{ "cells": [ { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Air Mass Factors\n", "================\n", "\n", "The air mass factor classes are used in a way that is very similar to the\n", "weighting function classes and to the sasktran.Engine classes, but the\n", "boundaries of the box-AMF layers (box_boundaries) must be specified, and\n", "only one species can be processed at a time.\n", "\n", "For HR and DO, the weighting functions are transformed into box-AMFs as\n", "follows:\n", "\n", " .. math::\n", "\n", " A^i(\\lambda) = -\\dfrac{\\partial\\ln I(\\lambda)}{\\partial \\tau^i(\\lambda)} = -\\dfrac{1}{\\Delta z^i \\sigma^i(\\lambda)}\\dfrac{1}{I(\\lambda)}\\dfrac{\\partial I(\\lambda)}{\\partial n} = -\\dfrac{w_{sk}^i(\\lambda)}{\\Delta z^i\\sigma^i(\\lambda)I(\\lambda)}\n", "\n", "where :math:`A^i` is the air mass factor in the :math:`i^{th}` atmospheric layer and :math:`w_{sk}^i(\\lambda)` is the weighting function produced by SASKTRAN and the weighting function classes.\n", "\n", "For MC, wf_species can be set to None, in which case the box-AMFs are\n", "calculated using path length rather than path optical depth.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import skdoas\n", "import sasktran as sk\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = [15, 9]\n", "plt.rcParams['font.size'] = 20" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:root:the reference point set in the geometry object is ignored by EngineDO\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# slat, slon, mjd = 52.1, -106.7, 54000.6 # Saskatoon\n", "# mlat, mlon, mjd = 25.8, -80.2, 54000.6 # Miami\n", "\n", "# create line of sight\n", "observer = sk.Geodetic()\n", "observer.from_lat_lon_alt(0., -100., 35786e3) # approximate TEMPO location\n", "geometry = sk.NadirGeometry()\n", "geometry.from_zeniths_and_azimuth_difference(solar_zenith=60.0, observer_zeniths=[30, 72], azimuth_differences=[60, 60])\n", "# geometry.from_lat_lon(mjd=mjd, observer=observer, lats=[slat, mlat], lons=[slon, mlon])\n", "# geometry.reference_point = [0.5 * (slat + mlat), 0.5 * (slon + mlon), 0., mjd]\n", "\n", "# create atmosphere\n", "atmosphere = sk.Atmosphere()\n", "atmosphere.atmospheric_state = sk.MSIS90()\n", "atmosphere['air'] = sk.Species(sk.Rayleigh(), sk.MSIS90())\n", "atmosphere['ozone'] = sk.Species(sk.O3DBM(), sk.Labow())\n", "atmosphere['no2'] = sk.Species(sk.NO2Vandaele1998(), sk.Pratmo())\n", "\n", "wl = [440.]\n", "\n", "boundaries = np.linspace(0., 6e4, 13)\n", "\n", "# create weighting function calculators\n", "hr_wf = skdoas.WeightingFunctionFiniteDifferenceHR(\n", " geometry=geometry, atmosphere=atmosphere, wf_species='no2', numordersofscatter=50)\n", "do_wf = skdoas.WeightingFunctionDO(\n", " geometry=geometry, atmosphere=atmosphere, wf_species='no2')\n", "mc_wf = skdoas.WeightingFunctionNullMC(\n", " geometry=geometry, atmosphere=atmosphere, wf_species='no2',\n", " setnumphotonsperlos=1000, numordersofscatter=50)\n", "\n", "# pass the weighting function calculators to amf calculators\n", "hr_amf = skdoas.AirMassFactor(hr_wf, boundaries)\n", "do_amf = skdoas.AirMassFactor(do_wf, boundaries)\n", "mc_amf = skdoas.AirMassFactor(mc_wf, boundaries)\n", "\n", "# calculate the amfs\n", "do_result = do_amf(wl).unstack('perturbation')\n", "hr_result = hr_amf(wl).unstack('perturbation')\n", "mc_result = mc_amf(wl).unstack('perturbation')\n", "\n", "plt.plot(hr_result.amf.isel(wavelength=0, los=0), hr_result.altitude / 1e3, color='C0', label='HR, VZA 30')\n", "plt.plot(do_result.amf.isel(wavelength=0, los=0), do_result.altitude / 1e3, color='C1', label='DO, VZA 30')\n", "plt.plot(mc_result.amf.isel(wavelength=0, los=0), mc_result.altitude / 1e3, color='C2', label='MC, VZA 30')\n", "plt.fill_betweenx(mc_result.altitude / 1e3, mc_result.amf.isel(wavelength=0, los=0) - mc_result.amfstd.isel(wavelength=0, los=0), mc_result.amf.isel(wavelength=0, los=0) + mc_result.amfstd.isel(wavelength=0, los=0), color='C2', alpha=0.3)\n", "plt.plot(hr_result.amf.isel(wavelength=0, los=1), hr_result.altitude / 1e3, color='C3', label='HR, VZA 72')\n", "plt.plot(do_result.amf.isel(wavelength=0, los=1), do_result.altitude / 1e3, color='C4', label='DO, VZA 72')\n", "plt.plot(mc_result.amf.isel(wavelength=0, los=1), mc_result.altitude / 1e3, color='C5', label='MC, VZA 72')\n", "plt.fill_betweenx(mc_result.altitude / 1e3, mc_result.amf.isel(wavelength=0, los=1) - mc_result.amfstd.isel(wavelength=0, los=1), mc_result.amf.isel(wavelength=0, los=1) + mc_result.amfstd.isel(wavelength=0, los=1), color='C5', alpha=0.3)\n", "\n", "plt.title('Air mass factors from TEMPO line of sight; engine comparisons')\n", "plt.xlabel('Air mass factors')\n", "plt.ylabel('Altitude (km)')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "slat, slon, mjd = 2.1, -106.7, 54000.6 # Saskatoon\n", "\n", "# create line of sight\n", "observer = sk.Geodetic()\n", "observer.from_lat_lon_alt(0., -100., 35786e3) # approximate TEMPO location\n", "geometry = sk.NadirGeometry()\n", "geometry.from_lat_lon(mjd=mjd, observer=observer, lats=slat, lons=slon)\n", "geometry.reference_point = [slat, slon, 0.0, mjd]\n", "\n", "# create atmosphere\n", "atmosphere = sk.Atmosphere()\n", "atmosphere.atmospheric_state = sk.MSIS90()\n", "atmosphere['air'] = sk.Species(sk.Rayleigh(), sk.MSIS90())\n", "atmosphere['ozone'] = sk.Species(sk.O3DBM(), sk.Labow())\n", "atmosphere['no2'] = sk.Species(sk.NO2Vandaele1998(), sk.Pratmo())\n", "\n", "# average atmospheric properties into constant layers:\n", "cl_atmosphere = skdoas.utility.convert_linear_to_constant_atmosphere(\n", " atmosphere=atmosphere, \n", " linear_altitudes=np.linspace(0, 1e5, 201), # input atmosphere does linear interpolation on this grid\n", " constant_altitudes=np.linspace(0, 1e5, 101), # output atmosphere has constant layers above these altitudes\n", " reference_point=geometry.reference_point\n", ")\n", "\n", "wl = [440.]\n", "\n", "boundaries = np.linspace(0., 6e4, 61)\n", "\n", "# create weighting function calculators\n", "hr_wf = skdoas.WeightingFunctionFiniteDifferenceHR(\n", " geometry=geometry, atmosphere=atmosphere, wf_species='no2', numordersofscatter=1)\n", "cl_wf = skdoas.WeightingFunctionFiniteDifferenceConstantLayersHR(\n", " geometry=geometry, atmosphere=cl_atmosphere, wf_species='no2', numordersofscatter=1)\n", "vg_wf = skdoas.WeightingFunctionFiniteDifferenceVariableGridHR(\n", " geometry=geometry, atmosphere=atmosphere, wf_species='no2', numordersofscatter=1)\n", "mc_wf = skdoas.WeightingFunctionNullMC(\n", " geometry=geometry, atmosphere=atmosphere, wf_species='no2', numordersofscatter=1, setnumphotonsperlos=50000)\n", "\n", "# pass the weighting function calculators to amf calculators\n", "hr_amf = skdoas.AirMassFactor(hr_wf, boundaries)\n", "cl_amf = skdoas.AirMassFactor(cl_wf, boundaries)\n", "vg_amf = skdoas.AirMassFactor(vg_wf, boundaries)\n", "mc_amf = skdoas.AirMassFactor(mc_wf, boundaries)\n", "\n", "# calculate the amfs\n", "hr_result = hr_amf(wl).unstack('perturbation')\n", "cl_result = cl_amf(wl).unstack('perturbation')\n", "vg_result = vg_amf(wl).unstack('perturbation')\n", "mc_result = mc_amf(wl).unstack('perturbation')\n", "\n", "plt.plot(hr_result.amf.isel(wavelength=0, los=0), hr_result.altitude / 1e3, color='C0', label='Standard HR')\n", "plt.plot(cl_result.amf.isel(wavelength=0, los=0), cl_result.altitude / 1e3, color='C1', label='Constant Layers HR')\n", "plt.plot(vg_result.amf.isel(wavelength=0, los=0), vg_result.altitude / 1e3, color='C2', label='Variable Grid HR')\n", "plt.plot(mc_result.amf.isel(wavelength=0, los=0), mc_result.altitude / 1e3, color='C5', label='MC')\n", "plt.fill_betweenx(mc_result.altitude / 1e3, mc_result.amf.isel(wavelength=0, los=0) - mc_result.amfstd.isel(wavelength=0, los=0), mc_result.amf.isel(wavelength=0, los=0) + mc_result.amfstd.isel(wavelength=0, los=0), color='C5', alpha=0.3)\n", "\n", "plt.title('Air mass factors from TEMPO line of sight; HR configurations')\n", "plt.xlabel('Air mass factors')\n", "plt.ylabel('Altitude (km)')\n", "plt.legend()\n", "plt.show()" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 2 }