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s2let_analysis.c
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s2let_analysis.c
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// S2LET package
// Copyright (C) 2012
// Boris Leistedt & Jason McEwen
#include <complex.h>
#include <math.h>
#include <so3/so3.h>
#include <ssht/ssht.h>
#include <stdio.h>
#include <stdlib.h>
#include "s2let/s2let.h"
/*!
* Wavelet analysis from harmonic space to Wigner space for complex signals.
*
* \param[out] f_wav_lmn Wavelet transform (Wigner coefficients of wavelet
* contribution). \param[out] f_scal_lm Wavelet transform (Spherical harmonic
* coefficients of scaling contribution). \param[in] flm Spherical harmonic
* coefficients of input function. \param[in] wav_lm Wavelet kernels in harmonic space.
* \param[in] scal_l Scaling function kernels in harmonic space.
* \param[in] parameters A fully populated parameters object. The \link
* s2let_parameters_t::reality reality\endlink flag
* is ignored. Use \link s2let_analysis_lm2lmn_real
* \endlink instead for real signals.
* \retval none
*/
void s2let_analysis_lm2lmn(
complex double *f_wav_lmn,
complex double *f_scal_lm,
const complex double *flm,
const complex double *wav_lm,
const double *scal_l,
const s2let_parameters_t *parameters) {
int L = parameters->L;
int J_min = parameters->J_min;
int N = parameters->N;
int spin = parameters->spin;
int j, el, m, n;
int J = s2let_j_max(parameters);
int bandlimit = L;
int Nj = N;
int lm_ind, lmn_ind;
so3_parameters_t so3_parameters = {};
fill_so3_parameters(&so3_parameters, parameters);
complex double psi;
double phi;
int offset = 0;
for (j = J_min; j <= J; ++j) {
if (!parameters->upsample) {
bandlimit = MIN(s2let_bandlimit(j, parameters), L);
so3_parameters.L = bandlimit;
Nj = MIN(N, bandlimit);
// ensure N and Nj are both even or both odd
Nj += (Nj + N) % 2;
so3_parameters.N = Nj;
}
for (n = -Nj + 1; n < Nj; n += 2) {
for (el = MAX(ABS(spin), ABS(n)); el < bandlimit; ++el) {
ssht_sampling_elm2ind(&lm_ind, el, n);
psi = 8 * PI * PI / (2 * el + 1) * conj(wav_lm[j * L * L + lm_ind]);
for (m = -el; m <= el; ++m) {
ssht_sampling_elm2ind(&lm_ind, el, m);
so3_sampling_elmn2ind(&lmn_ind, el, m, n, &so3_parameters);
f_wav_lmn[offset + lmn_ind] = flm[lm_ind] * psi;
}
}
}
offset += so3_sampling_flmn_size(&so3_parameters);
}
if (!parameters->upsample)
bandlimit = MIN(s2let_bandlimit(J_min - 1, parameters), L);
for (el = ABS(spin); el < bandlimit; ++el) {
phi = sqrt(4.0 * PI / (2 * el + 1)) * scal_l[el];
for (m = -el; m <= el; ++m) {
ssht_sampling_elm2ind(&lm_ind, el, m);
f_scal_lm[lm_ind] = flm[lm_ind] * phi;
}
}
}
/*!
* Wavelet analysis from harmonic space to Wigner space for real signals.
*
* \param[out] f_wav_lmn Wavelet transform (Wigner coefficients of wavelet
* contribution). \param[out] f_scal_lm Wavelet transform (spherical harmonic
* coefficients of scaling contribution). \param[in] flm Spherical harmonic
* coefficients of input function. \param[in] wav_lm Wavelet kernels. \param[in] scal_l
* Scaling function kernels. \param[in] parameters A fully populated parameters object.
* The \link s2let_parameters_t::reality reality\endlink flag is ignored. Use \link
* s2let_analysis_lm2lmn \endlink instead for complex signals. \retval none
*/
void s2let_analysis_lm2lmn_real(
complex double *f_wav_lmn,
complex double *f_scal_lm,
const complex double *flm,
const complex double *wav_lm,
const double *scal_l,
const s2let_parameters_t *parameters) {
int L = parameters->L;
int J_min = parameters->J_min;
int N = parameters->N;
int j, el, m, n;
int J = s2let_j_max(parameters);
int bandlimit = L;
int Nj = N;
int lm_ind, lmn_ind;
so3_parameters_t so3_parameters = {};
fill_so3_parameters(&so3_parameters, parameters);
complex double psi;
double phi;
int offset = 0;
for (j = J_min; j <= J; ++j) {
if (!parameters->upsample) {
bandlimit = MIN(s2let_bandlimit(j, parameters), L);
so3_parameters.L = bandlimit;
int Nj = MIN(N, bandlimit);
// ensure N and Nj are both even or both odd
Nj += (Nj + N) % 2;
so3_parameters.N = Nj;
}
for (n = 1 - Nj % 2; n < Nj; n += 2) {
for (el = n; el < bandlimit; ++el) {
ssht_sampling_elm2ind(&lm_ind, el, n);
psi = 8 * PI * PI / (2 * el + 1) * conj(wav_lm[j * L * L + lm_ind]);
for (m = -el; m <= el; ++m) {
ssht_sampling_elm2ind(&lm_ind, el, m);
so3_sampling_elmn2ind_real(&lmn_ind, el, m, n, &so3_parameters);
f_wav_lmn[offset + lmn_ind] = flm[lm_ind] * psi;
}
}
}
offset += so3_sampling_flmn_size(&so3_parameters);
}
if (!parameters->upsample)
bandlimit = MIN(s2let_bandlimit(J_min - 1, parameters), L);
for (el = 0; el < bandlimit; ++el) {
phi = sqrt(4.0 * PI / (2 * el + 1)) * scal_l[el];
for (m = -el; m <= el; ++m) {
ssht_sampling_elm2ind(&lm_ind, el, m);
f_scal_lm[lm_ind] = flm[lm_ind] * phi;
}
}
}
/*!
* Wavelet analysis from harmonic space to wavelet space for complex signals.
* with fully manual wavelet tiling, using multiresolution as default with
* the band-limits provided in input.
*
* \param[out] f_wav Array of wavelet maps
* \param[out] f_scal Scaling function map
* \param[in] flm Spherical harmonic coefficients of the signal
* \param[in] scal_l Array of size L containing the \ell space tiling for the scaling
fct. It is only \ell because it is assumed to be axisymmetric.
* \param[in] wav_lm Array of size (J+1)*L*L containing the (\ell, space) harmonic
coefs of the wavelets. They can be directional. These must make sense and define a
valid invertible transform as no extra checks are performed.
* \param[in] scal_bandlimit Same as wav_bandlimits but only one integer:
the band-limit of the scaling function.
* \param[in] wav_bandlimits Array of integers of size J+1 containing the band-limits
of the wavelets. Will be used to do the multiresolution.
These must make sense and define a valid invertible transform
as no extra checks are performed.
* \param[in] J Number of scales in total (in wav_bandlimits) is J+1.
* \param[in] L Band-limit for the transform: defines the size of all awways.
* \param[in] spin Spin (integer) to perform the transform
* \param[in] N Azimuthal band-limit for the directional transform
* \retval none
*/
void s2let_analysis_lm2wav_manual(
complex double *f_wav,
complex double *f_scal,
const complex double *flm,
const double *scal_l,
const complex double *wav_lm,
const int scal_bandlimit,
const int *wav_bandlimits,
int J,
int L,
int spin,
int N) {
s2let_parameters_t parameters = {};
parameters.L = L;
parameters.J_min = 0;
parameters.B = pow(L, 1.0 / (float)(J + 2));
parameters.N = N;
parameters.dl_method = SSHT_DL_RISBO;
int bandlimit = L;
int verbosity = 0;
so3_parameters_t so3_parameters = {};
fill_so3_parameters(&so3_parameters, ¶meters);
int j, offset, offset_lmn;
complex double *f_wav_lmn, *f_scal_lm;
complex double psi, npsi;
double phi;
int el, m, n, lm_ind, lmn_ind;
int Nj = N;
bandlimit = MIN(scal_bandlimit, L);
f_scal_lm = (complex double *)calloc(bandlimit * bandlimit, sizeof(complex double));
for (el = ABS(spin); el < bandlimit; ++el) {
phi = sqrt(4.0 * PI / (2 * el + 1)) * scal_l[el];
for (m = -el; m <= el; ++m) {
ssht_sampling_elm2ind(&lm_ind, el, m);
f_scal_lm[lm_ind] = flm[lm_ind] * phi;
}
}
switch (parameters.sampling_scheme) {
case S2LET_SAMPLING_MW:
ssht_core_mw_inverse_sov_sym(
f_scal, f_scal_lm, bandlimit, 0, parameters.dl_method, verbosity);
break;
case S2LET_SAMPLING_MW_SS:
ssht_core_mw_inverse_sov_sym_ss(
f_scal, f_scal_lm, bandlimit, 0, parameters.dl_method, verbosity);
break;
default:
S2LET_ERROR_GENERIC("Sampling scheme not supported.");
}
free(f_scal_lm);
offset = 0;
for (j = 0; j <= J; ++j) {
bandlimit = MIN(wav_bandlimits[j], L);
so3_parameters.L = bandlimit;
int Nj = MIN(N, bandlimit);
Nj += (Nj + N) % 2; // ensure N and Nj are both even or both odd
so3_parameters.N = Nj;
so3_parameters.L0 = 0;
f_wav_lmn = (complex double *)calloc(
so3_sampling_flmn_size(&so3_parameters), sizeof(complex double));
for (n = -Nj + 1; n < Nj; n += 2) {
for (el = MAX(ABS(spin), ABS(n)); el < bandlimit; ++el) {
ssht_sampling_elm2ind(&lm_ind, el, n);
psi = 8 * PI * PI / (2 * el + 1) * conj(wav_lm[j * L * L + lm_ind]);
for (m = -el; m <= el; ++m) {
ssht_sampling_elm2ind(&lm_ind, el, m);
so3_sampling_elmn2ind(&lmn_ind, el, m, n, &so3_parameters);
f_wav_lmn[lmn_ind] = flm[lm_ind] * psi;
}
}
}
// so3_core_inverse_via_ssht(
so3_core_inverse_direct(f_wav + offset, f_wav_lmn, &so3_parameters);
free(f_wav_lmn);
offset += so3_sampling_f_size(&so3_parameters);
}
}
/*!
* Wavelet analysis from harmonic space to wavelet space for complex signals.
*
* \param[out] f_wav Array of wavelet maps
* \param[out] f_scal Scaling function map
* \param[in] flm Spherical harmonic coefficients of the signal
* \param[in] parameters A fully populated parameters object. The \link
* s2let_parameters_t::reality reality\endlink flag
* is ignored. Use \link s2let_analysis_lm2wav_real
* \endlink instead for real signals.
* \retval none
*/
void s2let_analysis_lm2wav(
complex double *f_wav,
complex double *f_scal,
const complex double *flm,
const s2let_parameters_t *parameters) {
int L = parameters->L;
int J_min = parameters->J_min;
int N = parameters->N;
ssht_dl_method_t dl_method = parameters->dl_method;
int bandlimit = L;
int verbosity = 0;
so3_parameters_t so3_parameters = {};
fill_so3_parameters(&so3_parameters, parameters);
int j, offset, offset_lmn;
int J = s2let_j_max(parameters);
complex double *wav_lm;
double *scal_l;
s2let_tiling_wavelet_allocate(&wav_lm, &scal_l, parameters);
s2let_tiling_wavelet(wav_lm, scal_l, parameters);
complex double *f_wav_lmn, *f_scal_lm;
s2let_allocate_lmn_f_wav(&f_wav_lmn, &f_scal_lm, parameters);
s2let_analysis_lm2lmn(f_wav_lmn, f_scal_lm, flm, wav_lm, scal_l, parameters);
if (!parameters->upsample)
bandlimit = MIN(s2let_bandlimit(J_min - 1, parameters), L);
// Note, this is a spin-0 transform!
switch (parameters->sampling_scheme) {
case S2LET_SAMPLING_MW:
ssht_core_mw_inverse_sov_sym(f_scal, f_scal_lm, bandlimit, 0, dl_method, verbosity);
break;
case S2LET_SAMPLING_MW_SS:
ssht_core_mw_inverse_sov_sym_ss(
f_scal, f_scal_lm, bandlimit, 0, dl_method, verbosity);
break;
default:
S2LET_ERROR_GENERIC("Sampling scheme not supported.");
}
offset = 0;
offset_lmn = 0;
for (j = J_min; j <= J; ++j) {
if (!parameters->upsample) {
bandlimit = MIN(s2let_bandlimit(j, parameters), L);
so3_parameters.L = bandlimit;
int Nj = MIN(N, bandlimit);
Nj += (Nj + N) % 2; // ensure N and Nj are both even or both odd
so3_parameters.N = Nj;
}
so3_parameters.L0 = s2let_L0(j, parameters);
// so3_core_inverse_via_ssht(
so3_core_inverse_direct(f_wav + offset, f_wav_lmn + offset_lmn, &so3_parameters);
offset_lmn += so3_sampling_flmn_size(&so3_parameters);
offset += so3_sampling_f_size(&so3_parameters);
}
free(wav_lm);
free(scal_l);
free(f_scal_lm);
free(f_wav_lmn);
}
/*!
* Wavelet analysis from harmonic space to wavlet space for real signals.
*
* \param[out] f_wav Array of wavelet maps
* \param[out] f_scal Scaling function map
* \param[in] flm Spherical harmonic coefficients of the signal
* \param[in] parameters A fully populated parameters object. The \link
* s2let_parameters_t::reality reality\endlink flag
* is ignored. Use \link s2let_analysis_lm2wav
* \endlink instead for complex signals.
* \retval none
*/
void s2let_analysis_lm2wav_real(
double *f_wav,
double *f_scal,
const complex double *flm,
const s2let_parameters_t *parameters) {
int L = parameters->L;
int J_min = parameters->J_min;
int N = parameters->N;
ssht_dl_method_t dl_method = parameters->dl_method;
s2let_parameters_t real_parameters = *parameters;
real_parameters.reality = 1;
int bandlimit = L;
int verbosity = 0;
so3_parameters_t so3_parameters = {};
fill_so3_parameters(&so3_parameters, &real_parameters);
int j, offset, offset_lmn;
int J = s2let_j_max(&real_parameters);
complex double *wav_lm;
double *scal_l;
s2let_tiling_wavelet_allocate(&wav_lm, &scal_l, &real_parameters);
s2let_tiling_wavelet(wav_lm, scal_l, &real_parameters);
complex double *f_wav_lmn, *f_scal_lm;
s2let_allocate_lmn_f_wav(&f_wav_lmn, &f_scal_lm, &real_parameters);
s2let_analysis_lm2lmn_real(
f_wav_lmn, f_scal_lm, flm, wav_lm, scal_l, &real_parameters);
if (!parameters->upsample)
bandlimit = MIN(s2let_bandlimit(J_min - 1, &real_parameters), L);
switch (parameters->sampling_scheme) {
case S2LET_SAMPLING_MW:
ssht_core_mw_inverse_sov_sym_real(
f_scal, f_scal_lm, bandlimit, dl_method, verbosity);
break;
case S2LET_SAMPLING_MW_SS:
ssht_core_mw_inverse_sov_sym_ss_real(
f_scal, f_scal_lm, bandlimit, dl_method, verbosity);
break;
default:
S2LET_ERROR_GENERIC("Sampling scheme not supported.");
}
offset = 0;
offset_lmn = 0;
for (j = J_min; j <= J; ++j) {
if (!parameters->upsample) {
bandlimit = MIN(s2let_bandlimit(j, &real_parameters), L);
so3_parameters.L = bandlimit;
int Nj = MIN(N, bandlimit);
Nj += (Nj + N) % 2; // ensure N and Nj are both even or both odd
so3_parameters.N = Nj;
}
so3_parameters.L0 = s2let_L0(j, parameters);
so3_core_inverse_via_ssht_real(
f_wav + offset, f_wav_lmn + offset_lmn, &so3_parameters);
offset_lmn += so3_sampling_flmn_size(&so3_parameters);
offset += so3_sampling_f_size(&so3_parameters);
}
free(wav_lm);
free(scal_l);
free(f_scal_lm);
free(f_wav_lmn);
}
/*!
* Wavelet analysis from pixel space to wavelet space for complex signals.
*
* \param[out] f_wav Array of wavelet maps
* \param[out] f_scal Scaling function map
* \param[in] f Signal on the sphere
* \param[in] parameters A fully populated parameters object. The \link
* s2let_parameters_t::reality reality\endlink flag
* is ignored. Use \link s2let_analysis_px2wav_real
* \endlink instead for real signals.
* \retval none
*/
void s2let_analysis_px2wav(
complex double *f_wav,
complex double *f_scal,
const complex double *f,
const s2let_parameters_t *parameters) {
int L = parameters->L;
int spin = parameters->spin;
ssht_dl_method_t dl_method = parameters->dl_method;
int verbosity = parameters->verbosity;
complex double *flm;
s2let_allocate_lm(&flm, L);
switch (parameters->sampling_scheme) {
case S2LET_SAMPLING_MW:
ssht_core_mw_forward_sov_conv_sym(flm, f, L, spin, dl_method, verbosity);
break;
case S2LET_SAMPLING_MW_SS:
ssht_core_mw_forward_sov_conv_sym_ss(flm, f, L, spin, dl_method, verbosity);
break;
default:
S2LET_ERROR_GENERIC("Sampling scheme not supported.");
}
s2let_analysis_lm2wav(f_wav, f_scal, flm, parameters);
free(flm);
}
/*!
* Wavelet analysis from pixel space to wavelet space for real signals.
*
* \param[out] f_wav Array of wavelet maps
* \param[out] f_scal Scaling function map
* \param[in] f Signal on the sphere
* \param[in] parameters A fully populated parameters object. The \link
* s2let_parameters_t::reality reality\endlink flag
* is ignored. Use \link s2let_analysis_px2wav
* \endlink instead for complex signals.
* \retval none
*/
void s2let_analysis_px2wav_real(
double *f_wav,
double *f_scal,
const double *f,
const s2let_parameters_t *parameters) {
int L = parameters->L;
ssht_dl_method_t dl_method = parameters->dl_method;
int verbosity = 0;
complex double *flm;
s2let_allocate_lm(&flm, L);
switch (parameters->sampling_scheme) {
case S2LET_SAMPLING_MW:
ssht_core_mw_forward_sov_conv_sym_real(flm, f, L, dl_method, verbosity);
break;
case S2LET_SAMPLING_MW_SS:
ssht_core_mw_forward_sov_conv_sym_ss_real(flm, f, L, dl_method, verbosity);
break;
default:
S2LET_ERROR_GENERIC("Sampling scheme not supported.");
}
s2let_analysis_lm2wav_real(f_wav, f_scal, flm, parameters);
free(flm);
}