{ "cells": [ { "attachments": {}, "cell_type": "markdown", "id": "05b545ae", "metadata": {}, "source": [ "# Chemical Equilibrium Transmission Spectra\n", "\n", "This tutorial demonstrates how to access a chemical equilibrium grid and use it compute model transmission spectra." ] }, { "attachments": {}, "cell_type": "markdown", "id": "60b748fb", "metadata": {}, "source": [ "## Equilibrium Chemistry Background\n", "\n", "A gas is said to be in thermochemical equilibrium if all chemical reactions have reached a steady state. Under equilibrium chemistry, the molecular and atomic mixing ratios of a gas are determined only by the elemental abundances and the local temperature and pressure in each atmospheric layer. \n", "\n", "Any significant external factor that perturbs the composition of a gas layer on a faster timescale than equilibrium can be reached — such as vertical/horizontal mixing or photochemistry — is said to cause *disequilibrium* chemistry.\n", "\n", "Nevertheless, the simplifying assumption of chemical equilibrium can be convenient for providing a first estimation of the chemical composition of hot giant exoplanets." ] }, { "attachments": {}, "cell_type": "markdown", "id": "6eeec385", "metadata": {}, "source": [ "## Defining an Equilibrium Model \n", "\n", "For this tutorial, we will simulate a spectrum of the hot Jupiter WASP-62b.\n", "\n", "First, we specify the properties of the star and planet." ] }, { "cell_type": "code", "execution_count": 1, "id": "86ac1b56", "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import create_star, create_planet\n", "from POSEIDON.constants import R_Sun, R_J\n", "\n", "#***** Define stellar properties *****#\n", "\n", "R_s = 1.23*R_Sun # Stellar radius (m)\n", "T_s = 6230.0 # Stellar effective temperature (K)\n", "Met_s = 0.04 # Stellar metallicity [log10(Fe/H_star / Fe/H_solar)]\n", "log_g_s = 4.45 # 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 = 'WASP-62b' # Planet name used for plots, output files etc.\n", "\n", "R_p = 1.32*R_J # Planetary radius (m)\n", "g_p = 7.3978 # Gravitational field of planet (m/s^2)\n", "T_eq = 1394 # Equilibrium temperature (K)\n", "\n", "# Create the planet object\n", "planet = create_planet(planet_name, R_p, gravity = g_p, T_eq = T_eq)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "61a3a055", "metadata": {}, "source": [ "We can enable chemical equilibrium via the ``define_model`` function (see the [\\\"Generating Transmission Spectra\\\"](transmission_basic.html) tutorial) by specifying ``X_profile = 'chem_eq'`` (i.e. the mixing ratio vertical profiles will follow equilibrium chemistry). \n", "\n", "There are two ways to define a chemical equilibrium model in POSEIDON:\n", "\n", "1. To use the full set of chemical species included in the chemical equilibrium grid, set ``param_species = ['all']``. \n", "2. To use a *specific subset* of the equilibrium grid (e.g., to speed up calculations or explore how removing a molecule changes the results), set ``param_species`` to the list of chemical species you want included in the model." ] }, { "attachments": {}, "cell_type": "markdown", "id": "3a69f5c3", "metadata": {}, "source": [ "We'll now create both types of chemical equilibrium model." ] }, { "cell_type": "code", "execution_count": 2, "id": "62d434db", "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import define_model\n", "import numpy as np\n", "\n", "#***** Define models *****#\n", "\n", "model_name_1 = 'eq_chemistry_full' \n", "model_name_2 = 'eq_chemistry_subset'\n", "\n", "bulk_species = ['H2', 'He'] # H2 + He comprises the bulk atmosphere\n", "\n", "param_species_full = ['all']\n", "param_species_subset = ['H2O', 'CH4', 'CO', 'CO2']\n", "\n", "# Create the model objects\n", "model_full = define_model(model_name_1, bulk_species, param_species_full, \n", " X_profile = 'chem_eq')\n", "\n", "model_subset = define_model(model_name_2, bulk_species, param_species_subset, \n", " X_profile = 'chem_eq')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0dc037f4", "metadata": {}, "source": [ "POSEIDON will load all the chemical species supported by both the fastchem grid and POSEIDON's opacity database for the first model, whilst the second model will contain only the subset of four molecules we specified. Let's print the full list of chemical species included in each model:" ] }, { "cell_type": "code", "execution_count": 3, "id": "58bad8c2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Atmosphere with all chemical equilibrium species contains:\n", "['H2' 'He' 'C2H2' 'CH4' 'CO' 'CO2' 'CaH' 'CrH' 'FeH' 'H2O' 'H2S' 'HCN' 'K'\n", " 'MgH' 'N2' 'NH3' 'NO' 'NO2' 'Na' 'O2' 'O3' 'OH' 'PH3' 'SH' 'SO2' 'SiH'\n", " 'SiO' 'TiH' 'TiO' 'VO']\n", "\n", "Atmosphere with subset of chemical equilibrium species contains:\n", "['H2' 'He' 'H2O' 'CH4' 'CO' 'CO2']\n" ] } ], "source": [ "print(\"Atmosphere with all chemical equilibrium species contains:\\n\" + str(model_full['chemical_species']) + \"\\n\")\n", "print(\"Atmosphere with subset of chemical equilibrium species contains:\\n\" + str(model_subset['chemical_species']))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d9a38f9a", "metadata": {}, "source": [ "When a user defines an equilibrium model, the parameters defining the atmospheric composition are the metallicity ($\\rm{log} \\, Met$) and the carbon-to-oxygen ratio ($\\rm{C/O}$) instead of the log mixing ratios for each individual gas. This is the case for both the full equilibrium model and the subset model." ] }, { "cell_type": "code", "execution_count": 4, "id": "a2fec30b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Free parameters : ['R_p_ref' 'T' 'C_to_O' 'log_Met']\n", "Free parameters : ['R_p_ref' 'T' 'C_to_O' 'log_Met']\n" ] } ], "source": [ "print(\"Free parameters : \" + str(model_full['param_names']))\n", "print(\"Free parameters : \" + str(model_subset['param_names']))" ] }, { "attachments": {}, "cell_type": "markdown", "id": "802ad667", "metadata": {}, "source": [ "## Load Chemical Equilibrium Grid\n", "\n", "We now need to load a specific equilibrium grid. Here we will use a grid from [fastchem](https://github.com/exoclime/FastChem)." ] }, { "cell_type": "code", "execution_count": 5, "id": "bc5d5fac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading in database for equilibrium chemistry model...\n", "Reading in database for equilibrium chemistry model...\n" ] } ], "source": [ "from POSEIDON.chemistry import load_chemistry_grid\n", "\n", "# Load the full chemical equilibrium grid\n", "chemistry_grid_full = load_chemistry_grid(param_species_full, grid = 'fastchem')\n", "\n", "# Load the subset chemical equilibrium grid\n", "chemistry_grid_subset = load_chemistry_grid(param_species_subset, grid = 'fastchem')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "0bf31702", "metadata": {}, "source": [ "You can check which chemical species are included in the fastchem grid:" ] }, { "cell_type": "code", "execution_count": 6, "id": "bf75eb27", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['H2O' 'CO2' 'OH' 'SO' 'C2H2' 'C2H4' 'H2S' 'O2' 'O3' 'HCN' 'NH3' 'SiO'\n", " 'CH4' 'CO' 'C2' 'CaH' 'CrH' 'FeH' 'HCl' 'K' 'MgH' 'N2' 'Na' 'NO' 'NO2'\n", " 'OCS' 'PH3' 'SH' 'SiH' 'SO2' 'TiH' 'TiO' 'VO']\n" ] } ], "source": [ "from POSEIDON.supported_chemicals import fastchem_supported_species\n", "\n", "print(fastchem_supported_species)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d5afd2db", "metadata": {}, "source": [ "Let's check the range of the properties defining the fastchem chemical equilibrium grid." ] }, { "cell_type": "code", "execution_count": 7, "id": "b42eb640", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Equilibrium grid ranges: \n", "\n", "Carbon to Oxygen ratio:\n", "0.2–2.0\n", "\n", "Metallicity:\n", "0.1–10000.0\n", "\n", "Temperature (K):\n", "300.0–4000.0\n", "\n", "Pressure (bar):\n", "1e-07–100.0\n", "\n" ] } ], "source": [ "print(\"Equilibrium grid ranges: \\n\")\n", "\n", "print(\"Carbon to Oxygen ratio:\")\n", "print(str(min(chemistry_grid_full['C_to_O_grid'])) + '–' + str(max(chemistry_grid_full['C_to_O_grid'])) + '\\n')\n", "\n", "print(\"Metallicity:\")\n", "print(str(min(chemistry_grid_full['Met_grid'])) + '–' + str(max(chemistry_grid_full['Met_grid'])) + '\\n')\n", "\n", "print(\"Temperature (K):\")\n", "print(str(min(chemistry_grid_full['T_grid'])) + '–' + str(max(chemistry_grid_full['T_grid'])) + '\\n')\n", "\n", "print(\"Pressure (bar):\")\n", "print(str(min(chemistry_grid_full['P_grid'])) + '–' + str(max(chemistry_grid_full['P_grid'])) + '\\n')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "810281d0", "metadata": {}, "source": [ "## Create an Atmosphere with Equilibrium Abundances" ] }, { "cell_type": "code", "execution_count": 8, "id": "72b7a177", "metadata": {}, "outputs": [], "source": [ "from POSEIDON.core import make_atmosphere\n", "from POSEIDON.visuals import plot_chem\n", "\n", "# Specify the pressure grid of the atmosphere\n", "P_min = 1.0e-7 # 0.1 ubar\n", "P_max = 100 # 100 bar\n", "N_layers = 100 # 100 layers\n", "\n", "# We'll space the layers uniformly in log-pressure\n", "P = np.logspace(np.log10(P_max), np.log10(P_min), N_layers)\n", "\n", "# Specify the reference pressure and radius\n", "P_ref = 10.0 # Reference pressure (bar)\n", "R_p_ref = R_p # Radius at reference pressure\n", "\n", "# Specify carbon to oxygen ratio and metallicity for atmosphere\n", "C_to_O = 0.55 # C/O\n", "log_Met = 0.0 # log_10 (metallicity)\n", "\n", "# Provide a specific set of model parameters for the atmosphere \n", "PT_params = np.array([T_eq]) # T (K)\n", "X_params = np.array([C_to_O, log_Met]) # The parameters are just C/O and log(Met) for an equilibrium model\n", "\n", "# Generate two atmospheres: one with the full equilibrium grid and one with the subset\n", "atmosphere_full = make_atmosphere(planet, model_full, P, P_ref, R_p_ref, PT_params, \n", " X_params, chemistry_grid = chemistry_grid_full)\n", "atmosphere_subset = make_atmosphere(planet, model_subset, P, P_ref, R_p_ref, PT_params, \n", " X_params, chemistry_grid = chemistry_grid_subset)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "8dfb4b82", "metadata": {}, "source": [ "Let's plot the mixing ratios of several gases." ] }, { "cell_type": "code", "execution_count": 9, "id": "40e9cdc0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.94, 'log Met =0.0, C/O = 0.55')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define a colour blind friendly colour list\n", "CB_colour_cycle = ['#0072B2', '#009E73', '#D55E00', '#CC79A7']\n", "\n", "# Plot mixing ratio profiles\n", "fig_chem = plot_chem(planet, model_full, atmosphere_full, colour_list = CB_colour_cycle,\n", " plot_species = ['H2O', 'CO', 'CO2', 'NH3'], # Just 4 of the 28 included chemical species\n", " legend_location = 'lower left')\n", "\n", "# Add plot title\n", "fig_chem.suptitle('log Met =' + str(log_Met) + ', C/O = ' + str(C_to_O), fontsize = 16, y = 0.94)" ] }, { "cell_type": "code", "execution_count": 10, "id": "1980df78", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.94, 'log Met =0.0, C/O = 0.55')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot mixing ratio profiles\n", "fig_chem_2 = plot_chem(planet, model_full, atmosphere_full, colour_list = CB_colour_cycle,\n", " plot_species = ['C2H2', 'NH3', 'H2S', 'SO2'], # Another 4 of the 28 included chemical species\n", " legend_location = 'lower left')\n", "\n", "# Add plot title\n", "fig_chem_2.suptitle('log Met =' + str(log_Met) + ', C/O = ' + str(C_to_O), fontsize = 16, y = 0.94)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7c736788", "metadata": {}, "source": [ "### Load Opacities" ] }, { "cell_type": "code", "execution_count": 11, "id": "d4e127bf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading in cross sections in opacity sampling mode...\n", "H2-H2 done\n", "H2-He done\n", "H2-CH4 done\n", "CO2-H2 done\n", "CO2-CO2 done\n", "CO2-CH4 done\n", "H2O done\n", "CH4 done\n", "CO done\n", "CO2 done\n", "Opacity pre-interpolation complete.\n", "Reading in cross sections in opacity sampling mode...\n", "H2-H2 done\n", "H2-He done\n", "H2-CH4 done\n", "CO2-H2 done\n", "N2-H2 done\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", "C2H2 done\n", "CH4 done\n", "CO done\n", "CO2 done\n", "CaH done\n", "CrH done\n", "FeH done\n", "H2O done\n", "H2S done\n", "HCN done\n", "K done\n", "MgH done\n", "N2 done\n", "NH3 done\n", "NO done\n", "NO2 done\n", "Na done\n", "O2 done\n", "O3 done\n", "OH done\n", "PH3 done\n", "SH done\n", "SO2 done\n", "SiH done\n", "SiO done\n", "TiH done\n", "TiO done\n", "VO done\n", "Opacity pre-interpolation complete.\n" ] } ], "source": [ "from POSEIDON.core import wl_grid_constant_R, read_opacities\n", "\n", "#***** Wavelength grid *****#\n", " \n", "wl_min = 0.5 # Minimum wavelength (um)\n", "wl_max = 5.5 # 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", "# First, specify limits of the fine temperature and pressure grids for the \n", "# pre-interpolation of cross sections. These fine grids should cover a\n", "# wide range of possible temperatures and pressures for the model atmosphere.\n", "\n", "# Define fine temperature grid (K)\n", "T_fine_min = 400 # 400 K lower limit suffices for a typical hot Jupiter\n", "T_fine_max = 2000 # 2000 K upper limit suffices for a typical hot Jupiter\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 = 2.0 # 100 bar is the highest pressure in the opacity database\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", "# Pre-interpolate the sampled opacities for both models (the subset will be faster!)\n", "opac_subset = read_opacities(model_subset, wl, opacity_treatment, T_fine, log_P_fine)\n", "opac_full = read_opacities(model_full, wl, opacity_treatment, T_fine, log_P_fine)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "a622c607", "metadata": {}, "source": [ "As you can see, one disadvantage of using the full equilibrium database is that more time and RAM is required to handle all the opacities. If you know *a priori* that a given chemical species is not important (e.g. its absorption features lie outside the wavelength range you are modelling), consider using a subset model excluding the non-important chemical species." ] }, { "attachments": {}, "cell_type": "markdown", "id": "36f953ab", "metadata": {}, "source": [ "### Compute Transmission Spectrum" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c0aa9852", "metadata": {}, "source": [ "Now we can create transmission spectra for both the full equilibrium model and the subset model." ] }, { "cell_type": "code", "execution_count": null, "id": "c9898d58", "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 transmission spectra\n", "spectrum_full = compute_spectrum(planet, star, model_full, atmosphere_full, \n", " opac_full, wl, spectrum_type = 'transmission')\n", "spectrum_subset = compute_spectrum(planet, star, model_subset, atmosphere_subset, \n", " opac_subset, wl, spectrum_type = 'transmission')\n", "\n", "# Add the spectrum we want to plot to an empty spectra plot collection\n", "spectra = []\n", "spectra = plot_collection(spectrum_full, wl, collection = spectra)\n", "spectra = plot_collection(spectrum_subset, wl, collection = spectra)\n", "\n", "# Produce figure and save to file\n", "fig = plot_spectra(spectra, planet, R_to_bin = 100, \n", " y_min = 1.24e-2, y_max = 1.68e-2,\n", " spectra_labels = ['Full equilibrium database', 'Subset of database'],\n", " plt_label = 'Chemical Equilibrium')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "37bcf966", "metadata": {}, "source": [ "We see that the subset model produces a very similar transmission spectrum from 1.4-3.5 μm (where $\\rm{H}_2 \\rm{O}$ dominates the opacity), but deviates around 4 μm and at visible wavelengths. Can you guess which chemical species should be added to the subset model to make the two models closely agree? Try adding them!\n", "\n", "Let's see how the runtime of the two models compare:" ] }, { "cell_type": "code", "execution_count": 13, "id": "c931cf0c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time to compute a spectrum for the full equilibrium database:\n", "309 ms ± 10.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "print(\"Time to compute a spectrum for the full equilibrium database:\")\n", "%timeit compute_spectrum(planet, star, model_full, atmosphere_full, opac_full, wl, spectrum_type = 'transmission')" ] }, { "cell_type": "code", "execution_count": 14, "id": "287ebf1b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time to compute a spectrum for subset of equilibrium database\n", "129 ms ± 3.06 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "print(\"Time to compute a spectrum for subset of equilibrium database\")\n", "%timeit compute_spectrum(planet, star, model_subset, atmosphere_subset, opac_subset, wl, spectrum_type = 'transmission')" ] }, { "attachments": {}, "cell_type": "markdown", "id": "6692bd06", "metadata": {}, "source": [ "So we see the subset model is over 2x faster than the full chemical equilibrium database. You can always use the full database for peace of mind, but it can be informative to use a subset of chemical species to get a feel for how removing certain chemical species impacts the resulting spectrum. " ] } ], "metadata": { "kernelspec": { "display_name": "POSEIDON_python_3.11", "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" } }, "nbformat": 4, "nbformat_minor": 5 }