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Diffstat (limited to 'fg21sim/galactic')
| -rw-r--r-- | fg21sim/galactic/synchrotron.py | 204 |
1 files changed, 204 insertions, 0 deletions
diff --git a/fg21sim/galactic/synchrotron.py b/fg21sim/galactic/synchrotron.py new file mode 100644 index 0000000..14b4065 --- /dev/null +++ b/fg21sim/galactic/synchrotron.py @@ -0,0 +1,204 @@ +# Copyright (c) 2016 Weitian LI <liweitianux@live.com> +# MIT license + +""" +Diffuse Galactic synchrotron emission (unpolarized) simulations. +""" + +import os +from datetime import datetime, timezone + +import numpy as np +from astropy.io import fits +import astropy.units as au +import healpy as hp + + +class Synchrotron: + """Simulate the diffuse Galactic synchrotron emission based on an + existing template. + + Parameters + ---------- + configs : ConfigManager object + An `ConfigManager` object contains default and user configurations. + For more details, see the example config specification. + + Attributes + ---------- + ??? + + References + ---------- + ??? + """ + def __init__(self, configs): + self.configs = configs + self._set_configs() + self._load_template() + self._load_indexmap() + + def _set_configs(self): + """Load the configs and set the corresponding class attributes.""" + data_dir = self.configs.getn("common/data_dir") + self.template_path = os.path.join( + data_dir, self.configs.getn("galactic/synchrotron/template")) + self.template_freq = self.configs.getn( + "galactic/synchrotron/template_freq") + self.template_unit = au.Unit( + self.configs.getn("galactic/synchrotron/template_unit")) + self.indexmap_path = os.path.join( + data_dir, self.configs.getn("galactic/synchrotron/indexmap")) + self.smallscales = self.configs.getn( + "galactic/synchrotron/add_smallscales") + # output + self.prefix = self.configs.getn("galactic/synchrotron/prefix") + self.save = self.configs.getn("galactic/synchrotron/save") + self.output_dir = self.configs.getn("galactic/synchrotron/output_dir") + self.filename_pattern = self.configs.getn("output/filename_pattern") + self.use_float = self.configs.getn("output/use_float") + self.clobber = self.configs.getn("output/clobber") + # common + self.nside = self.configs.getn("common/nside") + self.lmin = self.configs.getn("common/lmin") + self.lmax = self.configs.getn("common/lmax") + # unit of the frequency + self.freq_unit = au.Unit(self.configs.getn("frequency/unit")) + + def _load_template(self): + """Load the template map""" + self.template, header = hp.read_map(self.template_path, + nest=False, h=True, verbose=False) + self.template_header = fits.header.Header(header) + self.template_nside = self.template_header["NSIDE"] + self.template_ordering = self.template_header["ORDERING"] + + def _load_indexmap(self): + """Load the spectral index map""" + self.indexmap, header = hp.read_map(self.indexmap_path, + nest=False, h=True, verbose=False) + self.indexmap_header = fits.header.Header(header) + self.indexmap_nside = self.indexmap_header["NSIDE"] + self.indexmap_ordering = self.indexmap_header["ORDERING"] + + def _process_template(self): + """Upgrade/downgrade the template to have the same Nside as + requested by the output.""" + if self.nside == self.template_nside: + self.hpmap = self.template.copy() + else: + # upgrade/downgrade the resolution + self.hpmap = hp.ud_grade(self.template, nside_out=self.nside) + + def _process_indexmap(self): + """Upgrade/downgrade the spectral index map to have the same + Nside as requested by the output.""" + if self.nside == self.indexmap_nside: + self.hpmap_index = self.indexmap.copy() + else: + # upgrade/downgrade the resolution + self.hpmap_index = hp.ud_grade(self.indexmap, nside_out=self.nside) + + def _add_smallscales(self): + """Add fluctuations on small scales to the template map. + + XXX/TODO: + * Support using different models. + * This should be extensible/plug-able, e.g., a separate module + and allow easily add new models for use. + + References + ---------- + [1] M. Remazeilles et al. 2015, MNRAS, 451, 4311-4327 + "An improved source-subtracted and destriped 408-MHz all-sky map" + Sec. 4.2: Small-scale fluctuations + """ + if not self.smallscales: + return + # To add small scale fluctuations + # model: Remazeilles15 + gamma = -2.703 # index of the power spectrum between l [30, 90] + sigma_temp = 56 # original beam resolution of the template [ arcmin ] + alpha = 0.0599 + beta = 0.782 + # angular power spectrum of the Gaussian random field + ell = np.arange(self.lmax+1).astype(np.int) + cl = np.zeros(ell.shape) + ell_idx = ell >= self.lmin + cl[ell_idx] = (ell[ell_idx] ** gamma * + 1.0 - np.exp(-ell[ell_idx]**2 * sigma_temp**2)) + cl[ell < self.lmin] = cl[self.lmin] + # generate a realization of the Gaussian random field + gss = hp.synfast(cls=cl, nside=self.nside) + # whiten the Gaussian random field + gss = (gss - gss.mean()) / gss.std() + self.hpmap_smallscales = alpha * gss * self.hpmap**beta + self.hpmap += self.hpmap_smallscales + + def _transform_frequency(self, frequency): + """Transform the template map to the requested frequency, + according to the spectral model and using an spectral index map. + """ + hpmap_f = (self.hpmap * + (frequency / self.template_freq) ** self.hpmap_index) + return hpmap_f + + def _make_header(self): + """Make the header with detail information (e.g., parameters and + history) for the simulated products. + """ + header = fits.Header() + header["COMP"] = ("Galactic synchrotron (unpolarized)", + "Emission component") + # TODO: + history = [] + comments = [] + for hist in history: + header.add_history(hist) + for cmt in comments: + header.add_comment(cmt) + self.header = header + + def output(self, hpmap, frequency): + """Write the simulated synchrotron map to disk with proper + header keywords and history. + """ + FITS_COLUMN_FORMATS = { + np.dtype("float32"): "E", + np.dtype("float64"): "D", + } + # + filename = self.filename_pattern.format(prefix=self.prefix, + frequency=frequency) + filepath = os.path.join(self.output_dir, filename) + if not hasattr(self, "header"): + self._make_header() + header = self.header.copy() + header["FREQ"] = (frequency, "Frequency [ MHz ]") + header["DATE"] = ( + datetime.now(timezone.utc).astimezone().isoformat(), + "File creation date" + ) + if self.use_float: + hpmap = hpmap.astype(np.float32) + hdu = fits.BinTableHDU.from_columns([ + fits.Column(name="I", array=hpmap, + format=FITS_COLUMN_FORMATS.get(hpmap.dtype)) + ], header=header) + hdu.writeto(filepath, clobber=self.clobber, checksum=True) + + def simulate(self, frequencies): + """Simulate the synchrotron map at the specified frequencies.""" + if not hasattr(self, "hpmap"): + self._process_template() + self._add_smallscales() + if not hasattr(self, "hpmap_index"): + self._process_indexmap() + # + hpmaps = [] + for f in np.array(frequencies, ndmin=1): + hpmap_f = self._transform_frequency(f) + hpmaps.append(hpmap_f) + if self.save: + self.output(hpmap_f, f) + return hpmaps |