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fisher.c
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fisher.c
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/** @file fisher.c
* Fisher driver of CLASS with FAST parameters
*/
#include "class.h"
#define NVARY 6 /* dim of fisher matrix = NVARY x NVARY */
#define NREDSHIFT 21 /* 21 - 1 = 20 frequency intervals */
#define ZMAX 2.0
#define ZMIN 0.5
#define LMAX 2000 /* global l max, used for initialize arrays */
/*char * trim(char *str);*/
int set_fiducial(
struct file_content * pfc,
ErrorMsg errmsg);
int class_assuming_bessels_computed(
struct file_content *pfc,
struct precision * ppr,
struct background * pba,
struct thermo * pth,
struct perturbs * ppt,
struct bessels * pbs,
struct transfers * ptr,
struct primordial * ppm,
struct spectra * psp,
struct nonlinear * pnl,
struct lensing * ple,
struct output * pop,
double z,
double * psCl,
int lmin,
int lmax,
ErrorMsg errmsg);
int vary_parameter(
struct file_content *pfc,
struct precision * ppr,
struct background * pba,
struct thermo * pth,
struct perturbs * ppt,
struct bessels * pbs,
struct transfers * ptr,
struct primordial * ppm,
struct spectra * psp,
struct nonlinear * pnl,
struct lensing * ple,
struct output * pop,
double z,
double * psCl1,
double * psCl0,
int lmin,
int lmax,
int ipara,
double * idCldPara,
ErrorMsg errmsg);
int count;
int main() {
count = 0;
struct precision pr; /* for precision parameters */
struct background ba; /* for cosmological background */
struct thermo th; /* for thermodynamics */
struct perturbs pt; /* for source functions */
struct bessels bs; /* for bessel functions */
struct transfers tr; /* for transfer functions */
struct primordial pm; /* for primordial spectra */
struct spectra sp; /* for output spectra */
struct nonlinear nl; /* for non-linear spectra */
struct lensing le; /* for lensed spectra */
struct output op; /* for output files */
ErrorMsg errmsg; /* for error messages */
FILE * fp;
FILE * fp2;
char f_tmp[50];
double fbest[NREDSHIFT][LMAX];
int i,j;
int num_ct_max=7;
int lmax, lmin;
int l; /* l starts from 2 (quadrupole) in spectrum calculation, but
starts from lmin in calculating Fisher matrix. */
double * psCl; /* power spectrum in 2-D */
double * psCl_fid;
double * dCldPara[NVARY]; /* first derivatives: for Fisher matrix */
double * var_cl; /* uncertainty of Cl's */
double z;
int iz;
double khmax; /* We used fitting formula to get *smallest* nonlinear kh, or
the turning point from linear to nonlinear; see the paper or the
accompanying mathematica notebook (please email me for it) for detail */
double zs[NREDSHIFT];
double pvecback[100];
double fisher[NVARY][NVARY]= {0};
/* parameter of the telescope */
double tele_res0 = 2.9; /* also FWHM, angular resolution in arc minute,
will be in the following converted to radian */
double tele_res; /* angular resolution at z: tele_res = tele_res0*(1+z) */
double tele_temp_sys = 20.; /* system temperature in K; always mK in calculation */
double tele_time_pix; /* observation time per pixel, in [sec] */
double tele_freq = 0.2e6; /* delta_nu in Hz; [tele_] noise = temp_sys /
sqrt(freq*time_pix) */
//Two settings are considered in the paper.
/*
double tele_time_tot = 8. ;//survey time in [yr]
int tele_num_beam=100;
double tele_fsky = 0.575;
*/
double tele_time_tot = 1. ;// survey time in [yr]
int tele_num_beam=1;
double tele_fsky = 0.0005;
double noise_ins;
double noise_fg = 0.; /* RMS of the residual foreground noise, in mK; currently
set to zero, meaning the foreground are all effectively
cleaned */
double deltaN;
double tmp_cl_noise;
double delta_N;
double freqH = 1420.4;
double freq_step, center_f;
struct file_content fc;
double tau;
double deg2rad = M_PI/180.;
double yr2sec = 31556926;
tele_res0 = tele_res0/60.*deg2rad;
freq_step = freqH*(1./(1.+ZMIN) - 1./(1.+ZMAX))/(NREDSHIFT-1.);
center_f=freqH*(1./(1.+ZMIN));
for(iz=0; iz<NREDSHIFT; iz++,center_f-=freq_step) zs[iz] = freqH/center_f-1;
for(iz=0;iz<NREDSHIFT; iz++) printf("one z is %f \n",zs[iz]);
if (set_fiducial(&fc,errmsg) == _FAILURE_) {
printf("\n\nError set fiducial parameters \n=>%s\n",errmsg);
return _FAILURE_;
}
/* read input parameters and compute bessel functions once and for all */
if (input_init(&fc,&pr,&ba,&th,&pt,&bs,&tr,&pm,&sp,&nl,&le,&op,errmsg) == _FAILURE_) {
printf("\n\nError running input_init_from_arguments \n=>%s\n",errmsg);
return _FAILURE_;
}
if (background_init(&pr,&ba) == _FAILURE_) {
printf("\n\nError running background_init \n=>%s\n",ba.error_message);
return _FAILURE_;
}
if (bessel_init(&pr,&bs) == _FAILURE_) {
printf("\n\nError in bessel_init \n =>%s\n",bs.error_message);
return _FAILURE_;
}
fp2=fopen("fsky_best.dat", "w");
for (iz = 0; iz<NREDSHIFT; iz++) {
z = zs[iz];
tele_res = tele_res0 * (1.+z); /* [minute deg] tele_res[minute degree] grows with z */
khmax=0.170255158514253+0.13037369068045573*z-0.10832440336426165* pow(z,2)+0.046760120277751734*pow(z,3) - 0.005948516308501343* pow(z,4); /* fitting formula for minimum NL k-modes */
background_tau_of_z(&ba, z, &tau);
lmax = (int) (khmax*ba.h * (ba.conformal_age - tau));
printf("lmax = %d\n", lmax);
background_functions(&ba, 1/(1.+z), 1, pvecback);
lmin = (int) (ba.conformal_age - tau) * 2*M_PI/(pow(1+z,2)/pvecback[ba.index_bg_H]*freq_step/freqH);
printf("lmin = %d\n", lmin);
psCl_fid = malloc((lmax+1)*sizeof(double));
var_cl = malloc((lmax+1)*sizeof(double));
for(i=0; i<NVARY; i++) dCldPara[i] = malloc((lmax+1)*sizeof(double));
class_assuming_bessels_computed(&fc,&pr,&ba,&th,&pt,&bs,&tr,&pm,&sp,&nl,&le,&op, \
z,psCl_fid,lmin,lmax,errmsg);
for(i=lmin; i<=lmax; i+=10) printf("psCl_fid[%d] = %e\n", i, psCl_fid[i]);
for (i=0; i<NVARY; i++) {
/* Vary each parameter and get dCldPara[ipara][il]'s at redshift z. Allocate
* an array psCl first; psCl is used only inside the loop, so allocate
* and free inside the loop. */
psCl = malloc((lmax+1)*sizeof(double));
vary_parameter(&fc,&pr,&ba,&th,&pt,&bs,&tr,&pm,&sp,&nl,&le,&op, \
z,psCl,psCl_fid,lmin,lmax,i,dCldPara[i],errmsg);
free(psCl);
}
tele_res=tele_res0 * (1+z);
tele_time_pix=tele_time_tot * yr2sec * tele_num_beam * pow(tele_res,2) / (4*M_PI*tele_fsky);
/* Radio equation in mK, in consistence with signal
* dimension. */
noise_ins = tele_temp_sys*1000. / sqrt(tele_freq*tele_time_pix);
delta_N = noise_ins + noise_fg;
for (l=lmin; l<=lmax; l++) {
tmp_cl_noise = pow(tele_res,2) * pow(delta_N,2) * exp(l*(l+1) * pow(tele_res,2)/(8*log(2)));
var_cl[l] = 2./((2*l+1)*tele_fsky) * pow(psCl_fid[l]+tmp_cl_noise, 2); //variance of cl
printf("noise vs signal: %e, %e\n", tmp_cl_noise,psCl_fid[l]);
fbest[iz][l]=(tele_freq*tele_num_beam*tele_time_tot*yr2sec*psCl_fid[l])/(4*M_PI*pow(tele_temp_sys*1000.,2)*exp(l*(l+1) * pow(tele_res,2)/(8*log(2))));
}
if(NVARY != 0)
for (i = 0; i<NVARY; i++)
for (j = 0; j<NVARY; j++)
for (l = lmin; l <= lmax; l++)
fisher[i][j] += dCldPara[i][l]*dCldPara[j][l]/var_cl[l];
free(psCl_fid);
free(var_cl);
for(i=0; i<NVARY; i++) free(dCldPara[i]);
}
for (iz=0; iz<NREDSHIFT; iz++)
{
for (l=0; l<LMAX; l++) fprintf(fp2, "%f ", fbest[iz][l]);
fprintf(fp2, "\n");
}
fclose(fp2);
fp = fopen("fisher.mat","w");
for (i=0; i<NVARY; i++) {
for (j=0; j<NVARY; j++) {
printf("%20.10e ", fisher[i][j]);
fprintf(fp, "%20.10e ", fisher[i][j]);
}
printf("\n");
fprintf(fp, "\n");
}
for (i=0; i<NVARY; i++) fprintf(fp, "%s ", fc.name[i]);
fprintf(fp, "\n");
for (i=0; i<NVARY; i++) fprintf(fp, "%s ", fc.value[i]);
fprintf(fp, "\n");
fclose(fp);
/* now free the bessel structure */
if (bessel_free(&bs) == _FAILURE_) {
printf("\n\nError in bessel_free \n=>%s\n",bs.error_message);
return _FAILURE_;
}
return _SUCCESS_;
}
int class_assuming_bessels_computed(
struct file_content *pfc,
struct precision * ppr,
struct background * pba,
struct thermo * pth,
struct perturbs * ppt,
struct bessels * pbs,
struct transfers * ptr,
struct primordial * ppm,
struct spectra * psp,
struct nonlinear * pnl,
struct lensing * ple,
struct output * pop,
double z,
double * psCl,
int lmin,
int lmax,
ErrorMsg errmsg) {
/*local variables*/
double pvecback[100];
double T21;
int l;
double tau; /* conformal age, in unit of Mpc */
double pk_tmp;
double k;
double * pk_ic;
if (input_init(pfc,ppr,pba,pth,ppt,pbs,ptr,ppm,psp,pnl,ple,pop,errmsg) == _FAILURE_) {
printf("\n\nError running input_init_from_arguments \n=>%s\n",errmsg);
return _FAILURE_;
}
if (background_init(ppr,pba) == _FAILURE_) {
printf("\n\nError running background_init \n=>%s\n",pba->error_message);
return _FAILURE_;
}
if (thermodynamics_init(ppr,pba,pth) == _FAILURE_) {
printf("\n\nError in thermodynamics_init \n=>%s\n",pth->error_message);
return _FAILURE_;
}
if (perturb_init(ppr,pba,pth,ppt) == _FAILURE_) {
printf("\n\nError in perturb_init \n=>%s\n",ppt->error_message);
return _FAILURE_;
}
if (transfer_init(ppr,pba,pth,ppt,pbs,ptr) == _FAILURE_) {
printf("\n\nError in transfer_init \n=>%s\n",ptr->error_message);
return _FAILURE_;
}
if (primordial_init(ppr,ppt,ppm) == _FAILURE_) {
printf("\n\nError in primordial_init \n=>%s\n",ppm->error_message);
return _FAILURE_;
}
if (spectra_init(ppr,pba,ppt,ptr,ppm,psp) == _FAILURE_) {
printf("\n\nError in spectra_init \n=>%s\n",psp->error_message);
return _FAILURE_;
}
if (nonlinear_init(ppr,pba,pth,ppt,pbs,ptr,ppm,psp,pnl) == _FAILURE_) {
printf("\n\nError in nonlinear_init \n=>%s\n",pnl->error_message);
return _FAILURE_;
}
if (lensing_init(ppr,ppt,psp,pnl,ple) == _FAILURE_) {
printf("\n\nError in lensing_init \n=>%s\n",ple->error_message);
return _FAILURE_;
}
if (output_init(pba,ppt,psp,pnl,ple,pop) == _FAILURE_) {
printf("\n\nError in output_init \n=>%s\n",pop->error_message);
return _FAILURE_;
}
background_functions(pba, 1/(1.+z), 1, pvecback);
/* T21 := 7.59*10^-2 h (1+\delta) (1+z)^2 / E(z);
* E[z]:= Sqrt[Omega_m(1+z)^3+Omega_l exp(-3 Integrate[(1+w)/a, a])] mK */
T21 = 7.59 * 0.01 * pba->h * pow(1.+z,2) / (pvecback[pba->index_bg_H]/pba->H0);
background_tau_of_z(pba, z, &tau);
for (l=lmin; l<=lmax; l+=1) {
k = l/(pba->conformal_age - tau); /* tau in Mpc; k in spectra_pk_at_k_and_z is in [1/Mpc] */
spectra_pk_at_k_and_z(pba, ppm, psp, k, z, &pk_tmp, pk_ic);
/* 3-D vs 2-D: l(l+1)Cl/2PI = k^3 P21(k)/2PI^2, P21(k) = (T21*Y)^2 * P(k) */
/* psCl[l]'s are in mK^2 */
if(l%100==0) printf("z is %e, l is %d, tau is %e, k is %e, pk is %e\n", z, l, tau, k, pk_tmp);
psCl[l] = 2*M_PI/(l*1.0*(l+1)) * T21*T21 * pow(k, 3) * pk_tmp/(2*M_PI*M_PI);
}
/****** all calculations done, now free the structures ******/
if (lensing_free(ple) == _FAILURE_) {
printf("\n\nError in spectra_free \n=>%s\n",ple->error_message);
return _FAILURE_;
}
if (nonlinear_free(pnl) == _FAILURE_) {
printf("\n\nError in nonlinear_free \n=>%s\n",pnl->error_message);
return _FAILURE_;
}
if (spectra_free(psp) == _FAILURE_) {
printf("\n\nError in spectra_free \n=>%s\n",psp->error_message);
return _FAILURE_;
}
if (primordial_free(ppm) == _FAILURE_) {
printf("\n\nError in primordial_free \n=>%s\n",ppm->error_message);
return _FAILURE_;
}
if (transfer_free(ptr) == _FAILURE_) {
printf("\n\nError in transfer_free \n=>%s\n",ptr->error_message);
return _FAILURE_;
}
if (perturb_free(ppt) == _FAILURE_) {
printf("\n\nError in perturb_free \n=>%s\n",ppt->error_message);
return _FAILURE_;
}
if (thermodynamics_free(pth) == _FAILURE_) {
printf("\n\nError in thermodynamics_free \n=>%s\n",pth->error_message);
return _FAILURE_;
}
if (background_free(pba) == _FAILURE_) {
printf("\n\nError in background_free \n=>%s\n",pba->error_message);
return _FAILURE_;
}
return _SUCCESS_;
}
int set_fiducial(
struct file_content * pfc,
ErrorMsg errmsg) {
int i;
char format[100];
/* all parameters for which we don't want to keep default values
should be passed to the code through a file_content
structure. Create such a structure with the size you need: 9 in
this exemple */
parser_init(pfc,16,errmsg);
i=0;
/* assign values to these 9 parameters. Some will be fixed, some
will be varied in the loop. */
/* the following is the parameters varied, indices help for-looping, otherwise,
* use names, eg. pfc->h or pfc->omega_b */
strcpy(pfc->name[i],"omega_b");
sprintf(pfc->value[i],"%e",0.0220);
i++;
strcpy(pfc->name[i],"n_s");
sprintf(pfc->value[i],"%e",0.9617);
i++;
strcpy(pfc->name[i],"h");
sprintf(pfc->value[i],"%e",0.6927);
i++;
strcpy(pfc->name[i],"omega_cdm");
sprintf(pfc->value[i],"%e",0.1207);
i++;
/*
strcpy(pfc->name[i], "Omega_k");
sprintf(pfc->value[i], "%e", 0.);
i++;
*/
strcpy(pfc->name[i], "w0_fld");
sprintf(pfc->value[i], "%e", -1.007);
//here is the only place original class need to
//be modified: you need to comment out the range
//check for w0_fld in source/input.c.
i++;
strcpy(pfc->name[i], "wa_fld");
sprintf(pfc->value[i], "%e", -0.29);
i++;
/*end of varying parameter-------------------*/
strcpy(pfc->name[i], "Omega_fld"); //note that curved space is not supported
sprintf(pfc->value[i], "%e", 0.6825);
i++;
/*
strcpy(pfc->name[i],"m_ncdm");
sprintf(pfc->value[i],"%e",0.04);
i++;
strcpy(pfc->name[i],"N_ncdm");
sprintf(pfc->value[i],"%d",1);
i++;
*/
strcpy(pfc->name[i],"output");
strcpy(pfc->value[i],"tCl,pCl,lCl,mPk");
i++;
/*
strcpy(pfc->name[i],"selection_num");
sprintf(pfc->value[i],"%d",NREDSHIFT);
format = " "
for(i=0;i<NREDSHIFT;i++) strcat(format, "%f,")
strcpy(pfc->name[8],"selection_mean");
sprintf(pfc->value[8],format, 0.5, 0.7, 0.9, \
1.1, 1.3, 1.5, \
1.7, 1.9);
strcpy(pfc->name[i],"selection_width");
sprintf(pfc->value[i],"%e",0.01);
*/
strcpy(pfc->name[i],"z_max_pk");
sprintf(pfc->value[i],"%e", ZMAX);
i++;
strcpy(pfc->name[i],"l_max_scalars");
sprintf(pfc->value[i],"%d", 3000);
i++;
strcpy(pfc->name[i],"modes");
sprintf(pfc->value[i],"%s","s");
i++;
strcpy(pfc->name[i],"ic");
sprintf(pfc->value[i],"%s","ad");
i++;
// strcpy(pfc->name[12], "background_verbose");
// sprintf(pfc->value[12], "%d", 1);
}
int vary_parameter(
struct file_content *pfc,
struct precision * ppr,
struct background * pba,
struct thermo * pth,
struct perturbs * ppt,
struct bessels * pbs,
struct transfers * ptr,
struct primordial * ppm,
struct spectra * psp,
struct nonlinear * pnl,
struct lensing * ple,
struct output * pop,
double z,
double * psCl1,
double * psCl0,
int lmin,
int lmax,
int ipara,
double * idCldPara,
ErrorMsg errmsg) {
int l;
int flag1;
/* used in read_double, so must be double */
double param1, param2;
/* proportional change of each parameter; so the fiducial parameter value should not be 0 */
double delta = 0.1;
parser_read_double(pfc,pfc->name[ipara],¶m1,&flag1,errmsg);
param2 = param1 * (1.+delta);
sprintf(pfc->value[ipara],"%e", param2);
printf("<=================================>");
printf("%s: %e --> %e; z: %f\n", pfc->name[ipara], param1, param2, z);
/* calls class again for *renewed* fc and return the P(k)'s*/
class_assuming_bessels_computed(pfc,ppr,pba,pth,ppt,pbs,ptr,ppm,psp,pnl,ple,pop,z,psCl1,lmin,lmax,errmsg);
for(l=lmin; l<=lmax; l++) idCldPara[l] = (psCl1[l]-psCl0[l])/(param1*delta);
/* reset fc to fiducial values */
if (set_fiducial(pfc,errmsg) == _FAILURE_) {
printf("\n\nError set fiducial parameters \n=>%s\n",errmsg);
return _FAILURE_;
}
}
/*
char * trim(char *str)
{
char *str_last, *str_cur;
if(str==NULL) return;
for(; *str==0x20 || *str=='\t'; ++str);
for(str_last=str_cur=str;*str_cur!='\0';++str_cur)
if(*str_cur!=0x20 && *str_cur!='\t')
str_last=str_cur;
*++str_last=0;
return str;
}
*/