{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Transmission Spectra for Terrestrial Planets\n", "\n", "\n", "This tutorial covers how to make model transmission spectra for a terrestrial, Earth-like, exoplanet. We will using atmospheric models of TRAPPIST-1e from [Lin et al. 2021](https://ui.adsabs.harvard.edu/abs/2021MNRAS.505.3562L/abstract). The functions from this tutorial can also be used to make a transmission spectrum from any externally computed 1D atmospheric temperature and chemical profiles." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "First, let's provide the host star and planet properties. Note that for a rocky planet it is more convient to specify radii and masses in terms of Earth units ($R_{\\rm{Earth}}$ and $M_{\\rm{Earth}}$)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", " **Note:**\n", "\n", " As of v1.4 the surface pressure parameter has been moved to the `surface_params` list, instead of being a free parameter that goes directly in `make_atmosphere()`. \n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import create_star, create_planet\n", "from POSEIDON.constants import R_Sun, R_E, M_E\n", "\n", "#***** Define stellar properties *****#\n", "\n", "R_s = 0.11697*R_Sun # Stellar radius (m)\n", "T_s = 2559.0 # Stellar effective temperature (K)\n", "Met_s = 0.04 # Stellar metallicity [log10(Fe/H_star / Fe/H_solar)]\n", "log_g_s = 5.21 # Stellar log surface gravity (log10(cm/s^2) by convention)\n", "\n", "# Create the stellar object\n", "star = create_star(R_s, T_s, log_g_s, Met_s)\n", "\n", "#***** Define planet properties *****#\n", "\n", "planet_name = 'TRAPPIST-1e' # Planet name used for plots, output files etc.\n", "\n", "R_p = 0.917985*R_E # Planetary radius (m)\n", "M_p = 0.6356*M_E # Planetary mass (kg)\n", "T_eq = 255.0 # Equilibrium temperature (K)\n", "\n", "# Create the planet object\n", "planet = create_planet(planet_name, R_p, mass = M_p, T_eq = T_eq)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Reading an Atmospheric Model\n", "\n", "We have provided two pre-computed model atmospheres for TRAPPIST-1e:\n", "\n", "* A 'Modern Earth' scenario.\n", "* An 'Archean Earth' scenario.\n", "\n", "Both atmosphere models were computed by the 1D self-consistent equilibrium code Exo-Prime2 (see [Lin et al. 2021](https://ui.adsabs.harvard.edu/abs/2021MNRAS.505.3562L/abstract) for details). Note that the molecular abundances for each scenario are calculated self-consistently with a TRAPPIST-1 stellar spectrun, so they differ somewhat from the abundances for the present day and ancient Earth.\n", "\n", "For the purposes of this tutorial, we have placed the models in the POSEIDON reference data folder: ``POSEIDON/reference_data/models/TRAPPIST-1e/``\n", "\n", "Each model has two files: (i) a pressure-temperature (P-T) profile file; and (ii) a mixing ratio / chemical composition file.\n", "\n", "We'll see how to read these files in a moment.\n", "\n", "First, let's define a POSEIDON model object. When specifying this model, we'll flag that both the P-T profile and mixing ratios come from external files (rather than the user providing atmospheric parameters as in previous tutorials).\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import define_model\n", "import numpy as np\n", "\n", "#***** Define models *****#\n", "\n", "model_name_1 = 'Modern_Earth' # First model\n", "model_name_2 = 'Archean_Earth' # Second model\n", "\n", "bulk_species = ['N2'] # For terrestrial planets, only the single most abundant gas should be provided here\n", "param_species = ['O2', 'CO2', 'CH4', 'H2O', 'O3', 'N2O'] # Less abundant chemical species (same species for both model)\n", "\n", "# Create the model objects\n", "model_1 = define_model(model_name_1, bulk_species, param_species, \n", " PT_profile = 'file_read', X_profile = 'file_read',\n", " radius_unit = 'R_E', surface = True)\n", "model_2 = define_model(model_name_2, bulk_species, param_species, \n", " PT_profile = 'file_read', X_profile = 'file_read',\n", " radius_unit = 'R_E', surface = True)\n", "\n", "#***** Create model pressure grid (same for both models) *****#\n", "\n", "# Specify the pressure grid of the atmosphere\n", "P_min = 1.0e-7 # 0.1 ubar\n", "P_max = 10.0 # 10 bar (you can extend the atmosphere deeper than the surface)\n", "N_layers = 100 # 100 layers\n", "\n", "P = np.logspace(np.log10(P_max), np.log10(P_min), N_layers)\n", "\n", "# Add the surface pressure\n", "P_surf = 1.0 # Effectively acts as a cloud deck opaque at all wavelengths\n", "\n", "# Specify the reference pressure and radius\n", "P_ref = P_surf # We'll set the reference pressure at the surface\n", "R_p_ref = R_p # Radius at reference pressure" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Reading a P-T profile file\n", "\n", "Now let's open one of the P-T files in a text editor to examine its structure. Here are the first 10 lines of the Modern Earth file:\n", "\n", "\"P-T\n", "\n", "The format of input files can vary wildly (a known hazard of working with theorists). Nevertheless, POSEIDON has functions that can read in many different file formats and interpolate the P-T and chemical profiles onto the model pressure grid.\n", "\n", "Since we're only actually interested in the second and third columns in this file, we'll tell POSEIDON to skip the first line (the header) and which columns contain the pressure and temperature." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from POSEIDON.utility import read_PT_file\n", "\n", "# Specify location of the P-T profile file\n", "PT_file_dir = '../../../POSEIDON/reference_data/models/TRAPPIST-1e'\n", "PT_file_name_1 = 'TRAPPIST-1e_1.0bar_100xCO2_Modern_PT.txt'\n", "PT_file_name_2 = 'TRAPPIST-1e_1.0bar_100xCO2_Archean_PT.txt'\n", "\n", "# Read the P-T profile files\n", "T_Modern = read_PT_file(PT_file_dir, PT_file_name_1, P, skiprows = 1,\n", " P_column = 2, T_column = 3)\n", "T_Archean = read_PT_file(PT_file_dir, PT_file_name_2, P, skiprows = 1,\n", " P_column = 2, T_column = 3)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Reading a chemical abundance profile file\n", "\n", "Similarly, here are the first 10 lines of the modern Earth chemical abundance file:\n", "\n", "\"Chemistry" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To read in this file, we need to tell POSEIDON which chemical species are contained in the file. The function below assumes that the first column of the input file is pressure, followed by each of the species you provide in the list 'chem_species_file'." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from POSEIDON.utility import read_chem_file\n", "\n", "# Specify location of the composition file\n", "chem_file_dir = '../../../POSEIDON/reference_data/models/TRAPPIST-1e'\n", "chem_file_name_1 = 'TRAPPIST-1e_1.0bar_100xCO2_Modern_chem.txt'\n", "chem_file_name_2 = 'TRAPPIST-1e_1.0bar_100xCO2_Archean_chem.txt'\n", "\n", "chem_species_file = ['N2', 'O2', 'O3', 'H2O', 'CH4', 'N2O', 'CO2', 'CO'] # Same ordering for both files\n", "\n", "# Read the composition files\n", "X_Modern = read_chem_file(chem_file_dir, chem_file_name_1, P, chem_species_file, \n", " chem_species_in_model = model_1['chemical_species'], \n", " skiprows = 1)\n", "X_Archean = read_chem_file(chem_file_dir, chem_file_name_2, P, chem_species_file, \n", " chem_species_in_model = model_2['chemical_species'], \n", " skiprows = 1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "If a species is included in the input file but not in the POSEIDON model (e.g. $\\rm{CO}$, since we didn't include it in 'param_species' above), then the abundance of that species will not be read. Similarly, any model species not included in the input file will be assumed to have zero abundance throughout the atmosphere. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Here we set the surface params \n", "\n", "# P_surf = 1 bar, so log_P_surf = 0\n", "log_P_surf = np.log10(P_surf)\n", "\n", "surface_params = np.array([log_P_surf]) #<---- Put surface params into new list, surface_params" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Creating the model atmosphere\n", "\n", "We can now provide the temperature and mixing ratio profiles to the usual function to generate our two atmospheres." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from POSEIDON.core import make_atmosphere\n", "from POSEIDON.visuals import plot_geometry, plot_PT, plot_chem\n", "\n", "# Generate the atmospheres\n", "atmosphere_1 = make_atmosphere(planet, model_1, P, P_ref, R_p_ref, \n", " T_input = T_Modern, X_input = X_Modern, # Provide T and X directly here\n", " surface_params = surface_params) # Also provide the surface pressure parameter\n", "atmosphere_2 = make_atmosphere(planet, model_2, P, P_ref, R_p_ref, \n", " T_input = T_Archean, X_input = X_Archean, # Provide T and X directly here\n", " surface_params = surface_params) # Also provide the surface pressure parameter\n", "\n", "#***** Produce plots of atmospheric properties *****#\n", "\n", "# Compare the P-T profiles first\n", "fig_PT_1 = plot_PT(planet, model_1, atmosphere_1, T_min = 100, T_max = 340, # This demonstrates several plot customisation options\n", " log_P_max = np.log10(P_surf), PT_label = 'Modern Earth',\n", " legend_location = 'upper right', colour = 'darkgreen')\n", "fig_PT_2 = plot_PT(planet, model_2, atmosphere_2, T_min = 100, T_max = 340, \n", " log_P_max = np.log10(P_surf), PT_label = 'Archean Earth',\n", " legend_location = 'upper right', colour = 'orangered')\n", "\n", "#fig_geom_1 = plot_geometry(planet, star, model_1, atmosphere_1) # This figure looks a little boring for a (tiny) Earth-like atmosphere!" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare the mixing ratio profiles\n", "fig_chem_1 = plot_chem(planet, model_1, atmosphere_1, log_P_max = np.log10(P_surf),\n", " legend_title = 'Modern Earth', legend_location = 'upper left',\n", " colour_list = ['black', 'darkgreen', 'darkgrey', 'magenta', # Here you can override the default colours\n", " 'royalblue', 'crimson', 'darkorange'])\n", "fig_chem_2 = plot_chem(planet, model_2, atmosphere_2, log_P_max = np.log10(P_surf),\n", " legend_title = 'Archean Earth', legend_location = 'upper left',\n", " colour_list = ['black', 'darkgreen', 'darkgrey', 'magenta',\n", " 'royalblue', 'crimson', 'darkorange'])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We see that the most striking difference between the models is that the Archean Earth has much lower abundances for many of the oxygen-bearing species ($\\rm{O}_2$, $\\rm{O}_3$, and $\\rm{N}_2 \\rm{O}$). This makes sense, since the Archean scenario corresponds to a time before the Earth's great oxidation event." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Computing Transmission Spectra of TRAPPIST-1e\n", "\n", "With our atmospheres created, we can now compute the corresponding transmission spectra for TRAPPIST-1e.\n", "\n", "#### Terrestrial planet cross sections\n", "\n", "For terrestrial planets, POSEIDON includes a seperate 'temperate' opacity database. These temperate cross sections (made from HITRAN line lists) are specifically optimised for improved accuracy when computing spectra for low temperature atmospheres ($T \\lesssim 400 \\, \\rm{K}$). The opacity database (either the default 'High-T' or 'Temperate') is specified via the 'opacity_database' variable." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading in cross sections in opacity sampling mode...\n", "CO2-CO2 done\n", "CO2-CH4 done\n", "N2-N2 done\n", "N2-H2O done\n", "O2-O2 done\n", "O2-CO2 done\n", "O2-N2 done\n", "O2 done\n", "CO2 done\n", "CH4 done\n", "H2O done\n", "O3 done\n", "N2O done\n", "Opacity pre-interpolation complete.\n" ] } ], "source": [ "from POSEIDON.core import read_opacities, wl_grid_constant_R\n", "\n", "#***** Wavelength grid *****#\n", " \n", "wl_min = 0.6 # Minimum wavelength (um)\n", "wl_max = 14.0 # Maximum wavelength (um)\n", "R = 10000 # Spectral resolution of grid\n", "\n", "wl = wl_grid_constant_R(wl_min, wl_max, R)\n", "\n", "#***** Read opacity data *****#\n", "\n", "opacity_treatment = 'opacity_sampling'\n", "\n", "# Define fine temperature grid (K)\n", "T_fine_min = 100 # 100 K lower limit covers the TRAPPIST-1e P-T profile\n", "T_fine_max = 300 # 300 K upper limit covers the TRAPPIST-1e P-T profile\n", "T_fine_step = 10 # 10 K steps are a good tradeoff between accuracy and RAM\n", "\n", "T_fine = np.arange(T_fine_min, (T_fine_max + T_fine_step), T_fine_step)\n", "\n", "# Define fine pressure grid (log10(P/bar))\n", "log_P_fine_min = -6.0 # 1 ubar is the lowest pressure in the opacity database\n", "log_P_fine_max = 0.0 # 1 bar is the surface pressure, so no need to go deeper\n", "log_P_fine_step = 0.2 # 0.2 dex steps are a good tradeoff between accuracy and RAM\n", "\n", "log_P_fine = np.arange(log_P_fine_min, (log_P_fine_max + log_P_fine_step), \n", " log_P_fine_step)\n", "\n", "# Create opacity object (both models share the same molecules, so we only need one)\n", "opac = read_opacities(model_1, wl, opacity_treatment, T_fine, log_P_fine,\n", " opacity_database = 'Temperate')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "#### Comparing TRAPPIST-1e model spectra\n", "\n", "Finally, let's generate and compare the Modern Earth and Archean Earth transmission spectra." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from POSEIDON.core import compute_spectrum\n", "from POSEIDON.visuals import plot_spectra\n", "from POSEIDON.utility import plot_collection\n", "\n", "# Generate our first transmission spectrum\n", "spectrum_Modern = compute_spectrum(planet, star, model_1, atmosphere_1, opac, wl,\n", " spectrum_type = 'transmission')\n", "spectrum_Archean = compute_spectrum(planet, star, model_2, atmosphere_2, opac, wl,\n", " spectrum_type = 'transmission')\n", "\n", "spectra = [] # Empty plot collection\n", "\n", "# Add the two model spectra to the plot collection object\n", "spectra = plot_collection(spectrum_Modern, wl, collection = spectra)\n", "spectra = plot_collection(spectrum_Archean, wl, collection = spectra)\n", "\n", "# Produce figure and save to file\n", "fig_spec = plot_spectra(spectra, planet, R_to_bin = 100, plot_full_res = False,\n", " y_min = 5.16e-3, y_max = 5.32e-3,\n", " spectra_labels = ['Modern Earth', 'Archean Earth'],\n", " colour_list = ['darkgreen', 'orangered'], \n", " figure_shape = 'wide') # Switch to a 'wide' format (16:9) for better viewing a long wavelength range" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "And there we have it!\n", "\n", "Interestingly, many of the spectral features seen only in the Modern Earth scenario are attributable to life (e.g. the $\\rm{O}_2$ and $\\rm{O}_3$ features seen at short wavelengths). " ] } ], "metadata": { "kernelspec": { "display_name": "POSEIDON-V12", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }