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data_gen_f.c
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#include "synth_wind.h"
float *data_gen_f(int **st_lim, double ***param, double **trans, int *n_gen){
int i, j, *state_sz, st0, st1, st_sz, n, flag, idx;
long int t;
float u, *v_gen, *mode, vn, **xy;
double **st_mgd, *nrm, v, test, test0, **st_cdf, low, hgh;
FILE *fp;
//waste some memory
state_sz = malloc(STATE*sizeof(int));
nrm = malloc(STATE*sizeof(double));
st_mgd = malloc(STATE*sizeof(st_mgd));
mode = malloc(STATE*sizeof(float));
st_cdf = malloc(STATE*sizeof(st_cdf));
// xy = malloc(2*sizeof(xy));
n = ceil(MAX_SPD/DV);
for(i=0; i<STATE; i++){
*(state_sz+i) = ceil(*(*(st_lim+i)+1)-*(*(st_lim+i)));
*(st_mgd+i) = malloc(*(state_sz+i)*sizeof(double));
*(nrm+i) = 0;
}
nrm = malloc(STATE*sizeof(double));
fp = fopen("v_gen.dat", "w");
t = SEC_YR*N_GEN/DT;
v_gen = malloc(t*sizeof(float));
// *xy = malloc(t*sizeof(float));
// *(xy+1) = malloc(t*sizeof(float));
if(v_gen==NULL){
printf("Out of memory\n");
exit(-1);
}
//Find mode for MGD in each state
for(i=0; i<STATE; i++){
*(mode+i) = test = test0 = 0;
st_sz = *(*(st_lim+i)+1)-*(*(st_lim+i));
for(j=0; j<=n; j++){
test = (float)mgd_f(*(param+i), j*DV);
if(test >= test0){
*(mode+i) = j*DV;
test0 = test;
}
}
}
//Calculate Cumulative Density Function for each state
for(i=0; i<STATE; i++){
*(st_cdf+i) = cdf_v(*(param+i), MAX_SPD, i);
//Normalize CDFs that do not converge to 1.0 to avoid erroneous speeds in lower states
if(*(*(st_cdf+i)+(int)ceil(MAX_SPD/DV))<1.0)
for(j=0; j<MAX_SPD/DV; j++)
*(*(st_cdf+i)+j) /= *(*(st_cdf+i)+(int)ceil(MAX_SPD/DV));
}
//Set Initial State
st0 = 0;
//Generate Wind Speed Data
srand(time(NULL));
for(i=0; i<t; i++){
//Select new state every STATE_RES time steps
if(!(i% STATE_RES)){
st1 = st_new(trans, st0);
// printf("%d %d\n", i, st1);
fflush(stdout);
}
st0 = st1;
flag = 0;
// *(*xy+i) = i;
u = rand()/(float)RAND_MAX;
*(v_gen+i) = *(mode+st1);
idx = (int)*(v_gen+i)/DV;
test = *(*(st_cdf+st1)+idx);
// printf("%d %d %d %.3f %.3f \n", i, i%STATE_RES, st1, v_gen, test);
//Binary Search Random Variate Generation
low = 0.0;
hgh = (double)MAX_SPD;
while(fabs(low-hgh)>DV){
// printf("%d %f %f %f %f %f\n", st1, *(v_gen+i), low, hgh, test, u);
if(test>=u){
hgh = *(v_gen+i);
*(v_gen+i) = (hgh+low)/2.0;
}
else if(test<u){
low = *(v_gen+i);
*(v_gen+i) = (hgh+low)/2.0;
}
idx = (int)(*(v_gen+i)/DV);
test = *(*(st_cdf+st1)+idx);
// printf("%d %f %f %f %f %f\n", st1, *(v_gen+i), low, hgh, test, u);
}
if(*(v_gen+i)>MAX_SPD-5 && st1==0){
i--;
printf("%d %f %f %f %f %f\n", st1, *(v_gen+i), low, hgh, test, u);
exit(0);
}
else
fprintf(fp, "%d %lf\n", i, *(v_gen+i));
// *(*(xy+1)+i) = *(v_gen+i);
}
*n_gen = t;
printf("Plotting Synthesized Wind Data vs. Time\n\n");
// plt_lin(xy, t, "#frTime (min)", "#frSpeed (m/s)", "#frSynthesized Speed vs Time (1 Month)");
fclose(fp);
for(i=0; i<STATE; i++){
free(*(st_mgd+i));
free(*(st_cdf+i));
}
free(state_sz);
free(nrm);
free(st_mgd);
free(st_cdf);
free(mode);
return(v_gen);
}
//Determine new state based on STPM and current state
int st_new(double **trans, int st0){
int i, res;
float u;
double st_chk;
st_chk = 0;
// sleep(.5);
// srand(time(NULL));
u = rand()/(float)RAND_MAX;
// printf("%f\n", u);
for(i=0; i<STATE; i++){
st_chk+=*(*(trans+st0)+i);
if(!i){
if(u <= st_chk){
res = i;
// printf("\033[31;1m%d %d %f\033[0m\n", i, res, st_chk);
}
}
else if(i){
if(u <= st_chk && u > st_chk-*(*(trans+st0)+i)){
res = i;
// printf("\033[31;1m%d %d %f\033[0m\n", i, res, st_chk);
}
}
}
//printf("%d\n", res);
return(res);
}