MAX); | |
} | |
double hb(double x, double y) { | |
return pow(((pow(x,2))+y-11),2) + pow((x+(pow(y,2))-7),2); | |
} | |
int main(int argc, char *argv[]) | |
{ | |
double x0, y0, k, T0; | |
x0 = 2; | |
y0 = 1; | |
k = 0.1f; | |
T0 = 1000.0f; | |
double x1, y1; | |
int M, N; | |
M = 300; | |
N = 15; | |
double xt, yt; | |
double alpha = 0.85; | |
double z = hb(x0, y0); | |
double ran_x_1, ran_x_2, ran_y_1, ran_y_2; | |
double new_value, current_value; | |
double form; | |
for(int i=0; i < M; i++) { | |
for(int j=0; j < N; j++) { | |
yt = 0; | |
xt = 0; | |
ran_x_1 = rand01(); | |
ran_x_2 = rand01(); | |
ran_y_1 = rand01(); | |
ran_y_2 = rand01(); | |
if(ran_x_1 >= 0.5) { | |
x1 = k * ran_x_2; | |
} else { | |
x1 = -k * ran_x_2; | |
} | |
if(ran_y_1 >= 0.5) { | |
y1 = k * ran_y_2; | |
} else { | |
y1 = -k * ran_y_2; | |
} | |
xt = x0 + x1; | |
yt = y0 + y1; | |
new_value = hb(xt, yt); | |
current_value = hb(x0, y0); | |
form = 1.0 / exp((new_value - current_value) / T0); | |
if(new_value <= current_value) { | |
x0 = xt; | |
y0 = yt; | |
} else if(rand01() <= form) { | |
x0 = xt; | |
y0 = yt; | |
} else { | |
x0 = x0; | |
y0 = y0; | |
} | |
} | |
z = current_value; | |
T0 = alpha * T0; | |
} | |
printf("X is: %f\n", x0); | |
printf("Y is: %f\n", y0); | |
printf("Minimized value is: %f\n", z); | |
return 0; | |
} |
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