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Generate parametric galaxy SED¶
Example for generating the rest-frame spectrum for a parametric galaxy including photometry. This example will: - build a parametric galaxy (see make_sfzh) - calculate spectral luminosity density
----------
SUMMARY OF PARAMETERISED STAR FORMATION HISTORY
<class 'synthesizer.parametric.sf_hist.Constant'>
min_age: 0 yr
max_age: 10 Myr
median age: 5.00 Myr
mean age: 5.00 Myr
----------
Pure stellar spectra
Intrinsic spectra
Simple dust and gas screen
CF00 model
Pacman model
Pacman model (no Ly-alpha escape, and no dust)
Pacman model (complex)
CF00 implemented within the Pacman model
+-------------------------------------------------------------------------------+
| GALAXY |
+---------------+---------------------------------------------------------------+
| Attribute | Value |
+---------------+---------------------------------------------------------------+
| galaxy_type | 'Parametric' |
+---------------+---------------------------------------------------------------+
| stars | <synthesizer.parametric.stars.Stars object at 0x7f500d722530> |
+---------------+---------------------------------------------------------------+
| name | 'parametric galaxy' |
+---------------+---------------------------------------------------------------+
| sfzh (51, 13) | 0.00e+00 -> 1.85e+07 (Mean: 1.51e+05) |
+---------------+---------------------------------------------------------------+
+-------------------------------------------------------------------------------------------------+
| SED |
+---------------------------+---------------------------------------------------------------------+
| Attribute | Value |
+---------------------------+---------------------------------------------------------------------+
| redshift | 0 |
+---------------------------+---------------------------------------------------------------------+
| ndim | 1 |
+---------------------------+---------------------------------------------------------------------+
| shape | (9244,) |
+---------------------------+---------------------------------------------------------------------+
| lam (9244,) | 1.30e-04 Å -> 2.99e+11 Å (Mean: 9.73e+09 Å) |
+---------------------------+---------------------------------------------------------------------+
| nu (9244,) | 1.00e+07 Hz -> 2.31e+22 Hz (Mean: 8.51e+19 Hz) |
+---------------------------+---------------------------------------------------------------------+
| lnu (9244,) | 0.00e+00 erg/(Hz*s) -> 7.07e+31 erg/(Hz*s) (Mean: 2.56e+29 erg) |
+---------------------------+---------------------------------------------------------------------+
| bolometric_luminosity | 2.0135051123766874e+44 erg/s |
+---------------------------+---------------------------------------------------------------------+
| bolometric_luminosity | 2.0135051123766874e+44 erg/s |
+---------------------------+---------------------------------------------------------------------+
| llam (9244,) | 0.00e+00 erg/(s*Å) -> 1.78e+42 erg/(s*Å) (Mean: 2.43e+39 erg/(s*Å)) |
+---------------------------+---------------------------------------------------------------------+
| luminosity (9244,) | 0.00e+00 erg/s -> 2.17e+45 erg/s (Mean: 6.54e+42 erg/s) |
+---------------------------+---------------------------------------------------------------------+
| luminosity_lambda (9244,) | 0.00e+00 erg/(s*Å) -> 1.78e+42 erg/(s*Å) (Mean: 2.43e+39 erg/(s*Å)) |
+---------------------------+---------------------------------------------------------------------+
| luminosity_nu (9244,) | 0.00e+00 erg/(Hz*s) -> 7.07e+31 erg/(Hz*s) (Mean: 2.56e+29 erg) |
+---------------------------+---------------------------------------------------------------------+
| wavelength (9244,) | 1.30e-04 Å -> 2.99e+11 Å (Mean: 9.73e+09 Å) |
+---------------------------+---------------------------------------------------------------------+
--------------------------------------------
| PHOTOMETRY (LUMINOSITY) |
|--------------------|---------------------|
| U (λ = 3.65e+03 Å) | 6.32e+28 erg/(Hz*s) |
|--------------------|---------------------|
| V (λ = 5.50e+03 Å) | 3.20e+28 erg/(Hz*s) |
|--------------------|---------------------|
| J (λ = 1.22e+04 Å) | 3.20e+28 erg/(Hz*s) |
--------------------------------------------
from unyt import Msun, Myr, angstrom
from synthesizer.emission_models import (
AttenuatedEmission,
BimodalPacmanEmission,
CharlotFall2000,
IncidentEmission,
PacmanEmission,
ReprocessedEmission,
)
from synthesizer.emission_models.attenuation import PowerLaw
from synthesizer.filters import FilterCollection
from synthesizer.grid import Grid
from synthesizer.parametric import SFH, Stars, ZDist
from synthesizer.parametric.galaxy import Galaxy
if __name__ == "__main__":
# Define the grid
grid_name = "test_grid"
grid_dir = "../../tests/test_grid/"
grid = Grid(grid_name, grid_dir=grid_dir)
# Define the parameters of the star formation and metal enrichment
# histories
sfh_p = {"max_age": 10 * Myr}
Z_p = {
"log10metallicity": -2.0
} # can also use linear metallicity e.g. {'Z': 0.01}
stellar_mass = 1e8 * Msun
# Define the functional form of the star formation and metal enrichment
# histories
sfh = SFH.Constant(**sfh_p) # constant star formation
print(sfh) # print sfh summary
metal_dist = ZDist.DeltaConstant(**Z_p) # constant metallicity
# Get the 2D star formation and metal enrichment history for the given SPS
# grid.
stars = Stars(
grid.log10age,
grid.metallicity,
sf_hist=sfh,
metal_dist=metal_dist,
initial_mass=stellar_mass,
)
# Create a galaxy object
galaxy = Galaxy(stars)
# Generate pure stellar spectra alone
incident = IncidentEmission(grid)
galaxy.stars.get_spectra(incident)
print("Pure stellar spectra")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# Generate intrinsic spectra (which includes reprocessing by gas)
reprocessed = ReprocessedEmission(grid, fesc=0.5)
galaxy.stars.get_spectra(reprocessed)
print("Intrinsic spectra")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# Simple dust and gas screen
attenuated = AttenuatedEmission(
tau_v=0.1,
apply_dust_to=reprocessed,
dust_curve=PowerLaw(slope=-1),
emitter="stellar",
)
galaxy.stars.get_spectra(attenuated)
print("Simple dust and gas screen")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# --- CF00 model
cf00 = CharlotFall2000(
grid=grid,
tau_v_ism=0.1,
tau_v_birth=0.1,
dust_curve_ism=PowerLaw(slope=-0.7),
dust_curve_birth=PowerLaw(slope=-1.3),
)
galaxy.stars.get_spectra(cf00)
print("CF00 model")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# # --- pacman model
pc_fesc = PacmanEmission(
grid,
tau_v=0.1,
dust_curve=PowerLaw(slope=-1),
fesc=0.5,
)
galaxy.stars.get_spectra(pc_fesc)
print("Pacman model")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# Pacman model (no Lyman-alpha escape and no dust)
pc_lya = PacmanEmission(
grid,
tau_v=0.1,
dust_curve=PowerLaw(slope=-1),
fesc_ly_alpha=0.0,
)
galaxy.stars.get_spectra(pc_lya)
print("Pacman model (no Ly-alpha escape, and no dust)")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# # --- pacman model (complex)
pc_complex = PacmanEmission(
grid,
tau_v=0.6,
dust_curve=PowerLaw(slope=-1),
fesc=0.0,
fesc_ly_alpha=0.5,
)
galaxy.stars.get_spectra(pc_complex)
print("Pacman model (complex)")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# --- CF00 model implemented within pacman model
cf_with_fesc = BimodalPacmanEmission(
grid,
tau_v_ism=0.1,
tau_v_birth=0.1,
dust_curve_ism=PowerLaw(slope=-1),
dust_curve_birth=PowerLaw(slope=-1),
fesc=0.1,
fesc_ly_alpha=0.1,
)
galaxy.stars.get_spectra(cf_with_fesc)
print("CF00 implemented within the Pacman model")
galaxy.plot_spectra(
show=True, combined_spectra=False, stellar_spectra=True
)
# Print galaxy summary
print(galaxy)
sed = galaxy.stars.spectra["attenuated"]
print(sed)
# Generate broadband photometry using 3 top-hat filters
tophats = {
"U": {"lam_eff": 3650 * angstrom, "lam_fwhm": 660 * angstrom},
"V": {"lam_eff": 5510 * angstrom, "lam_fwhm": 880 * angstrom},
"J": {"lam_eff": 12200 * angstrom, "lam_fwhm": 2130 * angstrom},
}
fc = FilterCollection(tophat_dict=tophats, new_lam=grid.lam)
bb_lnu = sed.get_photo_lnu(fc)
print(bb_lnu)
Total running time of the script: (0 minutes 3.068 seconds)