{ "cells": [ { "cell_type": "markdown", "id": "067d1089", "metadata": {}, "source": [ "# Jupiter: CIRS nadir-viewing thermal emission\n", "\n", "In this example, we show how archNEMESIS can be used to calculate forward models for a nadir-viewing observation. In particular, we are going to model Jupiter's thermal emission using instrument specifications relevant for the Composite Infrared Spectrometer (CIRS) on Cassini. \n", "\n", "First of all, we show how all the input files can be read at once, and summarise the content of these files. Then, we will show how the forward models can be easily computed in python." ] }, { "cell_type": "code", "execution_count": 1, "id": "36fa8dbf", "metadata": {}, "outputs": [], "source": [ "import archnemesis as ans\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "id": "236e69b1", "metadata": {}, "source": [ "## 1. Inspecting the input files\n", "\n", "archNEMESIS includes the *read_input_files()* function, which automatically reads all input files and stores the information in the reference classes. Here, we explore some of the most important characteristics of this particular forward model." ] }, { "cell_type": "code", "execution_count": 2, "id": "41be5fbc", "metadata": {}, "outputs": [], "source": [ "runname = 'cirstest'\n", "\n", "#Reading the input files\n", "Atmosphere,Measurement,Spectroscopy,Scatter,Stellar,Surface,CIA,Layer,Variables,Retrieval = ans.Files.read_input_files(runname)" ] }, { "cell_type": "markdown", "id": "b81d5992", "metadata": {}, "source": [ "### Atmosphere\n", "\n", "The profiles in this example were identified as standard for CIRS data analysis.\n", "\n", "- Temperature, pressure and altitude levels provided by Glenn Orton assuming *g* = 24 m s$^{-2}$.\n", "- Ammonia assumed to be constant in the troposphere, limited by the saturation vapour pressure between 0.5-0.6 bar. Above this level, its abundance drops according to Fouchet et al. (1999). \n", "- Phosphine is the standard NIMS case.\n", "- Hydrocarbons (including CH$_4$) from Romani note to CIRS team (7 May 1999) with deep CH$_4$ nudged to GPMS results.\n", "- H$_2$ and He from Galileo entry probe.\n", "- $^{13}$CH$_4$ (2) scaled from $^{12}$CH$_4$ (1) assuming terrestrial relative abundances.\n", "- $^{12}$CH$_3$D (3) also scaled from $^{12}$CH$_4$ (1) but using $^{12}$CH$_3$D/$^{12}$CH$_4$ = 8 $\\times$ 10$^{-5}$." ] }, { "cell_type": "code", "execution_count": 3, "id": "4163bdd3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Atmosphere.plot_Atm()\n", "Atmosphere.plot_Dust()" ] }, { "cell_type": "markdown", "id": "c688ce7d", "metadata": {}, "source": [ "### Measurement\n", "\n", "In this example, as we only want to model the spectrum, the information about the measured spectra is not relevant. However, the *.spx* file also defines the geometry of the observations and the spectral range and resolution to use.\n", "\n", "The spectral range in this example goes from 5-1399 cm$^{-1}$. The *FWHM* of the instrument function is set to 0, which means that it is accounted for directly in the k-tables. In this simple example, all relevant angles were assumed to be zero. " ] }, { "cell_type": "code", "execution_count": 4, "id": "34f7e67f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Spectral resolution of the measurement is account for in the k-tables\n", "Field-of-view centered at :: Latitude 0.0 - Longitude 0.0\n", "There are 1 geometries in the measurement vector\n", "\n", "GEOMETRY 1\n", "Minimum wavelength/wavenumber :: 5.0 - Maximum wavelength/wavenumber :: 1399.0\n", "Nadir-viewing geometry. Latitude :: 0.0 - Longitude :: 0.0 - Emission angle :: 0.0 - Solar Zenith Angle :: 0.0 - Azimuth angle :: 0.0\n" ] } ], "source": [ "Measurement.summary_info()" ] }, { "cell_type": "markdown", "id": "a222c07c", "metadata": {}, "source": [ "### Variables\n", "\n", "In this example, we choose a parameterisation that allows us to define the temperature in each altitude level. In particular, we choose the model parameterisation #0, which allows the definition of a continuous vertical profile." ] }, { "cell_type": "code", "execution_count": 5, "id": "beefbf9a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VARIDENT\n", "[[0 0 0]]\n", "\n", "Temperature in each altitude level\n", "[328.16 305.63 284.53 264.74 246.16 228.71 212.31 196.9 182.41 168.83\n", " 156.1 144.21 133.41 124.3 117.86 113.89 110.75 108.25 106.26 104.68\n", " 103.4 104.5 107.3 110.1 113.5 117. 120.5 125. 128.5 132.4\n", " 136. 139.8 143.4 146.2 148.4 150.3 151.8 153. 154.1 155.1\n", " 156. 156.83 157.66 158.49 159.32 160.15 160.98 161.81 162.64 163.47\n", " 164.3 165.14 165.98 166.82 167.66 168.5 169.34 170.18 171.02 171.86\n", " 172.7 173.53 174.36 175.19 176.02 176.85 177.68 178.51 179.34 180.17\n", " 181. 185. 189. 193. 197. 201. 208.13 215.27 222.4 229.53\n", " 236.67]\n", "\n" ] } ], "source": [ "print('VARIDENT')\n", "print(Variables.VARIDENT)\n", "print('')\n", "\n", "print('Temperature in each altitude level')\n", "print(Variables.XA)\n", "print('')" ] }, { "cell_type": "markdown", "id": "d477b052", "metadata": {}, "source": [ "### Spectroscopy\n", "\n", "In this example, we do not include the k-tables in the current working directory because of storage limitations, although these are available upon request.\n", "\n", "Here, we include several radiatively active gases: C$_2$H$_2$, C$_2$H$_6$, $^{12}$CH$_4$, $^{13}$CH$_4$, $^{12}$CH$_3$D, PH$_3$ and NH$_3$.\n", "\n", "The *FWHM* of the instrument function was included in the calculation of the k-tables, being 2.5 cm$^{-1}$. " ] }, { "cell_type": "code", "execution_count": 6, "id": "9b46aa65", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculation type ILBL :: 0 (k-distribution)\n", "Number of radiatively-active gaseous species :: 7\n", "Gaseous species :: ['C2H2', 'C2H6', 'CH4 (1)', 'CH4 (2)', 'CH4 (3)', 'PH3', 'NH3']\n", "Number of g-ordinates :: 20\n", "Number of spectral points :: 1395\n", "Wavelength range :: 5.0 - 1399.0\n", "Step size :: 1.0\n", "Spectral resolution of the k-tables (FWHM) :: 2.5\n", "Number of temperature levels :: 15\n", "Temperature range :: 70.0 - 300.0 K\n", "Number of pressure levels :: 20\n", "Pressure range :: 3.0590232e-07 - 7.3890543 atm\n" ] } ], "source": [ "Spectroscopy.summary_info()" ] }, { "cell_type": "markdown", "id": "350f4929", "metadata": {}, "source": [ "## 2. Running a foward model\n", "\n", "After having read the input files and explored some of the most relevant parameters, we can easily perform a forward model.There are two main ways of doing this:\n", "\n", "- Since all NEMESIS input files are present in the working directory, the forward model could be performed using the nemesisPY.py program from the command window. This is the main program for running a general retrieval, but if *NITER* = -1 in the *.inp* file, then a forward model is calculated, not a retrieval. After running the program, the forward model will be stored in the *.mre* file.\n", "\n", "- The forward model can be calculated in python using the Forward Model class. In particular, we will use the *nemesisfm()*, which is the most general version of the forward model. After running this function, the forward model will be stored as an array.\n", "\n", "Here, we use the second approach." ] }, { "cell_type": "code", "execution_count": 7, "id": "16b608bc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning from layer_split() :: LAYHT < H(0). Resetting LAYHT\n", "CIRSrad :: Aerosol optical depths at 5.0 :: [0.]\n", "CIRSrad :: Performing thermal emission calculation\n" ] } ], "source": [ "ForwardModel = ans.ForwardModel_0(runname=runname, Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables)\n", "\n", "SPECONV = ForwardModel.nemesisfm()" ] }, { "cell_type": "code", "execution_count": 8, "id": "7c379e89", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax1 = plt.subplots(1,1,figsize=(8,3))\n", "\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV[:,0])\n", "ax1.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax1.set_facecolor('lightgray')\n", "ax1.grid()\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "5950c5ee", "metadata": {}, "source": [ "### Validating the forward model against NEMESIS\n", "\n", "In order to test the radiative transfer calculations in archNEMESIS, we compare the computed forward model with the analogous from NEMESIS (i.e., Fortran version). \n", "\n", "Because of historical reasons, the values of the spectra in the *.mre* file are multiplied by 10$^9$ (i.e., nW cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$), which needs to be accounted for when comparing the values with the forward model computed with the *nemesisfm()* function in NemesisPy.\n", "\n", "This comparison shows that both versions of the NEMESIS code agree to less than 0.5%. " ] }, { "cell_type": "code", "execution_count": 9, "id": "13e9d5da", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Reading .mre file computed with the fortran version\n", "lat,lon,ngeom,ny,wave1,specret1,specmeas,specerrmeas,nx,Var,aprprof,aprerr,retprof,reterr = ans.read_mre('cirstest_fortran')\n", "specret1 = specret1 * 1.0e-9\n", "\n", "#Making summary plot\n", "fig,(ax1,ax2) = plt.subplots(2,1,figsize=(8,6),sharex=True)\n", "\n", "ax1.plot(wave1,specret1,label='NEMESIS',linewidth=2.)\n", "ax1.plot(Measurement.VCONV[:,0],SPECONV[:,0],label='archNEMESIS',c='tab:red',linewidth=1)\n", "ax2.plot(wave1,(specret1[:,0]-SPECONV[:,0])/SPECONV[:,0]*100.,c='black',linewidth=1.)\n", "ax2.set_ylim(-2.,2.)\n", "ax1.grid()\n", "ax2.grid()\n", "ax1.legend()\n", "ax1.set_facecolor('lightgray')\n", "ax2.set_facecolor('lightgray')\n", "ax2.set_xlabel('Wavelength ($\\mu$m)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax2.set_ylabel('Difference with Fortran (%)')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "31d8739f", "metadata": {}, "source": [ "### Calculating the jacobian matrix\n", "\n", "Similarly, apart from the forward model, archNEMESIS allows the calculation of the jacobian matrix, which includes information about the sensitivity of the spectrum to each of the parameters in the state vector. These calculations are also easily performed using the Forward Model class using the *jacobian_nemesis()* function. In particular, all the parameters included in the state vector for this particular example can be calculated analytically, although in some cases the derivatives have to be calculated numerically. The output of this function is the modelled measurement vector (i.e., modelled spectrum, since there is only one geometry in this example), and the jacobian matrix (i.e., derivative of the modelled spectrum with respect to the elements of the state vector, which represent the temperature at different altitude/pressure levels). " ] }, { "cell_type": "code", "execution_count": 10, "id": "de4e6fb3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating analytical part of the Jacobian :: Calling nemesisfmg \n", "Warning from layer_split() :: LAYHT < H(0). Resetting LAYHT\n", "CIRSradg :: Calculating CIA opacity\n", "CIRSradg :: Calculating DUST opacity\n", "CIRSrad :: Aerosol optical depths at 5.0 :: [0.]\n", "CIRSradg :: Calculating GAS opacity\n", "CIRSradg :: Calculating TOTAL opacity\n", "CIRSradg :: Calculating TOTAL line-of-sight opacity\n", "CIRSradg :: Integrading over g-ordinates\n", "Mapping gradients from Layer to Profile\n", "Mapping gradients from Profile to State Vector\n" ] } ], "source": [ "YN,KK = ForwardModel.jacobian_nemesis()" ] }, { "cell_type": "code", "execution_count": 11, "id": "84f5d2eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the Jacobian matrix\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "fig,ax1 = plt.subplots(1,1,figsize=(8,3))\n", "im1 = ax1.contourf(Measurement.VCONV[:,0],Atmosphere.P/1.0e5,np.transpose(KK),levels=51,cmap='inferno')\n", "ax1.set_ylim(Atmosphere.P.max()/1.0e5,Atmosphere.P.min()/1.0e5)\n", "ax1.set_xlabel('Wavenumber (cm$^{-1}$)')\n", "ax1.set_ylabel('Pressure (bar)')\n", "ax1.set_yscale('log')\n", "\n", "# create an axes on the right side of ax. The width of cax will be 5%\n", "# of ax and the padding between cax and ax will be fixed at 0.05 inch.\n", "divider = make_axes_locatable(ax1)\n", "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n", "cbar = plt.colorbar(im1, cax=cax)\n", "cbar.set_label('Jacobian matrix (dR/dT)')" ] }, { "cell_type": "code", "execution_count": 12, "id": "906506cd-ff55-43cf-880d-0b615789199c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Making summary plot\n", "fig,(ax1,ax2) = plt.subplots(2,1,figsize=(8,6),sharex=True)\n", "\n", "ax1.plot(wave1,specret1,label='NEMESIS',linewidth=2.)\n", "ax1.plot(Measurement.VCONV[:,0],YN,label='archNEMESIS',c='tab:red',linewidth=1)\n", "ax2.plot(wave1,(specret1[:,0]-SPECONV[:,0])/SPECONV[:,0]*100.,c='black',linewidth=1.)\n", "ax2.set_ylim(-2.,2.)\n", "ax1.grid()\n", "ax2.grid()\n", "ax1.legend()\n", "ax1.set_facecolor('lightgray')\n", "ax2.set_facecolor('lightgray')\n", "ax2.set_xlabel('Wavelength ($\\mu$m)')\n", "ax1.set_ylabel('Radiance (W cm$^{-2}$ sr$^{-1}$ (cm$^{-1}$)$^{-1}$)')\n", "ax2.set_ylabel('Difference with Fortran (%)')\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "id": "89b4878b-570e-435e-b8c0-bfb5f4d2f7b8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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" }, "nbsphinx-thumbnail": { "output-index": 2 } }, "nbformat": 4, "nbformat_minor": 5 }