{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Working with synthetic observations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transmission spectrum\n", "\n", "An atmosphere’s transmission spectrum is the sum of absorption spectra of atoms and molecules present in the atmosphere.\n", "\n", "The methodology of obtaining the information needed to calculate the synthetic transmission spectrum using the Met Office Unified Model (UM) output is reported in Lines et al. (2018):\n", "\n", "- https://academic.oup.com/mnras/article/481/1/194/5078378 (publisher)\n", "- https://arxiv.org/abs/1808.05887 (arXiv)\n", "\n", "Please note that Lines et al. (2018) take into account the atmospheric conditions in the columns on the nightside of the planet limb only. The instructions on how to obtain the same information for the dayside are here:\n", "\n", "- http://exoclimatology.com/wiki/index.php?title=Transmission_Spectra (requires login)\n", "\n", "`aeolus.synthobs` requires the following inputs to calculate the synthetic transmission spectrum:\n", "\n", "- `spectral_file` - SOCRATES spectral file used by the UM\n", "- `stellar_constant_at_1_au` in [W m-2]\n", "- `stellar_radius` in [m]\n", "- `planet_top_of_atmosphere` in [m], which is the extent of the planetary atmosphere (usually, it is the sum of\n", " the planetary radius and the height of the model domain)\n", "- `planet_transmission_day` - UM m01s01i755 output (for hot Jupiters) from the dayside calculation\n", "- `planet_transmission_night` - UM m01s01i755 output (for hot Jupiters) from the nightside calculation\n", "\n", "Below is an example of such a calculation that uses a test spectral file and two test UM output files. The files are available at https://github.com/exoclim/aeolus_data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Import relevant packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "from pathlib import Path\n", "\n", "import iris\n", "import iris.cube\n", "import iris.quickplot as qplt\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from aeolus.model import um\n", "from aeolus.synthobs import (\n", " calc_stellar_flux,\n", " calc_transmission_spectrum,\n", " calc_transmission_spectrum_day_night_average,\n", " read_normalized_stellar_flux,\n", " read_spectral_bands,\n", ")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "warnings.filterwarnings(\"ignore\", module=\"iris\")\n", "plt.rcParams[\"mathtext.default\"] = \"regular\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "iris.FUTURE.datum_support = True" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Note that the file paths should be pathlib.Path-like objects, not just plain strings!\n", "TEST_DIR = Path.cwd().parent / \"tests\" / \"data\" / \"test_data\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2. Provide the required inputs" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "spectral_file = TEST_DIR / \"spectral\" / \"sp_sw_500ir_bd_hatp11\"\n", "data_file = TEST_DIR / \"netcdf\" / \"planet_transmission_day.nc\"\n", "planet_transmission_day = iris.load_cube(data_file)\n", "\n", "# To keep the units of stellar and planetary parameters, store the parameters as iris cubes\n", "stellar_constant_at_1_au = iris.cube.Cube(\n", " 300.85538168664425, units=\"W m-2\", long_name=\"stellar_constant_at_1_au\"\n", ")\n", "stellar_radius = iris.cube.Cube(475026500.0, units=\"m\", long_name=\"stellar_radius\")\n", "planet_radius = iris.cube.Cube(27195379.0, units=\"m\", long_name=\"planet_radius\")\n", "planet_domain_height = iris.cube.Cube(1.8e6, units=\"m\", long_name=\"height_domain\")\n", "planet_top_of_atmosphere = planet_radius + planet_domain_height" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3. Check if the information about the spectral bands is read in correctly" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([(1, 0.001 , 0.01 ), (2, 0.0005 , 0.001 ),\n", " (3, 0.00033333, 0.0005 ), (4, 0.00025 , 0.00033333)],\n", " dtype=[('spectral_band_index', '" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "normalized_stellar_flux = read_normalized_stellar_flux(spectral_file)\n", "\n", "plt.plot(\n", " normalized_stellar_flux.coord(\"spectral_band_index\").points,\n", " normalized_stellar_flux.data,\n", ")\n", "plt.xlabel(\"Spectral band index\")\n", "plt.ylabel(\"Normalized stellar flux\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5. Calculate the stellar flux per spectral band" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stellar_flux = calc_stellar_flux(spectral_file, stellar_constant_at_1_au)\n", "\n", "plt.plot(stellar_flux.coord(\"spectral_band_index\").points, stellar_flux.data)\n", "plt.xlabel(\"Spectral band index\")\n", "plt.ylabel(\"Stellar flux [W $m^{-2}$]\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6. Check if you use the correct UM output by plotting the m01s01i755 field at a single spectral band" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "qplt.contourf(planet_transmission_day[100, ...]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "6. Calculate transmission spectrum as a planet-to-star radius ratio" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "rp_eff_over_rs = calc_transmission_spectrum(\n", " planet_transmission_day,\n", " spectral_file,\n", " stellar_constant_at_1_au,\n", " stellar_radius,\n", " planet_top_of_atmosphere,\n", " model=um,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "7. Calculate transmission spectrum averaged over the dayside and the nightside" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "planet_transmission_night = iris.load_cube(TEST_DIR / \"netcdf\" / \"planet_transmission_night.nc\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "qplt.contourf(planet_transmission_night[100, ...]);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "rp_eff_over_rs_night = calc_transmission_spectrum(\n", " planet_transmission_night,\n", " spectral_file,\n", " stellar_constant_at_1_au,\n", " stellar_radius,\n", " planet_top_of_atmosphere,\n", " model=um,\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "rp_eff_over_rs_dn = calc_transmission_spectrum_day_night_average(\n", " planet_transmission_day,\n", " planet_transmission_night,\n", " add_shift=-1,\n", " spectral_file=spectral_file,\n", " stellar_constant_at_1_au=stellar_constant_at_1_au,\n", " stellar_radius=stellar_radius,\n", " planet_top_of_atmosphere=planet_top_of_atmosphere,\n", " model=um,\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12, 5))\n", "axins = ax.inset_axes([0.6, 0.6, 0.35, 0.35])\n", "axins.set_xlim(15, 40)\n", "axins.set_ylim(0.003675, 0.003695)\n", "for _ax in (ax, axins):\n", " _ax.plot(\n", " rp_eff_over_rs.coord(\"spectral_band_centres\").points * 1e6,\n", " rp_eff_over_rs.data**2,\n", " label=\"Dayside\",\n", " linewidth=3,\n", " alpha=0.5,\n", " )\n", " _ax.plot(\n", " rp_eff_over_rs_night.coord(\"spectral_band_centres\").points * 1e6,\n", " rp_eff_over_rs_night.data**2,\n", " label=\"Nightside\",\n", " linewidth=3,\n", " alpha=0.5,\n", " )\n", " _ax.plot(\n", " rp_eff_over_rs_dn.coord(\"spectral_band_centres\").points * 1e6,\n", " rp_eff_over_rs_dn.data**2,\n", " label=\"Average over the dayside and nightside\",\n", " linewidth=0.5,\n", " )\n", "\n", "ax.set_title(\"Transmission spectrum\")\n", "ax.set_xlabel(\"Wavelength [$\\mu$m]\")\n", "ax.set_ylabel(\"($R_p/R_s)^2$\")\n", "ax.set_xscale(\"log\")\n", "\n", "xticks = np.concatenate(\n", " [\n", " np.arange(1, 11, 1),\n", " np.arange(15, 35, 5),\n", " np.arange(40, 120, 20),\n", " np.arange(500, 1400, 500),\n", " np.arange(10000, 10001, 500),\n", " ]\n", ")\n", "ax.set_xticks(xticks)\n", "ax.set_xticklabels(xticks)\n", "ax.indicate_inset_zoom(axins, edgecolor=\"black\")\n", "ax.legend(loc=\"lower left\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "8. Check what the band limits are" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.01 , 0.001 , 0.0005 , 0.00033333, 0.00025 ,\n", " 0.0002 , 0.00016667, 0.00014286, 0.000125 , 0.00011111],\n", " dtype=float32)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rp_eff_over_rs_dn.coord(\"spectral_band_upper_limit\").points[:10]" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.0000000e-03, 5.0000002e-04, 3.3333333e-04, 2.5000001e-04,\n", " 1.9999999e-04, 1.6666666e-04, 1.4285714e-04, 1.2500001e-04,\n", " 1.1111111e-04, 9.9999997e-05], dtype=float32)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rp_eff_over_rs_dn.coord(\"spectral_band_lower_limit\").points[:10]" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:aeolus_test]", "language": "python", "name": "conda-env-aeolus_test-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }