/* Test harness routine, which contains test quadratic data, invokes
mpfit() */
int testquadfit()
{
double x[] = {-1.7237128E+00,1.8712276E+00,-9.6608055E-01,
-2.8394297E-01,1.3416969E+00,1.3757038E+00,
-1.3703436E+00,4.2581975E-02,-1.4970151E-01,
8.2065094E-01};
double y[] = {2.3095947E+01,2.6449392E+01,1.0204468E+01,
5.40507,1.5787588E+01,1.6520903E+01,
1.5971818E+01,4.7668524E+00,4.9337711E+00,
8.7348375E+00};
double ey[10];
double p[] = {1.0, 1.0, 1.0}; /* Initial conditions */
double pactual[] = {4.7, 0.0, 6.2}; /* Actual values used to make data */
double perror[3]; /* Returned parameter errors */
int i;
struct vars_struct v;
int status;
mp_result result;
memset(&result,0,sizeof(result)); /* Zero results structure */
result.xerror = perror;
for (i=0; i<10; i++) ey[i] = 0.2; /* Data errors */
v.x = x;
v.y = y;
v.ey = ey;
/* Call fitting function for 10 data points and 3 parameters */
status = mpfit(quadfunc, 10, 3, p, 0, 0, (void *) &v, &result);
printf("*** testquadfit status = %d\n", status);
printresult(p, pactual, &result);
return 0;
}
/* Test harness routine, which contains test data, invokes mpfit() */
int testfit()
{
int j, k = 0;
FILE *data;
FILE *output;
data = fopen("Compiled_Data.txt", "r");
output = fopen("Constants.ini", "w");
int n;
fscanf(data, "%d", &n);
double p[4];
double x[820][2];
double y[820];
for (j = 0; j < n; j++)
{
fscanf(data, "%lf", &p[j]);
}
while (fscanf(data, "%lf,%lf,%lf", &x[k][0], &x[k][1], &y[k]) != EOF)
{
k++;
}
int i;
struct vars_struct v;
int status;
mp_result result;
mp_par constraints[4];
memset(&result, 0, sizeof(result)); /* Zero results structure and parameter constraints */
memset(constraints, 0, sizeof(constraints));
for (i = 0; i < n / 2; i++)
{
constraints[2 * i].limited[0] = 1;
constraints[2 * i].limited[1] = 1;
constraints[2 * i].limits[0] = 0.0;
constraints[2 * i].limits[1] = 100.0;
}
v.x = x;
v.y = y;
/* Call fitting function for 820 data points and 4 (n) parameters */
status = mpfit(statfunc, 820, n, p, constraints, 0, (void *)&v, &result);
fprintf(output, "*** testfit status = %d (Editing this file is not recommended)\n", status);
for(i = 0; i < n; i++)
{
if (i % 2 == 0)
{
fprintf(output, "Maximum %d = %lf\n", i / 2, p[i]);
} else
{
fprintf(output, "Weight %d = %lf\n", i / 2, p[i]);
}
}
//printresult(p, &result);
return 0;
}
/* Test harness routine, which contains test gaussian-peak data
Example of fixing two parameter
Commented example of how to put boundary constraints
*/
int testgaussfix()
{
double x[] = {-1.7237128E+00,1.8712276E+00,-9.6608055E-01,
-2.8394297E-01,1.3416969E+00,1.3757038E+00,
-1.3703436E+00,4.2581975E-02,-1.4970151E-01,
8.2065094E-01};
double y[] = {-4.4494256E-02,8.7324673E-01,7.4443483E-01,
4.7631559E+00,1.7187297E-01,1.1639182E-01,
1.5646480E+00,5.2322268E+00,4.2543168E+00,
6.2792623E-01};
double ey[10];
double p[] = {0.0, 1.0, 0.0, 0.1}; /* Initial conditions */
double pactual[] = {0.0, 4.70, 0.0, 0.5};/* Actual values used to make data*/
double perror[4]; /* Returned parameter errors */
mp_par pars[4]; /* Parameter constraints */
int i;
struct vars_struct v;
int status;
mp_result result;
memset(&result,0,sizeof(result)); /* Zero results structure */
result.xerror = perror;
memset(pars,0,sizeof(pars)); /* Initialize constraint structure */
pars[0].fixed = 1; /* Fix parameters 0 and 2 */
pars[2].fixed = 1;
/* How to put limits on a parameter. In this case, parameter 3 is
limited to be between -0.3 and +0.2.
pars[3].limited[0] = 0;
pars[3].limited[1] = 1;
pars[3].limits[0] = -0.3;
pars[3].limits[1] = +0.2;
*/
for (i=0; i<10; i++) ey[i] = 0.5;
v.x = x;
v.y = y;
v.ey = ey;
/* Call fitting function for 10 data points and 4 parameters (2
parameters fixed) */
status = mpfit(gaussfunc, 10, 4, p, pars, 0, (void *) &v, &result);
printf("*** testgaussfix status = %d\n", status);
printresult(p, pactual, &result);
return 0;
}
int mp_nllsqfit(
real *xdat, /* x[ndat][xdim] or x(xdim,ndat) */
int xdim, /* */
real *ydat, /* y[ndat] */
real *wdat, /* w[ndat] */
real *ddat, /* d[ndat] */
int ndat, /* */
real *fpar, /* f[npar] */
real *epar, /* e[npar] */
int *mpar, /* m[npar] */
int npar, /* */
real tol, /* tolerance to convergence */
int its, /* # iterations */
real lab, /* (small) mixing parameter (0 for linear) */
rproc f, /* f */
iproc df) /* df/da */
{
float *x, *y, *sig, **covar, **alpha;
float *a, chisq, ochisq, lamda, fac;
int i, k, itst, *ia;
int itc = 0;
mp_config *config = NULL;
mp_par *pars = NULL;
void *private_data = NULL;
mp_result result;
if (npar > MAXPAR) error("MAXPAR too small for npar");
if (xdim > MAXPAR) error("MAXPAR too small for xdim");
if (xdim != 1) error("mp_nllsqfit: cannot deal with xdim=%d",xdim);
old_f = f; /* mpfit only uses f, doesn't need df */
mpfit(my_func, ndat, npar,
xdat, pars, config, private_data,
&result);
/* to be called as follows: */
// funct(m,n,x,fvec,dvec,priv);
return 0; /* return number of iterations */
}
/* Test harness routine, which contains test data, invokes mpfit() */
int testlinfit()
{
double x[] = {-1.7237128E+00,1.8712276E+00,-9.6608055E-01,
-2.8394297E-01,1.3416969E+00,1.3757038E+00,
-1.3703436E+00,4.2581975E-02,-1.4970151E-01,
8.2065094E-01};
double y[] = {1.9000429E-01,6.5807428E+00,1.4582725E+00,
2.7270851E+00,5.5969253E+00,5.6249280E+00,
0.787615,3.2599759E+00,2.9771762E+00,
4.5936475E+00};
double ey[10];
/* y = a - b*x */
/* a b */
double p[2] = {1.0, 1.0}; /* Parameter initial conditions */
double pactual[2] = {3.20, 1.78}; /* Actual values used to make data */
double perror[2]; /* Returned parameter errors */
int i;
struct vars_struct v;
int status;
mp_result result;
memset(&result,0,sizeof(result)); /* Zero results structure */
result.xerror = perror;
for (i=0; i<10; i++) ey[i] = 0.07; /* Data errors */
v.x = x;
v.y = y;
v.ey = ey;
/* Call fitting function for 10 data points and 2 parameters */
status = mpfit(linfunc, 10, 2, p, 0, 0, (void *) &v, &result);
printf("*** testlinfit status = %d\n", status);
printresult(p, pactual, &result);
return 0;
}
do_line()
{
real *x, *y, *dx, *dy, *dz;
int i,j, mwt;
real chi2,q,siga,sigb, sigma, d, sa, sb;
real cov00, cov01, cov11, sumsq;
real r, prob, z;
void fit(), pearsn();
if (nxcol < 1) error("nxcol=%d",nxcol);
if (nycol < 1) error("nycol=%d",nycol);
x = xcol[0].dat;
y = ycol[0].dat;
dx = (dxcolnr>0 ? dxcol.dat : NULL);
dy = (dycolnr>0 ? dycol.dat : NULL);
#if HAVE_GSL
if (dx) error("Cannot use GSL with errors in X column");
gsl_fit_linear (x, 1, y, 1, npt, &b, &a,
&cov00, &cov01, &cov11, &sumsq);
printf("y=ax+b: a=%g b=%g cov00,01,11=%g %g %g sumsq=%g\n",
a,b, cov00,cov01,cov11, sumsq);
if (dy) {
for (i=0; i<npt; i++)
dy[i] = 1/(dy[i]*dy[i]);
gsl_fit_wlinear (x, 1, dy, 1, y, 1, npt, &b, &a,
&cov00, &cov01, &cov11, &chi2);
printf("y=ax+b: a=%g b=%g cov00,01,11=%g %g %g chi^2=%g\n",
a,b, cov00,cov01,cov11, chi2);
}
#else
if (dx) {
#if defined(TESTNR)
warning("new FITEXY method");
dz = (real *) allocate(npt*sizeof(real));
for (i=0; i<npt; i++) dz[i] = 0.0;
fitexy(x,y,npt,dx,dy,&b,&a,&sigb,&siga,&chi2,&q);
printf("fitexy(x,y,dx,dy) a=%g b=%g %g %g\n",b,a,sigb,siga);
fitexy(x,y,npt,dz,dy,&a,&b,&siga,&sigb,&chi2,&q);
printf("fitexy(x,y, 0,dy) a=%g b=%g %g %g\n",a,b,siga,sigb);
fitexy(x,y,npt,dx,dz,&a,&b,&siga,&sigb,&chi2,&q);
printf("fitexy(x,y,dx, 0) a=%g b=%g %g %g\n",a,b,siga,sigb);
fit (x,y,npt,dy, 1,&a,&b,&siga,&sigb,&chi2,&q);
printf("fit (x,y, 0,dy) a=%g b=%g %g %g\n",a,b,siga,sigb);
fit (y,x,npt,dx, 1,&a,&b,&siga,&sigb,&chi2,&q);
printf("fit (y,x, 0,dx) a=%g b=%g %g %g\n",a,b,siga,sigb);
sa=sqrt(siga*siga+sqr(sigb*(a/b)))/b;
sb=sigb/(b*b);
printf("FITEXY: %11.6f %11.6f %11.6f %11.6f %11.6f %11.6f\n",
-a/b,1.0/b,sa,sb,chi2,q);
#elif defined(TESTMP)
struct vars_struct v; /* private data for mpfit() */
int status;
mp_result result;
double p[2] = {1.0, 1.0};
double perror[2];
warning("MPFIT method; mode mpfit=%d",mpfit_mode);
bzero(&result,sizeof(result));
result.xerror = perror;
v.x = xcol[0].dat;
v.y = ycol[0].dat;
v.ex = dxcol.dat;
v.ey = dycol.dat;
v.mode = mpfit_mode;
status = mpfit(linfitex, npt, 2, p, 0, 0, (void *) &v, &result);
dprintf(1,"*** mpfit status = %d\n", status);
printf(" CHI-SQUARE = %f (%d DOF)\n",
result.bestnorm, result.nfunc-result.nfree);
printf(" NPAR = %d\n", result.npar);
printf(" NFREE = %d\n", result.nfree);
printf(" NPEGGED = %d\n", result.npegged);
printf(" NITER = %d\n", result.niter);
printf(" NFEV = %d\n", result.nfev);
printf("\n");
for (i=0; i<result.npar; i++) {
printf(" P[%d] = %f +/- %f\n",
i, p[i], result.xerror[i]);
}
#else
error("no dycol= implemented yet");
#endif
} else {
for(mwt=0;mwt<=1;mwt++) {
#if 1
if (mwt>0 && nsigma>0) {
fit(x,y,npt,dy,0,&b,&a,&sigb,&siga,&chi2,&q);
} else {
if (mwt>0 && dycolnr==0)
continue;
fit(x,y,npt,dy,mwt,&b,&a,&sigb,&siga,&chi2,&q);
}
#else
if (mwt==0)
fit(x,y,npt,dy,mwt,&b,&a,&sigb,&siga,&chi2,&q);
else
myfit(x,y,npt,dy,mwt,&b,&a,&sigb,&siga,&chi2,&q);
#endif
dprintf(2,"\n");
dprintf (1,"Fit: y=ax+b\n");
if (mwt == 0)
dprintf(1,"Ignoring standard deviations\n");
else
dprintf(1,"Including standard deviation\n");
printf("%12s %9.6f %18s %9.6f \n",
"a = ",a,"uncertainty:",siga);
printf("%12s %9.6f %18s %9.6f \n",
"b = ",b,"uncertainty:",sigb);
printf("%12s %9.6f %18s %9.6f \n",
"x0 = ",-b/a,"uncertainty:",sqrt(sqr(sigb/a)+sqr(siga*b/(a*a))));
printf("%12s %9.6f %18s %9.6f \n",
"y0 = ",b,"uncertainty:",sigb);
printf("%19s %14.6f \n","chi-squared: ",chi2);
printf("%23s %10.6f %s\n","goodness-of-fit: ",q,
q==1 ? "(no Y errors supplied [dycol=])" : "");
pearsn(x, y, npt, &r, &prob, &z);
printf("%9s %g\n","r: ",r);
printf("%12s %g\n","prob: ",prob);
printf("%9s %g\n","z: ",z);
if (mwt==0 && nsigma>0) {
sigma = 0.0;
for(i=0; i<npt; i++)
sigma += sqr(y[i] - a*x[i] - b);
sigma /= (real) npt;
sigma = nsigma * sqrt(sigma); /* critical distance */
for(i=0, j=0; i<npt; i++) { /* loop over points */
d = ABS(y[i] - a*x[i] - b);
if (d > sigma) continue;
x[j] = x[i]; /* shift them over */
y[j] = y[i];
if (dy) dy[j] = dy[i];
j++;
}
dprintf(0,"%d/%d points outside %g*sigma (%g)\n",
npt-j,npt,nsigma,sigma);
npt = j;
}
} /* mwt */
} /* dxcol */
if (outstr) write_data(outstr);
#endif
}
int DoIt(){
/* Variable declarations */
/* Generic use variables */
int i,j,k,l,n; /* Generic loop counters */
/* DRMS/JSOC variables */
char *harpnum,*time_range; /* SHARPs ID and time range from module_args[] */
double umb_sig, pen_sig; /* Cutoffs for sunspots */
int num_divs; /* Number of divisions to break a data strip into for trend removal */
char *drms_query; /* The DRMS query we are going to send */
int num_query_chars; /* Number of characters in total query for malloc definition */
CmdParams_t *params=&cmdparams; /* For the module_args stuff */
DRMS_RecordSet_t *drms_ids; /* Holds the id structure of the records */
DRMS_Record_t *drms_record; /* Holds specific record information */
DRMS_Segment_t *drms_segment; /* Segment information */
int drms_status; /* Status variable */
int num_records; /* Number of records and variables to get the segment locations we need */
/* cfitsio-related variables */
fitsfile *v_ptr,*i_ptr,*c_ptr; /* Pointers for FITS files */
fitsfile *info_ptr;
int v_status,i_status,c_status; /* Status checker for opening files */
int info_status;
int hdu_pos,num_hdus; /* HDU number and location */
int needed_hdu; /* The HDU we want to be on */
int any_nulls; /* Nonzero if there are null values in data */
char i_filename[DRMS_MAXPATHLEN+1],v_filename[DRMS_MAXPATHLEN+1]; /* Containers for the filenames */
char c_filename[DRMS_MAXPATHLEN+1],info_filename[DRMS_MAXPATHLEN+1];
double nulval; /* Container for what null values in data should be set to */
long l_nulval;
/* Needed FITS keywords */
int naxis1,naxis2,naxis; /* Length of axes */
double crpix1,crpix2; /* SHARPs CRPIX is the center of the Sun relative to the lower left of the patch (fortranL 1,1) */
double imcrpix1,imcrpix2; /* SHARPs IMCRPIX is the center of the Sun in full plate coordinates (fortran) */
double cdelt1,cdelt2; /* HMI pixel sizes in as */ double blank; /* Values of bad data */
double crota2,crln_obs,crlt_obs; /* Rotation, carrington observer location */
double dsun_obs,rsun_obs; /* Distance to and radius of the sun, observed at t_obs */
double obs_vr,obs_vw,obs_vn; /* Satellite velocity keywords */
TIME t_obs; /* Observation time, ZULU */
char **t_obs_s; /* String version of observation time */
long *quality; /* Data quality keyword */
/* Data-related variables */
double **vlos_dat, **inc_dat; /* Data arrays, size defined once naxis1/2 are known */
double **con_dat;
long **info_dat;
double *v_pixel_strip; /* Strip of pixels read from the field data */
double *i_pixel_strip; /* Strip of pixels read from the inclination data */
double *c_pixel_strip; /* Strip of pixels read from the continuum data */
long *info_pixel_strip; /* Strip of pixels read from the continuum data */
long fpixel[2]; /* Holds the location of pixel to be read */
LONGLONG nelements; /* Number of elements in a strip to be read (naxis2) */
FILE *outptr,*bad_outptr; /* Pointer to the outfile */
char outfile_name[25]; /* Name of the outfile */
char bad_outfile_name[24]; /* Name of the outfile for bad quality*/
/* Variables related to the actual task */
double rscx,rscy; /* Disk center, plate coordinates */
double rllx,rlly; /* Disk center, patch coordinates */
double rpllx,rplly; /* Lower left of patch, plate coordinates */
double **radius; /* Array to hold where the Sun's boundaries are, column major order */
double umb,pen; /* Intensity cutoffs for the umbra and penumbra */
double num_good; /* The number of nonzero continuum values in a sunspot region */
double mu; /* Angle from solar center */
double rsun_pix,xx,yy,r; /* Variables associated with radial boundaries */
long *t_secs; /* T_OBS time converted to seconds since UNIX epoch */
double *umb_p_vel,*umb_n_vel; /* Umbral LOS velocities */
double *pen_p_vel,*pen_n_vel; /* Penumbral LOS velocities */
double umb_p_counter,umb_n_counter; /* Counters for averages */
double pen_p_counter,pen_n_counter;
double vr,vn,vw,vt; /* Various LOS velocities due to satellite motion and solar rotation */
double vlos; /* VLOS after removing all of the satellite motion and solar rotation */
double **y_axis; /* Array to be looped over wrt naxis2 to remove trends */
double **y_error; /* Error on y axis, taken as 1 */
double **x_axis; /* Array to be looped over that holds naxis1 information for fitting */
double x,y; /* Pixel location on the solar disk */
double ttx,tty,tx,ty,zz; /* Intermediate variables for coordinate conversions */
double lat,lon; /* Carrington coordinate latitude and longitude */
double p,t; /* Spherical phi and theta coordinates */
int noaa_ar; /* Active region number */
mp_result result; /* Fitting result structure */
mp_config config; /* Configuration options for fitting structure */
double perror[2]; /* Error on fitting coefficients */
double fit_params[2]; /* Fitting coefficients */
struct vars_struct v; /* Private data, shared between main and functions */
int fit_status; /* Fitting returned status */
int inv_len; /* Interval length for breaking data up */
/* Initialise variables that need it */
drms_status=0;
memset(&result,0,sizeof(result));
memset(&config,0,sizeof(config));
/* Set the error stuff for cmfit */
result.xerror=perror;
/* Set the default options for cmfit */
config.ftol=1.49012e-08;
config.xtol=1.49012e-08;
config.gtol=0.0;
config.maxfev=0;
/* Grab values from module_args[] */
harpnum=strdup(params_get_str(params,"harpnum"));
time_range=strdup(params_get_str(params,"time_range"));
umb_sig=params_get_double(params,"umb_sig");
pen_sig=params_get_double(params,"pen_sig");
num_divs=params_get_int(params,"num_divs");
/* Now we start the main program. The rough layout is as follows:
1. Query drms. Based on what we learn, either exit or grab what we need from it.
2. Loop through the files, calculate field stuff.
3. Print out a table of values at the end. */
/* Forge the DRMS query. */
num_query_chars=16+strlen(harpnum); /* hmi.sharp_720s[] is 16 characters */
if (time_range!="[]"){
num_query_chars+=strlen(time_range);
}
drms_query=calloc(num_query_chars,sizeof(char));
strcat(drms_query,"hmi.sharp_720s[");
strcat(drms_query,harpnum);
strcat(drms_query,"]");
if (time_range!="[]"){
strcat(drms_query,time_range);
}
/* Query DRMS for the records. */
printf("Querying DRMS. This may take some time.\n");
if (!(drms_ids=drms_open_records(drms_env,drms_query,&drms_status))){
printf("No record sets match your criteria. Check your SHARPs ID and your time range.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
free(drms_query);
return 0;
}
free(drms_query);
num_records=drms_ids->n;
printf("%d records match. Checking to make sure we have the needed data segments.\n",num_records);
drms_record=drms_ids->records[0];
if (!(drms_segment_lookup(drms_record,"vlos_mag"))){
printf("vlos_mag segment not present! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(drms_segment_lookup(drms_record,"inclination"))){
printf("Inclination segment not present! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(drms_segment_lookup(drms_record,"continuum"))){
printf("Continuum segment not present! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(drms_segment_lookup(drms_record,"info_map"))){
printf("Info_map segment not present! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
/* Now we can start. We loop over all records, get the keyword information we need, get the data, and then calculate. */
/* First set the size of some of the pointers that are intended to be arrays. */
/* Time-related arrays */
t_secs=malloc(num_records*sizeof(long));
t_obs_s=malloc(num_records*sizeof(char *));
for (i=0;i<num_records;i++){
t_obs_s[i]=malloc(T_OBS_LENGTH*sizeof(char));
}
/* Data-related arrays */
umb_p_vel=malloc(num_records*sizeof(double));
pen_p_vel=malloc(num_records*sizeof(double));
umb_n_vel=malloc(num_records*sizeof(double));
pen_n_vel=malloc(num_records*sizeof(double));
/* Record quality */
quality=malloc(num_records*sizeof(long));
for (k=0;k<num_records;k++){
drms_record=drms_ids->records[k];
/* Check to see if we have data for a particular observation time */
if (!(t_obs=drms_getkey_time(drms_record,"T_OBS",&drms_status))){
printf("Keyword %s not present! Exiting.\n","T_OBS");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (time_is_invalid(t_obs)){
printf("Bad record, skipping.\n");
} else {
if (k == 0){
/* Get active region number for pregame info */
if (!(noaa_ar=drms_getkey_int(drms_record,"NOAA_AR",&drms_status))){
printf("Keyword %s not present! Exiting.\n","NOAA_AR");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
/* Create data output filename */
sprintf(outfile_name,"AR%d.fvlos-output.dat",noaa_ar);
sprintf(bad_outfile_name,"AR%d.bad-quality.dat",noaa_ar);
/* Print out some stats before we run */
printf("Pre-analysis details:\n");
printf("Analyzing: HARP Number: %s\t NOAA AR: %d\n",harpnum,noaa_ar);
printf("Output file: %s\n",outfile_name);
if (time_range == "[]\0"){
printf("We are covering the entire data set.\n");
} else {
printf("Time range: %s\n",time_range);
}
printf("\n\n");
}
printf("Processing record %d of %d.\n",k+1,num_records);
/* Fill keywords */
if (!(quality[k]=drms_getkey_longlong(drms_record,"QUALITY",&drms_status))){
quality[k]=0;
}
if (!(crpix1=drms_getkey_double(drms_record,"CRPIX1",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CRPIX1");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(crpix2=drms_getkey_double(drms_record,"CRPIX2",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CRPIX2");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(cdelt1=drms_getkey_double(drms_record,"CDELT1",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CDELT1");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(cdelt2=drms_getkey_double(drms_record,"CDELT2",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CDELT2");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(imcrpix1=drms_getkey_double(drms_record,"IMCRPIX1",&drms_status))){
printf("Keyword %s not present! Exiting.\n","IMCRPIX1");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(imcrpix2=drms_getkey_double(drms_record,"IMCRPIX2",&drms_status))){
printf("Keyword %s not present! Exiting.\n","IMCRPIX2");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(rsun_obs=drms_getkey_double(drms_record,"RSUN_OBS",&drms_status))){
printf("Keyword %s not present! Exiting.\n","RSUN_OBS");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(dsun_obs=drms_getkey_double(drms_record,"DSUN_OBS",&drms_status))){
printf("Keyword %s not present! Exiting.\n","DSUN_OBS");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(obs_vr=drms_getkey_double(drms_record,"OBS_VR",&drms_status))){
printf("Keyword %s not present! Exiting.\n","OBS_VR");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(obs_vn=drms_getkey_double(drms_record,"OBS_VN",&drms_status))){
printf("Keyword %s not present! Exiting.\n","OBS_VN");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(obs_vw=drms_getkey_double(drms_record,"OBS_VW",&drms_status))){
printf("Keyword %s not present! Exiting.\n","OBS_VW");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(crota2=drms_getkey_double(drms_record,"CROTA2",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CROTA2");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(crln_obs=drms_getkey_double(drms_record,"CRLN_OBS",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CRLN_OBS");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(crlt_obs=drms_getkey_double(drms_record,"CRLT_OBS",&drms_status))){
printf("Keyword %s not present! Exiting.\n","CRLT_OBS");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
if (!(blank=drms_getkey_double(drms_record,"BLANK",&drms_status))){
printf("Keyword %s not present! Exiting.\n","BLANK");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
sprint_ut(t_obs_s[k],t_obs); /* Convert to string */
printf(" Checking quality.\n");
if (quality[k] == 0){
/* Ok, now we get the file locations for the data from DRMS. Originally I attempted
* to pull the data directly from DRMS but there were vague free() and malloc() issues
* possibly due to icc and multithreading, or library problems. */
if (!(drms_segment=drms_segment_lookup(drms_record,"vlos_mag"))){
printf("Problem opening the vlos_mag segment! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
drms_segment_filename(drms_segment,v_filename);
if (!(drms_segment=drms_segment_lookup(drms_record,"continuum"))){
printf("Problem opening the continuum segment! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
drms_segment_filename(drms_segment,c_filename);
/* naxis1 and naxis2 we get from segment information */
naxis1=(int)drms_segment->axis[0];
naxis2=(int)drms_segment->axis[1];
if (!(drms_segment=drms_segment_lookup(drms_record,"inclination"))){
printf("Problem opening the inclination segment! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
drms_segment_filename(drms_segment,i_filename);
if (!(drms_segment=drms_segment_lookup(drms_record,"info_map"))){
printf("Problem opening the info_map segment! Exiting.\n");
drms_close_records(drms_ids,DRMS_FREE_RECORD);
return 0;
}
drms_segment_filename(drms_segment,info_filename);
printf(" Opening FITs files.\n");
/* Now open the FITS files and get to work. */
v_status=0;
i_status=0;
c_status=0;
info_status=0;
any_nulls=0;
if (fits_open_file(&v_ptr,v_filename,READONLY,&v_status)){
printf("Cannot open %s! Exiting.\n",v_filename);
exit(0);
}
if (fits_open_file(&i_ptr,i_filename,READONLY,&i_status)){
printf("Cannot open %s! Exiting.\n",i_filename);
fits_close_file(i_ptr,&i_status);
exit(0);
}
if (fits_open_file(&c_ptr,c_filename,READONLY,&c_status)){
printf("Cannot open %s! Exiting.\n",c_filename);
fits_close_file(c_ptr,&c_status);
exit(0);
}
if (fits_open_file(&info_ptr,info_filename,READONLY,&info_status)){
printf("Cannot open %s! Exiting.\n",info_filename);
fits_close_file(info_ptr,&info_status);
exit(0);
}
/* Walk through the HDUs until we get to one with NAXIS=2 */
/* Number of headers and which one we are on */
fits_get_num_hdus(v_ptr,&num_hdus,&v_status);
fits_get_hdu_num(v_ptr,&hdu_pos);
/* Find the one with two naxes */
naxis=0;
for (i=1;i<=num_hdus;i++){
fits_movabs_hdu(v_ptr,i,NULL,&v_status);
fits_read_key(v_ptr,TINT,"NAXIS",&naxis,NULL,&v_status);
if (naxis == 2){
needed_hdu=i;
}
}
/* Set all to the needed HDU */
if (naxis == 0){
printf("HDU problems: can't find one with the required number of axes.\n");
fits_close_file(v_ptr,&v_status);
fits_close_file(i_ptr,&i_status);
fits_close_file(c_ptr,&c_status);
fits_close_file(info_ptr,&info_status);
exit(0);
} else {
fits_movabs_hdu(v_ptr,needed_hdu,NULL,&v_status);
fits_movabs_hdu(i_ptr,needed_hdu,NULL,&i_status);
fits_movabs_hdu(c_ptr,needed_hdu,NULL,&c_status);
fits_movabs_hdu(info_ptr,needed_hdu,NULL,&info_status);
}
/* Now set some definite boundaries on arrays to help with memory usage. Arrays are called as con_dat[y][x]. */
inv_len=naxis1/num_divs;
vlos_dat=malloc(naxis2*sizeof(double *));
inc_dat=malloc(naxis2*sizeof(double *));
con_dat=malloc(naxis2*sizeof(double *));
radius=malloc(naxis2*sizeof(double *));
info_dat=malloc(naxis2*sizeof(long *));
y_axis=malloc(num_divs*sizeof(double *));
y_error=malloc(num_divs*sizeof(double *));
x_axis=malloc(num_divs*sizeof(double *));
v_pixel_strip=calloc(naxis1,sizeof(double));
i_pixel_strip=calloc(naxis1,sizeof(double));
c_pixel_strip=calloc(naxis1,sizeof(double));
info_pixel_strip=calloc(naxis1,sizeof(long));
for (j=0;j<naxis2;j++){
vlos_dat[j]=calloc(naxis1,sizeof(double));
inc_dat[j]=calloc(naxis1,sizeof(double));
con_dat[j]=calloc(naxis1,sizeof(double));
radius[j]=calloc(naxis1,sizeof(double));
info_dat[j]=calloc(naxis1,sizeof(long));
}
for (j=0;j<(num_divs-1);j++){
x_axis[j]=calloc((inv_len),sizeof(double));
y_axis[j]=calloc((inv_len),sizeof(double));
y_error[j]=calloc((inv_len),sizeof(double));
}
x_axis[num_divs-1]=calloc((inv_len + naxis1%num_divs),sizeof(double));
y_axis[num_divs-1]=calloc((inv_len + naxis1%num_divs),sizeof(double));
y_error[num_divs-1]=calloc((inv_len + naxis1%num_divs),sizeof(double));
/* Next, put data in the arrays, clear out blank values and NaNs from the data */
fpixel[0]=1; /* cfitsio uses fortran reference instead of c when accessing data */
nelements=naxis1;
nulval=0;
l_nulval=0;
any_nulls=0;
for (j=0;j<naxis2;j++){
fpixel[1]=j+1; /* Add 1 to account for fortran FITS indexing */
fits_read_pix(v_ptr,TDOUBLE,fpixel,nelements,&nulval,v_pixel_strip,&any_nulls,&v_status);
fits_read_pix(i_ptr,TDOUBLE,fpixel,nelements,&nulval,i_pixel_strip,&any_nulls,&i_status);
fits_read_pix(c_ptr,TDOUBLE,fpixel,nelements,&nulval,c_pixel_strip,&any_nulls,&c_status);
fits_read_pix(info_ptr,TLONG,fpixel,nelements,&l_nulval,info_pixel_strip,&any_nulls,&info_status);
for (i=0;i<naxis1;i++){
/* Kill blank values if present, if not assign to the correct place in array */
if (v_pixel_strip[i] == blank){
vlos_dat[j][i]=0.0;
} else {
vlos_dat[j][i]=v_pixel_strip[i];
}
if (i_pixel_strip[i] == blank){
inc_dat[j][i]=0.0;
} else {
inc_dat[j][i]=i_pixel_strip[i];
}
if (c_pixel_strip[i] == blank){
con_dat[j][i]=0.0;
} else {
con_dat[j][i]=c_pixel_strip[i];
}
info_dat[j][i]=info_pixel_strip[i];
}
}
printf(" Analyzing data.\n");
/* Coordinate variable definitions for future use. See the declaration section */
/* at the front of the code to understand what these refer to. */
rscx=(imcrpix1-1.0);
rscy=(imcrpix2-1.0);
rllx=(crpix1-1.0);
rlly=(crpix2-1.0);
rpllx=(rscx-rllx);
rplly=(rscy-rlly);
/* Fill the radius array, handle limb darkening */
rsun_pix=rsun_obs/cdelt1;
for (i=0;i<naxis1;i++){
for (j=0;j<naxis2;j++){
xx=(double)i-rllx;
yy=(double)j-rlly;
r=sqrt(xx*xx+yy*yy);
if (r <= rsun_pix){
radius[j][i]=r;
mu=sqrt(1-pow(r/rsun_pix,2.0));
con_dat[j][i]=con_dat[j][i]/limb_darken(mu);
}
}
}
/* Determine if we actually have an active region here. */
spotbounds(con_dat,naxis1,naxis2,&umb,&pen,umb_sig,pen_sig);
num_good=0;
for (i=0;i<naxis1;i++){
for (j=0;j<naxis2;j++){
if ((radius[j][i] > 0)&&(con_dat[j][i] <= pen)&&(con_dat[j][i] > 0)){
num_good++;
}
}
}
/* Now find the average LOS velocities. */
umb_p_vel[k]=0;
pen_p_vel[k]=0;
umb_n_vel[k]=0;
pen_n_vel[k]=0;
umb_p_counter=0.0;
umb_n_counter=0.0;
pen_p_counter=0.0;
pen_n_counter=0.0;
if (num_good > 0){
/* We're going to do these loops twice - first to remove any satellite and differential
* rotation effects, then again to fit and remove trends. */
/* First the satellite motion and the differential rotation */
for (i=0;i<naxis1;i++){
for (j=0;j<naxis2;j++){
if ((radius[j][i] > 0)&&(good_pixel(info_dat[j][i]))){
/* Get the pixel location in HPL coordinates */
x=rpllx+(double)i;
y=rplly+(double)j;
/* Stonyhurst/carrington needed for photospheric velocity calcs */
pixel2hpl(x,y,crota2,imcrpix1,imcrpix2,cdelt1,cdelt2,&tx,&ty);
hpl2stony(tx,ty,dsun_obs,crln_obs,crlt_obs,&lat,&lon);
/* Photospheric rotation removal */
vt=v_t(lat,0,0,0)*along_phi(t,p,dsun_obs); /*0's are for default coefficients */
/* Convert to spherical with no rotation to account for sat orientation and handle LOS stuff */
pixel2hpl(x,y,0.0,imcrpix1,imcrpix2,cdelt1,cdelt2,&tx,&ty);
hpl2hpc(tx,ty,&ttx,&tty);
hpc2hcc(ttx,tty,dsun_obs,&xx,&yy,&zz);
hcc2sphere(xx,yy,zz,&t,&p);
/* LOS satellite velocity components */
vr=obs_vr*along_obs(t,p,dsun_obs);
vn=obs_vn*along_north(t,p,dsun_obs);
vw=obs_vw*along_west(t,p,dsun_obs);
/* vlos after removing all of the doppler effects. The
* division by 100 is to convert cm/s to m/s. */
vlos_dat[j][i]=(vlos_dat[j][i]/100)-vr-vn-vw-vt;
}
}
}
/* Next we fit a function across x, not including points that would be in a sunspot or off-disk points.
* Then we subtract this trend from the remaining data. */
for (j=0;j<naxis2;j++){
/* Fill the arrays along x */
for (i=0;i<num_divs;i++){
if (i < (num_divs-1)){
/* There are a total of num_divs segments in a data strip.
* To handle remainders when determining how many points to
* place in a segment, we first do the remainderless ones.
* The last may or may not have a remainder, but that's where
* one would go if it did, so we do it separately. */
for (l=0;l<inv_len;l++){
n=i*inv_len+l;
y_error[i][l]=1;
x_axis[i][l]=(double)n;
if ((radius[j][n] > 0)&&(con_dat[j][n] > pen)&&(good_pixel(info_dat[j][n]))){
y_axis[i][l]=vlos_dat[j][n];
} else {
y_axis[i][l]=0.0;
}
}
} else {
/* Handle the one that might have a remainder */
for (l=0;l<(inv_len + naxis1%num_divs);l++){
n=(num_divs-1)*inv_len+l;
y_error[num_divs-1][l]=1;
x_axis[num_divs-1][l]=(double)n;
if ((radius[j][n] > 0)&&(con_dat[j][n] > pen)&&(good_pixel(info_dat[j][n]))){
y_axis[num_divs-1][l]=vlos_dat[j][n];
} else {
y_axis[num_divs-1][l]=0.0;
}
}
}
}
/* Now we fit, but in strips determined by num_divs */
for (i=0;i<num_divs;i++){
if (i < (num_divs-1)){
v.x=x_axis[i];
v.y=y_axis[i];
v.ey=y_error[i];
fit_status=mpfit(fit_me,inv_len,2,fit_params,0,&config,(void *)&v,&result);
for (l=0;l<inv_len;l++){
n=i*inv_len+l;
vlos_dat[j][n]=vlos_dat[j][n]-(fit_params[0]*x_axis[i][l]+fit_params[1]); /* Subtract trend */
}
} else {
v.x=x_axis[num_divs-1];
v.y=y_axis[num_divs-1];
v.ey=y_error[num_divs-1];
fit_status=mpfit(fit_me,inv_len + naxis1%num_divs,2,fit_params,0,&config,(void *)&v,&result);
for (l=0;l<(inv_len + naxis1%num_divs);l++){
n=(num_divs-1)*inv_len+l;
vlos_dat[j][n]=vlos_dat[j][n]-(fit_params[0]*x_axis[num_divs-1][l]+fit_params[1]); /* Subtract trend */
}
}
}
}
/* Finally, we have a clean data set. Now get to work on it. */
for (i=0;i<naxis1;i++){
for (j=0;j<naxis2;j++){
if ((radius[j][i] > 0)&&(con_dat[j][i] < pen)&&(good_pixel(info_dat[j][i]))){
/* "Positive" sunspot polarities. */
vlos=vlos_dat[j][i];
if (inc_dat[j][i] < 90){
if (con_dat[j][i] <= umb){
umb_p_vel[k]+=vlos;
umb_p_counter++;
}
if (con_dat[j][i] > umb){
pen_p_vel[k]+=vlos;
pen_p_counter++;
}
}
/* "Negative" sunspot polarities. */
if (inc_dat[j][i] > 90){
if (con_dat[j][i] <= umb){
umb_n_vel[k]+=vlos;
umb_n_counter++;
}
if (con_dat[j][i] > umb){
pen_n_vel[k]+=vlos;
pen_n_counter++;
}
}
}
}
}
}
if (umb_p_counter > 0){
umb_p_vel[k]/=umb_p_counter;
} else {
umb_p_vel[k]=0;
}
if (umb_n_counter > 0){
umb_n_vel[k]/=umb_n_counter;
} else {
umb_n_vel[k]=0;
}
if (pen_p_counter > 0){
pen_p_vel[k]/=pen_p_counter;
} else {
pen_p_vel[k]=0;
}
if (pen_n_counter > 0){
pen_n_vel[k]/=pen_n_counter;
} else {
pen_n_vel[k]=0;
}
/* Free up dynamic arrays and close the files for the next iteration. */
for (i=0;i<naxis2;i++){
free(vlos_dat[i]);
free(inc_dat[i]);
free(con_dat[i]);
free(radius[i]);
free(info_dat[i]);
}
free(vlos_dat);
free(inc_dat);
free(con_dat);
free(radius);
free(info_dat);
free(v_pixel_strip);
free(i_pixel_strip);
free(c_pixel_strip);
free(info_pixel_strip);
free(x_axis);
free(y_axis);
free(y_error);
fits_close_file(v_ptr,&v_status);
fits_close_file(i_ptr,&i_status);
fits_close_file(c_ptr,&c_status);
fits_close_file(info_ptr,&info_status);
}
}
printf(" Completed run %d of %d.\n",k+1,num_records);
}
/* Output the results to a text file. */
/* First, convert t_obs to a more reasonable product. */
for (i=0;i<num_records;i++){
t_secs[i]=isotime(t_obs_s[i]);
}
printf("Writing to file %s.\n",outfile_name);
outptr=fopen(outfile_name,"w");
bad_outptr=fopen(bad_outfile_name,"w");
fprintf(outptr,"Active Region: %d\tVelocities are in m/s, fvlos is scaled to remove limb effects.\n",noaa_ar);
fprintf(outptr,"Full UT Time time(s) vlos pumb vlos ppen vlos numb vlos npen\n");
fprintf(outptr,"---------------------- ------- --------- --------- --------- ---------\n");
fprintf(bad_outptr,"Active Region: AR%d\n",noaa_ar);
fprintf(bad_outptr,"Full UT Time quality time(s) number\n");
fprintf(bad_outptr,"---------------------- ------- ------- ------\n");
for (i=0;i<num_records;i++){
/* Make times relative to the first recorded one. */
if (quality[i] == 0){
fprintf(outptr,"%s %7ld %6.2lf %6.2lf %6.2lf %6.2lf\n",t_obs_s[i],t_secs[i]-t_secs[0],umb_p_vel[i],pen_p_vel[i],umb_n_vel[i],pen_n_vel[i]);
} else {
fprintf(bad_outptr,"%s 0x%08lX %7ld %d\n",t_obs_s[i],quality[i],t_secs[i],i+1);
}
}
fclose(outptr);
fclose(bad_outptr);
printf("Done!\n");
/* Free memory associated with dynamic arrays. */
free(t_secs);
free(t_obs_s);
free(umb_p_vel);
free(pen_p_vel);
free(umb_n_vel);
free(pen_n_vel);
free(quality);
/* Close the drms records connection */
drms_close_records(drms_ids,DRMS_FREE_RECORD);
/* Done! */
return 0;
}
int fit_peak (struct params* p, double *freq, double *amp, double *width, double*** pol, double delta_nu, double delta_k, int nnu, int ntheta, int k)
{
int ii, ij, ik, mpreturn;
double *param, *xerror;
mp_par *bounds;
mp_result *mpres2;
mp_config *mpconf;
struct kslice sub;
param = (double*) malloc(4*sizeof(double));
param[0] = *freq;
param[1] = *amp;
param[2] = *width;
param[3] = (*amp)*0.1;
mpres2 = (mp_result*) calloc(1,sizeof(mp_result));
mpconf = (mp_config*) calloc(1, sizeof(mp_config));
/* Load subsection data */
sub.par = p;
sub.start = (param[0] - 1.0*param[2])/delta_nu;
sub.end = (param[0] + 1.0*param[2])/delta_nu;
if (sub.start < 0) sub.start = 0;
if (sub.end >= nnu) sub.end = nnu-1;
sub.ntheta = ntheta;
sub.delta_nu = delta_nu;
sub.k = (k+1)*delta_k;
sub.data = malloc((sub.end-sub.start+1)*sizeof(double*));
for (ii=sub.start; ii<=sub.end; ii++)
{
sub.data[ii-sub.start] = malloc(ntheta*sizeof(double));
for (ik=0; ik<ntheta; ik++)
{
sub.data[ii-sub.start][ik] = pol[ii][k][ik];
}
}
bounds = malloc(4*sizeof(mp_par));
xerror = calloc(4, sizeof(double));
for (ii=0; ii<4; ii++)
{
bounds[ii].fixed = 0;
bounds[ii].side = 0;
bounds[ii].deriv_debug = 0;
bounds[ii].relstep = 0.0;
bounds[ii].step = 0.0;
bounds[ii].limited[0] = bounds[ii].limited[1] = 0;
}
bounds[0].limited[0] = bounds[0].limited[1] = 1;
bounds[0].limits[0] = sub.start*delta_nu;
bounds[0].limits[1] = sub.end*delta_nu;
bounds[1].limited[0] = 1;
bounds[1].limits[0] = 0.0;
bounds[2].limited[0] = bounds[2].limited[1] = 1;
bounds[2].limits[0] = param[2]/2.;
bounds[2].limits[1] = param[2]*2.;
bounds[3].limited[0] = 1;
bounds[3].limited[1] = 0;
bounds[3].limits[0] = 0.0;
mpconf->ftol = 1e-8;
mpconf->xtol = 1e-4;
mpconf->gtol = 1e-8;
mpconf->covtol = 1e-10;
mpconf->maxiter = 200;
mpconf->nofinitecheck = 1;
mpres2->xerror = xerror;
mpreturn = 1;
mpreturn = mpfit(&funk_single, ntheta*(sub.end-sub.start+1), 4,
param, bounds, mpconf, &sub, mpres2);
*freq = param[0];
*amp = param[1]+param[3];/**20.;*param[0];*/
*width = param[2];
FILE *fp;
double den;
fp = fopen("debug2", "w");
for (ii=sub.start; ii<=sub.end; ii++)
{
for (ij=0; ij<ntheta; ij++)
{
den = ii*delta_nu - *freq;
den = den*den + (*width)*(*width)/4.0;
fprintf(fp, "%f\t%f\t%f\n", ii*delta_nu, param[3]+(*amp)*(*width)/(2.0*den), sub.data[ii-sub.start][ij]);
}
}
fclose(fp);
free(param);
free(bounds);
free(xerror);
free(mpres2);
free(mpconf);
for (ii=sub.start; ii<=sub.end; ii++)
{
free(sub.data[ii-sub.start]);
}
free(sub.data);
return 0;
}
