{ "cells": [ { "cell_type": "markdown", "id": "067d1089", "metadata": {}, "source": [ "# Retrieval of a continuous temperature profile\n", "\n", "In this example, we show how archNEMESIS can be used to perform a retrieval of a continuous temperature profile. In particular, we are going to model Jupiter's thermal emission using instrument specifications relevant for the Composite Infrared Spectrometer (CIRS) on Cassini and retrieve the temperature profile using the Optimal Estimation formalism. " ] }, { "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 retrieval." ] }, { "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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6PUJDQxEXF9foly1NJhOys7MxZsyYBl9FoNapMtZgzqHdAIBRo0bB28NN5oraH2u23/pPAK1hVfhERUVZPLyuUqlw8eJFDB8+XGpz9A9Lp02bhm3btuHrr79Gly5dpPbg4GAYjUaUlpaavfspLi5GcHCw1OfQoUNmyysuLpamWaJSqaBSqRq0KxSKZoPFmj5kG4X4z3aoULhyfB2oqe3XHuNuVfg88MADrX6g1hJCYPr06diyZQv27t2L7t27m02Pjo6GQqFATk4OEhMTAQCnT59GUVERtFotAECr1WLJkiUoKSlBYGAggBtvLTUaDSIiIm7vChF1cFaFz8svv+zoOpqVkpKCjz/+GP/85z/h5eUl7aPx9vaGu7s7vL29MXnyZKSmpsLPzw8ajQbTp0+HVqvF0KFDAQBxcXGIiIjAxIkTkZ6eDp1Oh/nz5yMlJcXiuxsichyrwkcIIfu3mlevXg0AGDlypFn7unXrpC8+Ll++HM7OzkhMTDT7kmE9FxcXbNu2DcnJydBqtfDw8EBSUhIWL158u1aDiP7NqvC56667sHDhQkyYMAFKpbLRfmfOnMGyZcvQtWtXvPTSS3YrErgRgM1xc3NDRkYGMjIyGu3TtWtX7Nixw56lEVELWBU+K1euxNy5c/Hcc89hzJgxGDRoEEJCQuDm5oZr167hxIkT2L9/PwoLCzFt2jQkJyc7um4iauOsCp/Ro0fjyJEj2L9/Pz755BP84x//wP/93/+huroaAQEBiIqKwhNPPIHHHnsMvr6+jq6ZiNoBm77nM2LECJ7BkIjsgpdLJiJZMHyISBYMHyKSBcOHiGTB8CEiWbQofM6ePYv58+fj0UcfRUlJCQBg586dKCwstGtxRNR+2Rw++/btQ2RkJPLy8rB582ZUVFQAAI4ePfqb+A0YEbUNNofPSy+9hNdeew3Z2dlmP7UYNWoUDh48aNfiiKj9sjl8jh07hgcffLBBe2BgIH799Ve7FEVE7Z/N4ePj44NLly41aP/+++9xxx132KUoImr/bA6fRx55BHPnzoVOp4OTkxPq6urw7bff4sUXX8QTTzzhiBqJqB2yOXz+8pe/oE+fPggNDUVFRQUiIiLwX//1Xxg2bBjmz5/viBqJqB2y+QTySqUSa9aswYIFC3D8+HFUVFQgKioKvXr1ckR9RNROtfgawWFhYQgLC7NnLUTUgVgVPjdfOqY5y5Yta3ExRNRxWBU+33//vdn97777DjU1NejduzcA4Mcff4SLiwuio6PtXyERtUtWhc+ePXuk28uWLYOXlxfWr18vnbXw2rVrmDRpEn7/+987pkoiandsPtq1dOlSpKWlmZ0u1dfXF6+99hqWLl1q1+KIqP2yOXz0ej0uX77coP3y5csoLy+3S1FE1P7ZHD4PPvggJk2ahM2bN+PChQu4cOECPv/8c0yePBkTJkxwRI1E1A7ZfKj93XffxYsvvog//vGPMJlMNxbi6orJkyfjzTfftHuBRNQ+2Rw+arUaq1atwptvvomzZ88CAHr06AEPDw+7F0dE7VeLv2To4eGB/v3727MWIupAbA6fe+65p8nrtu/evbtVBRFRx2Bz+AwcONDsvslkQkFBAY4fP46kpCR71UVE7ZzN4bN8+XKL7a+88op0SlUioubY7eoVjz/+OD744AN7LY6I2jm7hU9ubi7c3NzstTgiauds/th16xcJhRC4dOkSjhw5ggULFtitMCJq32wOH41GY3a0y9nZGb1798bixYsRFxdn1+KIqP2yOXwyMzMdUAYRdTQ27/MJDw/HlStXGrSXlpYiPDzcLkURUftnc/icP38etbW1DdoNBgN++eUXuxRFRO2f1R+7/vWvf0m3d+3aBW9vb+l+bW0tcnJy0K1bN7sWR0Ttl9Xh88ADDwAAnJycGnyTWaFQoFu3bjyZGBFZzerwqaurAwB0794dhw8fRkBAgMOKIqL2z+ajXefOnXNEHUTUwVgVPm+//TaeeeYZuLm54e23326y74wZM+xSGBG1b1aFz/Lly/HYY4/Bzc2t0R+WAjf2BzF8iMgaVoXPzR+1+LGLiOzB5u/5LF68GFVVVQ3aq6ursXjxYrsURUTtn83hs2jRIovn7amqqsKiRYvsUhQRtX82h48QwuJpVI8ePQo/Pz+7FEVE7Z/Vh9p9fX3h5OQEJycn3HnnnWYBVFtbi4qKCkydOtUhRRJR+2N1+KxYsQJCCDz11FNYtGiR2c8rlEolunXrBq1W65Ai63399dd48803kZ+fj0uXLmHLli3SN6+BG+/KXn75ZaxZswalpaUYPnw4Vq9ejV69ekl9rl69iunTp+OLL76As7MzEhMT8dZbb8HT09OhtROROavDp/4nFd27d8ewYcOgUCgcVlRjKisrMWDAADz11FMWr46anp6Ot99+G+vXr0f37t2xYMECxMfH48SJE9JZFh977DFcunQJ2dnZMJlMmDRpEp555hl8/PHHt3t1iDo0q8JHr9dLt6OiolBdXY3q6mqLfTUajX0qs2DcuHEYN26cxWlCCKxYsQLz58/H+PHjAQAffvghgoKCsHXrVjzyyCM4efIkvvzySxw+fBiDBg0CAKxcuRL33nsv/vrXvyIkJMRhtROROat2OPv4+MDX17fJv/o+cjl37hx0Oh1iY2OlNm9vbwwZMgS5ubkAbpxn2sfHRwoeAIiNjYWzszPy8vJue81EHZlV73z27Nnj6DpaTafTAQCCgoLM2oOCgqRpOp0OgYGBZtNdXV3h5+cn9bmVwWCAwWCQ7te/CzSZTNK16m9V397YdGo5k6nG7DbH2P6s2X7tMe5WhU9MTIxVCzt+/HirivktSktLs/j9paysLKjV6ibnzc7OdlRZHZahFqjfbHfv3g2Vi6zltGtNbb+WvmhsqxZfq71eeXk5NmzYgPfffx/5+fkWz3J4OwQHBwMAiouL0blzZ6m9uLhYuspqcHAwSkpKzOarqanB1atXpflvNW/ePKSmpkr39Xo9QkNDERcX1+j+LZPJhOzsbIwZM0aWHfPtWZWxBnMO3bgk96hRo+Dtwcs12Zs12+/N+4FbqsXh8/XXX2Pt2rX4/PPPERISggkTJiAjI6PVBbVU9+7dERwcjJycHCls9Ho98vLykJycDADQarUoLS1Ffn4+oqOjAdz437Ourg5DhgyxuFyVSgWVStWgXaFQNBss1vQh2yjEf75fplC4cnwdqKnt1x7jblP46HQ6ZGZmYu3atdDr9XjooYdgMBiwdetWREREtLqY5lRUVOCnn36S7p87dw4FBQXw8/NDWFgYZs6ciddeew29evWSDrWHhIRI3wXq27cvxo4diylTpuDdd9+FyWTCtGnT8Mgjj/BIF9HtJqx03333CY1GIx599FGxbds2UVNTI4QQwtXVVRQWFlq7mFbZs2ePANDgLykpSQghRF1dnViwYIEICgoSKpVKjB49Wpw+fdpsGVeuXBGPPvqo8PT0FBqNRkyaNEmUl5dbXUNZWZkAIMrKyhrtYzQaxdatW4XRaGzRelLjKg0m0XXuNtF17jZRWlEldzntkjXbrzWvg+ZY/c5n586dmDFjBpKTk82+MXw7jRw5EkKIRqc7OTlh8eLFTf663s/Pj18oJPoNsPqHpfv370d5eTmio6MxZMgQvPPOO/j1118dWRsRtWNWh8/QoUOxZs0aXLp0Cc8++yw2btyIkJAQ1NXVITs7G+Xl5Y6sk4jaGZtPqeHh4YGnnnoK+/fvx7Fjx/DCCy/g9ddfR2BgIP7whz84okYiaodsDp+b9e7dG+np6bhw4QI2bNhgr5qIqANoVfjUc3FxwQMPPGB2VVMioqbYJXyIiGzF8CEiWTB8iEgWDB8ikgXDh4hkwfAhIlkwfIhIFgwfIpIFw4eIZMHwISJZMHyISBYMHyKSBcOHiGTB8CEiWTB8iEgWDB8ikgXDh4hkwfAhIlkwfIhIFgwfIpIFw4eIZMHwISJZMHyISBYMHyKSBcOHiGTB8CEiWTB8iEgWDB8ikgXDh4hkwfAhIlkwfIhIFgwfIpIFw4eIZMHwISJZMHyISBYMHyKSBcOHiGTB8CEiWTB8iEgWDB8ikgXDh4hkwfAhIlkwfIhIFh02fDIyMtCtWze4ublhyJAhOHTokNwlEXUoHTJ8PvnkE6SmpuLll1/Gd999hwEDBiA+Ph4lJSVyl0bUYXTI8Fm2bBmmTJmCSZMmISIiAu+++y7UajU++OADuUsj6jBc5S7gdjMajcjPz8e8efOkNmdnZ8TGxiI3N7dBf4PBAIPBIN3X6/UAAJPJBJPJZPEx6tsbm04tZzLVmN3mGNufNduvPca9w4XPr7/+itraWgQFBZm1BwUF4dSpUw36p6WlYdGiRQ3as7KyoFarm3ys7Ozs1hVLDRhqgfrNdvfu3VC5yFpOu9bU9ltVVdXq5Xe48LHVvHnzkJqaKt3X6/UIDQ1FXFwcNBqNxXlMJhOys7MxZswYKBSK21Vqh1BlrMGcQ7sBAKNGjYK3h5vMFbU/1my/9Z8AWqPDhU9AQABcXFxQXFxs1l5cXIzg4OAG/VUqFVQqVYN2hULRbLBY04dsoxBO/7mtcOX4OlBT2689xr3D7XBWKpWIjo5GTk6O1FZXV4ecnBxotVoZKyPqWDrcOx8ASE1NRVJSEgYNGoTBgwdjxYoVqKysxKRJk+QujajD6JDh8/DDD+Py5ctYuHAhdDodBg4ciC+//LLBTmgicpwOGT4AMG3aNEybNk3uMog6rA63z4eIfhsYPkQkC4YPEcmC4UNEsmD4EJEsGD5EJAuGDxHJguFDRLJg+BCRLBg+RCQLhg8RyYLhQ0SyYPgQkSwYPkQkC4YPEcmC4UNEsmD4EJEsGD5EJAuGDxHJguFDRLJg+BCRLBg+RCQLhg8RyYLhQ0SyYPgQkSwYPkQkC4YPEcmC4UNEsmD4EJEsGD5EJAuGDxHJguFDRLJg+BCRLBg+RCQLhg8RyYLhQ0SyYPgQkSwYPkQkC4YPEcmC4UNEsmD4EJEsGD5EJAuGDxHJguFDRLJg+BCRLBg+1Ka4K1xwdMEopA+ugbvCRe5yqBUYPtSmODk5Qa10hcrlxm1qu9pM+CxZsgTDhg2DWq2Gj4+PxT5FRUVISEiAWq1GYGAgZs+ejZqaGrM+e/fuxd133w2VSoWePXsiMzPT8cUTUQNtJnyMRiP+53/+B8nJyRan19bWIiEhAUajEQcOHMD69euRmZmJhQsXSn3OnTuHhIQE3HPPPSgoKMDMmTPx9NNPY9euXbdrNYionmhj1q1bJ7y9vRu079ixQzg7OwudTie1rV69Wmg0GmEwGIQQQsyZM0fcddddZvM9/PDDIj4+3urHLysrEwBEWVlZo32MRqPYunWrMBqNVi+XrMfxdSxrxtea10Fz2sw7n+bk5uYiMjISQUFBUlt8fDz0ej0KCwulPrGxsWbzxcfHIzc397bWSkSAq9wF2ItOpzMLHgDSfZ1O12QfvV6P6upquLu7N1iuwWCAwWCQ7uv1egCAyWSCyWSyWEt9e2PTqXU4vo5lzfjaY+xlDZ+XXnoJb7zxRpN9Tp48iT59+tymihpKS0vDokWLGrRnZWVBrVY3OW92drajyiJwfB2tqfGtqqpq9fJlDZ8XXngBTz75ZJN9wsPDrVpWcHAwDh06ZNZWXFwsTav/t77t5j4ajcbiux4AmDdvHlJTU6X7er0eoaGhiIuLg0ajsTiPyWRCdnY2xowZA4VCYVX9ZD2Or2NZM771nwBaQ9bw6dSpEzp16mSXZWm1WixZsgQlJSUIDAwEcCO5NRoNIiIipD47duwwmy87OxtarbbR5apUKqhUqgbtCoWi2Q3fmj7Uchxfx2pqfO0x7m1mh3NRUREKCgpQVFSE2tpaFBQUoKCgABUVFQCAuLg4REREYOLEiTh69Ch27dqF+fPnIyUlRQqPqVOn4n//938xZ84cnDp1CqtWrcKnn36KWbNmyblqRB1Ti4+T3WZJSUkCQIO/PXv2SH3Onz8vxo0bJ9zd3UVAQIB44YUXhMlkMlvOnj17xMCBA4VSqRTh4eFi3bp1NtXBQ+3y4/g61u061N5mjnZlZmY2+23krl27NvhYdauRI0fi+++/b3EdQggATX/mNZlMqKqqgl6v58cCB+D4OpY141u//de/HlqizYTPb0V5eTkAIDQ0VOZKiORXXl4Ob2/vFs3rJFoTXR1QXV0dLl68CC8vr0Z/2Fh/ROznn39u9IgYtRzH17GsGV8hBMrLyxESEgJn55btOuY7Hxs5OzujS5cuVvXVaDR8cTgQx9exmhvflr7jqddmjnYRUfvC8CEiWTB8HEClUuHll1+2+OVEaj2Or2PdrvHlDmcikgXf+RCRLBg+RCQLhg8RyYLhQ0SyYPi0wNWrV/HYY49Bo9HAx8cHkydPln5d35jr168jJSUF/v7+8PT0RGJiYoNzCzk5OTX427hxoyNX5TcjIyMD3bp1g5ubG4YMGdLg3Ey32rRpE/r06QM3NzdERkY2+E2fEAILFy5E586d4e7ujtjYWJw5c8aRq/CbZu/xffLJJxtsq2PHjrWtqBb/JLUDGzt2rBgwYIA4ePCg+Oabb0TPnj3Fo48+2uQ8U6dOFaGhoSInJ0ccOXJEDB06VAwbNsysDwCxbt06cenSJemvurrakavym7Bx40ahVCrFBx98IAoLC8WUKVOEj4+PKC4uttj/22+/FS4uLiI9PV2cOHFCzJ8/XygUCnHs2DGpz+uvvy68vb3F1q1bxdGjR8Uf/vAH0b179w4xnrdyxPgmJSWJsWPHmm2rV69etakuho+NTpw4IQCIw4cPS207d+4UTk5O4pdffrE4T2lpqVAoFGLTpk1S28mTJwUAkZubK7UBEFu2bHFY7b9VgwcPFikpKdL92tpaERISItLS0iz2f+ihh0RCQoJZ25AhQ8Szzz4rhBCirq5OBAcHizfffFOaXlpaKlQqldiwYYMD1uC3zd7jK8SN8Bk/fnyr6uLHLhvl5ubCx8cHgwYNktpiY2Ph7OyMvLw8i/Pk5+fDZDKZXTmjT58+CAsLa3DljJSUFAQEBGDw4MH44IMPWnXKgrbAaDQiPz/fbGycnZ0RGxvb6FVFmrsKyblz56DT6cz6eHt7Y8iQIR3uSiWOGN96e/fuRWBgIHr37o3k5GRcuXLFptr4w1Ib6XQ66TSt9VxdXeHn5yddJcPSPEqlssGVVoOCgszmWbx4MUaNGgW1Wo2srCw899xzqKiowIwZM+y+Hr8Vv/76K2pray1eVeTUqVMW52nsKiQ3X6Wkvq2xPh2FI8YXAMaOHYsJEyage/fuOHv2LP70pz9h3LhxyM3NhYuLi1W1MXz+zdoraTjSggULpNtRUVGorKzEm2++2a7Dh9qmRx55RLodGRmJ/v37o0ePHti7dy9Gjx5t1TL4sevfXnjhBZw8ebLJv/DwcAQHB6OkpMRs3pqaGly9elW6SsatgoODYTQaUVpaatZeXFzc6DwAMGTIEFy4cMHsumHtTUBAAFxcXCxeVaSp8Wyqf/2/tiyzvXLE+FoSHh6OgIAA/PTTT1bXxvD5t06dOqFPnz5N/imVSmi1WpSWliI/P1+ad/fu3airq8OQIUMsLjs6OhoKhQI5OTlS2+nTp1FUVNTklTMKCgrg6+vbrn9AqVQqER0dbTY2dXV1yMnJaXRstFqtWX/A/Cok3bt3R3BwsFkfvV6PvLy8Jse7PXLE+Fpy4cIFXLlyBZ07d7a+uFbtru6gxo4dK6KiokReXp7Yv3+/6NWrl9mh9gsXLojevXuLvLw8qW3q1KkiLCxM7N69Wxw5ckRotVqh1Wql6f/617/EmjVrxLFjx8SZM2fEqlWrhFqtFgsXLryt6yaHjRs3CpVKJTIzM8WJEyfEM888I3x8fIROpxNCCDFx4kTx0ksvSf2//fZb4erqKv7617+KkydPipdfftnioXYfHx/xz3/+U/zwww9i/PjxHfpQuz3Ht7y8XLz44osiNzdXnDt3Tnz11Vfi7rvvFr169RLXr1+3ui6GTwtcuXJFPProo8LT01NoNBoxadIkUV5eLk0/d+5cgytrVFdXi+eee074+voKtVotHnzwQXHp0iVp+s6dO8XAgQOFp6en8PDwEAMGDBDvvvuuqK2tvZ2rJpuVK1eKsLAwoVQqxeDBg8XBgwelaTExMSIpKcms/6effiruvPNOoVQqxV133SW2b99uNr2urk4sWLBABAUFCZVKJUaPHi1Onz59O1blN8me41tVVSXi4uJEp06dhEKhEF27dhVTpkyRwsxaPKUGEcmC+3yISBYMHyKSBcOHiGTB8CEiWTB8iEgWDB8ikgXDh4hkwfAhIlkwfIhIFgwfIrJJaWkpBg0ahIEDB6Jfv35Ys2ZNi5bDn1cQkU1qa2thMBigVqtRWVmJfv364ciRI/D397dpOXzn046MHDkSM2fOvG3ztZQjH+/KlSsIDAzE+fPnHbJ8a9iyfrd77O3BxcUFarUaAGAwGCBu/EBdmv7II49g6dKlzS6H4dOI+tNBJiQkyF1Ku7N582a8+uqr0n17vgCXLFmC8ePHo1u3bnZZXlMaq/vW9WuPSktLMWDAAHTp0gWzZ89GQECANG3+/PlYsmQJysrKmlwGw6cRa9euxfTp0/H111/j4sWLrV6e0Wi0Q1Xtg5+fH7y8vOy+3KqqKqxduxaTJ0+2+7Jv1dTz6aj1u53q9+fc+lf/WvDx8cHRo0dx7tw5fPzxx2ZnPuzXrx969OiBjz76qMnHYPhYUFFRgU8++QTJyclISEhAZmam2fS6ujqkpaWhe/fucHd3x4ABA/DZZ5+Z9Rk5ciSmTZuGmTNnIiAgAPHx8TAYDJgxYwYCAwPh5uaGESNG4PDhw2bzffbZZ4iMjIS7uzv8/f0RGxuLyspKALBq/uZUVlbiiSeegKenJzp37mzx7XFz6zdy5EjMmDEDc+bMgZ+fH4KDg/HKK69YvR43v2N48sknsW/fPrz11lvSxecWL14Mf3//BqePfeCBBzBx4sRG123Hjh1QqVQYOnSoWa3Tpk3DtGnT4O3tjYCAACxYsMDsY8KXX36JESNGwMfHB/7+/rjvvvtw9uxZs2Vbej5vrbv+o96t74jq6uqQnp6Onj17QqVSISwsDEuWLLG4DtZsW02N7a1GjhyJ6dOnY+bMmfD19UVQUBDWrFmDyspKTJo0CV5eXujZsyd27txpNl9BQQGOHz/e4C8kJMSsX1BQEAYMGIBvvvnGrP3+++9v/oKXLTs1Ufu2du1aMWjQICGEEF988YXo0aOHqKurk6a/9tprok+fPuLLL78UZ8+eFevWrRMqlUrs3btX6hMTEyM8PT3F7NmzxalTp8SpU6fEjBkzREhIiNixY4coLCwUSUlJwtfXV1y5ckUIIcTFixeFq6urWLZsmTh37pz44YcfREZGhnSisubmj4mJEc8//3yT65acnCzCwsLEV199JX744Qdx3333CS8vL7P5mlu/mJgYodFoxCuvvCJ+/PFHsX79euHk5CSysrKsWo+b6ywtLRVarVZMmTJFuvhcRUWF8Pb2Fp9++qlUU3FxsXB1dRW7d+9udN1mzJghxo4da9ZW/zw8//zz4tSpU+Kjjz4SarVavPfee1Kfzz77THz++efizJkz4vvvvxf333+/iIyMNDuR263PZ0FBQYO6a2pqLD4Pc+bMEb6+viIzM1P89NNP4ptvvhFr1qyx2Le5sW9ubG8VExMjvLy8xKuvvip+/PFH8eqrrwoXFxcxbtw48d5774kff/xRJCcnC39/f1FZWdno2N5Mp9MJvV4vhLjx/N11113ihx9+MOuzc+dOoVQqmzyzIcPHgmHDhokVK1YIIYQwmUwiICBAOivh9evXhVqtFgcOHDCbZ/LkyWanUo2JiRFRUVHS/YqKCqFQKMQ//vEPqc1oNIqQkBCRnp4uhBAiPz9fABDnz59vUJM18zcXPuXl5UKpVJq9qK9cuSLc3d2l+axZv5iYGDFixAiz6b/73e/E3Llzm10PS3Vaqjs5OVmMGzdOur906VIRHh5u9p/ArcaPHy+eeuqpBo/Vt29fs/nmzp0r+vbt2+hyLl++LACYnZb11uezsbpvbdfr9UKlUklh01Rfa8a+ubG1tPybn6uamhrh4eEhJk6cKLVdunSpwQUsm5KXlycGDBgg+vfvLyIjI8W7777boM/Ro0ebrZOXzrnF6dOncejQIWzZsgXAjWtyPfzww1i7di1GjhyJn376CVVVVRgzZozZfEajEVFRUWZt0dHR0u2zZ8/CZDJh+PDhUptCocDgwYOlS/IMGDAAo0ePRmRkJOLj4xEXF4f//u//hq+vr1XzN+fs2bMwGo1mJ7r38/ND7969pfvWrl///v3Npnfu3Fm6qkdT62GtKVOm4He/+x1++eUX3HHHHcjMzJSuD96Y6upquLm5NWgfOnSo2XxarRZLly5FbW0tXFxccObMGSxcuBB5eXn49ddfUVdXBwAoKipCv379pPlufj6tdfLkSRgMBqsuJ2PN2LdkbG9+rlxcXODv74/IyEiprf4aXbdelaUxgwcPRkFBQZN93N3dAdzYD9cYhs8t1q5di5qaGrPPtkIIqFQqvPPOO6ioqAAAbN++HXfccYfZvLdeZcLDw8Omx3ZxcUF2djYOHDiArKwsrFy5En/+858bvRKqI1i7fgqFwmyak5OT9KJtaj26d+9uVR1RUVEYMGAAPvzwQ8TFxaGwsBDbt29vcp6AgABcu3bNquXf7P7770fXrl2xZs0ahISEoK6uDv369WuwU9nW5xP4z4vQGtaMfUvG1tJzdXNbfTDXP3/2cPXqVQA3rgrTGO5wvklNTQ0+/PBDLF26FAUFBdLf0aNHERISgg0bNiAiIgIqlQpFRUXo2bOn2V9oaGijy+7RoweUSiW+/fZbqc1kMuHw4cOIiIiQ2pycnDB8+HAsWrQI33//PZRKJbZs2WL1/E3p0aMHFAqFWZhdu3YNP/74o3S/pet3q8bWwxKlUona2toG7U8//TQyMzOxbt06xMbGNvv4UVFROHHiRIP2W8P74MGD6NWrF1xcXHDlyhWcPn0a8+fPx+jRo9G3b1+rA6yxum/Wq1cvuLu7N7gUjSXWjr0tYyuX48ePo0uXLmaH4G/Fdz432bZtG65du4bJkyfD29vbbFpiYiLWrl2LqVOn4sUXX8SsWbNQV1eHESNGoKysDN9++y00Gg2SkpIsLtvDwwPJycmYPXs2/Pz8EBYWhvT0dFRVVUmHhvPy8pCTk4O4uDgEBgYiLy8Ply9fRt++fa2avzmenp6YPHkyZs+eDX9/fwQGBuLPf/4znJ3/83+Ql5dXi9bvZk2thyXdunVDXl4ezp8/D09PT/j5+cHZ2Rl//OMf8eKLL2LNmjX48MMPm33c+Ph4zJs3D9euXTP7GFJUVITU1FQ8++yz+O6777By5UrpKJ+vry/8/f3x3nvvoXPnzigqKsJLL73U7GM1VffN3NzcMHfuXMyZMwdKpRLDhw/H5cuXUVhY2OB5s2bsbR1buXzzzTeIi4trupNVe5g6iPvuu0/ce++9Fqfl5eUJAOLo0aOirq5OrFixQvTu3VsoFArRqVMnER8fL/bt2yf1t7Qzsrq6WkyfPl0EBAQIlUolhg8fLg4dOiRNP3HihIiPjxedOnUSKpVK3HnnnWLlypVWz2/N0a7y8nLx+OOPC7VaLYKCgkR6enqD+ZpbP0uPM378eOnyK82tx63znz59WgwdOlS4u7sLAOLcuXPStIkTJwo/Pz+rrwc1ePBgsx2gMTEx4rnnnhNTp04VGo1G+Pr6ij/96U9mO6Czs7NF3759hUqlEv379xd79+4VAMSWLVsarbmpum/tW1tbK1577TXRtWtXoVAoRFhYmPjLX/5isW9zY9/c2N7KUt1du3YVy5cvN2u7dX1bo7q6Wnh7eze7A5u/7aLftNGjR+Ouu+7C22+/bVX/7du3Y/bs2Th+/DicnZ0xcuRIDBw4ECtWrHBsoSRZvXo1tmzZgqysrCb78WMX/SZdu3YNe/fuxd69e7Fq1Sqr50tISMCZM2fwyy+/2LSPiuxHoVBg5cqVzfZj+NBvUlRUFK5du4Y33njD7KsA1mhrP9Rsb55++mmr+vFjFxHJgofaiUgWDB8ikgXDh4hkwfAhIlkwfIhIFgwfIpIFw4eIZMHwISJZMHyISBYMHyKSBcOHiGTB8CEiWTB8iEgW/w8cffoKEHeIUgAAAABJRU5ErkJggg==", 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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": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Measurement.plot_nadir()" ] }, { "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 retrieval\n", "\n", "Here, we are going to run a retrieval using the Optimal Estimation formalism. This can be done using the built-in function retrieval_nemesis(), where we just need to specigy the name of the simulation run.\n", "\n", "In addition, there are a number of optional inputs that we can use to setup the retrieval:\n", "\n", "- *legacy_files*: This flag is used to either read the archNEMESIS HDF5 file (*legacy_files*=False), or read the standard input files from Fortran NEMESIS (*legacy_files*=True).\n", "- *NCores*: For cases in which the Jacobian matrix needs be calculated numerically (i.e., multiple scattering runs), this parameter defines the number of parallel forward models that can be used to calculate this matrix.\n", "- *retrieval_method*: This flag indicates the retrieval methodology that should be used:\n", " - If *retrieval_method*=0, then the retrieval is run following the Optimal Estimation formalism.\n", " - If *retrieval_method*=1, then the retrieval is run following the nested sampling formalism." ] }, { "cell_type": "code", "execution_count": 7, "id": "16b608bc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Calculating Jacobian matrix KK\n", "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", "nemesis :: Calculating gain matrix\n", "nemesis :: Calculating cost function\n", "calc_phiret: phi1, phi2 = 54752.1036749907, 0.0)\n", "chisq/ny = 78.44140927649097\n", "Assess:\n", "Average of diagonal elements of Kk*Sx*Kt : 1.2015480158196203e-15\n", "Average of diagonal elements of Se : 1.0311694531608908e-15\n", "Ratio = 1.1652284812515152\n", "Average of Kk*Sx*Kt/Se element ratio : 1.4904499010421124\n", "nemesis :: Iteration 0/15\n", "nemesis :: Calculating next iterated state vector\n", "nemesis :: Calculating Jacobian matrix KK\n", "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", "calc_phiret: phi1, phi2 = 8196.510282276982, 132.77936053200258)\n", "chisq/ny = 11.742851407273614\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 8196.510282276982, 132.77936053200258)\n", "nemesis :: Iteration 1/15\n", "nemesis :: Calculating next iterated state vector\n", "nemesis :: Calculating Jacobian matrix KK\n", "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", "calc_phiret: phi1, phi2 = 1148.271956913393, 276.645280981844)\n", "chisq/ny = 1.6450887634862366\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 1148.271956913393, 276.645280981844)\n", "nemesis :: Iteration 2/15\n", "nemesis :: Calculating next iterated state vector\n", "nemesis :: Calculating Jacobian matrix KK\n", "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", "calc_phiret: phi1, phi2 = 913.0450657570524, 325.3979394935829)\n", "chisq/ny = 1.3080874867579546\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 913.0450657570524, 325.3979394935829)\n", "nemesis :: Iteration 3/15\n", "nemesis :: Calculating next iterated state vector\n", "nemesis :: Calculating Jacobian matrix KK\n", "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", "calc_phiret: phi1, phi2 = 901.622030904088, 334.97797631804895)\n", "chisq/ny = 1.291722107312447\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 901.622030904088, 334.97797631804895)\n", "nemesis :: Iteration 4/15\n", "nemesis :: Calculating next iterated state vector\n", "nemesis :: Calculating Jacobian matrix KK\n", "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", "calc_phiret: phi1, phi2 = 899.8921946060268, 336.635657102101)\n", "chisq/ny = 1.289243831813792\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 899.8921946060268, 336.635657102101)\n", "phi, phlimit : 0.005834992203424212,0.1\n", "Phi has converged\n", "Terminating retrieval\n", "Model run OK\n", " Elapsed time (s) = 77.39265036582947\n" ] } ], "source": [ "legacy_files=True #Reading the standard NEMESIS files to compare the results from both codes\n", "retrieval_method=0 #Optimal Estimtion\n", "NCores=None #Since we are not including scattering in this calculation (Scatter.ISCAT=0), the Jacobian is calculated analytically\n", "\n", "ans.Retrievals.retrieval_nemesis(runname,legacy_files=legacy_files,retrieval_method=retrieval_method,NCores=NCores)" ] }, { "cell_type": "markdown", "id": "08c36cf8-cb11-4254-914f-21665455a8a1", "metadata": {}, "source": [ "## 3. Reading the output files\n", "\n", "Since we are running the retrievals using the standard NEMESIS files, the output (i.e., retrieved parameters and best fit) are stored in the .mre file. Here we can use the built-in functions in archNEMESIS to read this file." ] }, { "cell_type": "markdown", "id": "f0d9a29e-9aa2-44d8-aeef-2356bf28707e", "metadata": {}, "source": [ "### Reading the best fit" ] }, { "cell_type": "code", "execution_count": 8, "id": "7c379e89", "metadata": {}, "outputs": [], "source": [ "#Reading .mre file computed with archNEMESIS\n", "lat,lon,ngeom,ny,wave,specret,specmeas,specerrmeas,nx,Var,aprprof,aprerr,retprof,reterr = ans.Files.read_mre(runname)\n", "specret *= 1.0e-9 #The units of the .mre file are nW cm-2 sr-1 (cm-1)-1 when working in wavenumbers, here we change it to W cm-2 sr-1 (cm-1)-1\n", "specmeas *= 1.0e-9 #The units of the .mre file are nW cm-2 sr-1 (cm-1)-1 when working in wavenumbers, here we change it to W cm-2 sr-1 (cm-1)-1\n", "specerrmeas *= 1.0e-9 #The units of the .mre file are nW cm-2 sr-1 (cm-1)-1 when working in wavenumbers, here we change it to W cm-2 sr-1 (cm-1)-1" ] }, { "cell_type": "code", "execution_count": 9, "id": "897496a2-2beb-444c-8bed-e1f6b6f6390e", "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(wave,specret,label='Best fit',linewidth=2.)\n", "ax1.plot(wave,specmeas,label='Measured',c='black',linewidth=1)\n", "\n", "ax2.plot(wave,specret-specmeas,linewidth=2.,label='Residuals')\n", "ax2.plot(wave,specerrmeas,c='black',linewidth=1,label='Measurement uncertainty',linestyle='--')\n", "ax2.plot(wave,-specerrmeas,c='black',linewidth=1,linestyle='--')\n", "ax2.legend()\n", "\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('Residuals')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "0280f047-fa5f-400f-a5f6-c1e671d60fa9", "metadata": {}, "source": [ "### Reading the retrieved profile" ] }, { "cell_type": "code", "execution_count": 15, "id": "c56581e0-4e27-461e-a60a-364d260d88e3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax1 = plt.subplots(1,1,figsize=(3,4))\n", "\n", "ivar = 0 #First (and only) variable\n", "ax1.fill_betweenx(Atmosphere.P/1.0e5,retprof[0:Var.NXVAR[ivar],ivar]-reterr[0:Var.NXVAR[ivar],ivar],retprof[0:Var.NXVAR[ivar],ivar]+reterr[0:Var.NXVAR[ivar],ivar],alpha=0.5,label='Retrieved uncertainty')\n", "ax1.plot(retprof[0:Var.NXVAR[ivar],ivar],Atmosphere.P/1.0e5,label='Retrieved profile')\n", "ax1.fill_betweenx(Atmosphere.P/1.0e5,aprprof[0:Var.NXVAR[ivar],ivar]-aprerr[0:Var.NXVAR[ivar],ivar],aprprof[0:Var.NXVAR[ivar],ivar]+aprerr[0:Var.NXVAR[ivar],ivar],alpha=0.5,label='A priori uncertainty',color='tab:red')\n", "ax1.plot(aprprof[0:Var.NXVAR[ivar],ivar],Atmosphere.P/1.0e5,label='A priori profile',c='tab:red')\n", "ax1.set_yscale('log')\n", "ax1.set_ylim(Atmosphere.P.max()/1.0e5,Atmosphere.P.min()/1.0e5)\n", "ax1.set_xlabel('Temperature (K)')\n", "ax1.set_ylabel('Pressure (bar)')\n", "ax1.grid()\n", "ax1.set_facecolor('lightgray')\n", "ax1.legend(loc='upper left', bbox_to_anchor=(1, 1))" ] }, { "cell_type": "markdown", "id": "5950c5ee", "metadata": {}, "source": [ "### Validating the retrieval against NEMESIS\n", "\n", "In order to test the retrieval calculations in archNEMESIS, we compare the retrieved temperature profile with the analogous from NEMESIS (i.e., Fortran version). " ] }, { "cell_type": "code", "execution_count": 16, "id": "12f0b3cd-d851-4191-8584-4aaebff313a8", "metadata": {}, "outputs": [], "source": [ "#Reading .mre file computed with the fortran version\n", "lat,lon,ngeom,ny,wave,specret,specmeas,specerrmeas,nx,Var,aprprof,aprerr,retprof_fortran,reterr_fortran = ans.Files.read_mre('cirstest_fortran')\n", "\n", "#Reading the .mre computed with archNEMESIS\n", "lat,lon,ngeom,ny,wave,specret,specmeas,specerrmeas,nx,Var,aprprof,aprerr,retprof,reterr = ans.Files.read_mre(runname)" ] }, { "cell_type": "code", "execution_count": 29, "id": "13e9d5da", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(7,4))\n", "\n", "ivar = 0 #First (and only) variable\n", "\n", "ax1.fill_betweenx(Atmosphere.P/1.0e5,retprof[0:Var.NXVAR[ivar],ivar]-reterr[0:Var.NXVAR[ivar],ivar],retprof[0:Var.NXVAR[ivar],ivar]+reterr[0:Var.NXVAR[ivar],ivar],alpha=0.5)\n", "ax1.plot(retprof[0:Var.NXVAR[ivar],ivar],Atmosphere.P/1.0e5,label='archNEMESIS')\n", "ax1.fill_betweenx(Atmosphere.P/1.0e5,retprof_fortran[0:Var.NXVAR[ivar],ivar]-reterr_fortran[0:Var.NXVAR[ivar],ivar],retprof_fortran[0:Var.NXVAR[ivar],ivar]+reterr_fortran[0:Var.NXVAR[ivar],ivar],alpha=0.5,color='tab:red')\n", "ax1.plot(retprof_fortran[0:Var.NXVAR[ivar],ivar],Atmosphere.P/1.0e5,label='NEMESIS',c='tab:red')\n", "ax1.plot(aprprof[0:Var.NXVAR[ivar],ivar],Atmosphere.P/1.0e5,label='A priori',c='black')\n", "ax1.set_yscale('log')\n", "ax1.set_ylim(Atmosphere.P.max()/1.0e5,Atmosphere.P.min()/1.0e5)\n", "ax1.set_xlabel('Temperature (K)')\n", "ax1.set_ylabel('Pressure (bar)')\n", "ax1.grid()\n", "ax1.set_facecolor('lightgray')\n", "ax1.legend(loc='upper right')\n", "\n", "\n", "\n", "ax2.plot(retprof_fortran[0:Var.NXVAR[ivar],ivar]-retprof[0:Var.NXVAR[ivar],ivar],Atmosphere.P/1.0e5,label='NEMESIS-archNEMESIS')\n", "\n", "ax2.set_yscale('log')\n", "ax2.set_ylim(Atmosphere.P.max()/1.0e5,Atmosphere.P.min()/1.0e5)\n", "ax2.set_xlabel('Difference between versions (K)')\n", "ax2.set_ylabel('Pressure (bar)')\n", "ax2.grid()\n", "ax2.set_xlim(-2.,2.)\n", "ax2.set_facecolor('lightgray')\n", "ax2.legend(loc='upper right')\n", "plt.tight_layout()\n" ] } ], "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 }