{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ENV/ATM 415: Climate Laboratory\n", "\n", "[Brian E. J. Rose](http://www.atmos.albany.edu/facstaff/brose/index.html), University at Albany\n", "\n", "# Lecture 8: Radiative Equilibrium" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 1. The observed annual, global mean temperature profile\n", "____________\n", "\n", "Let's look again the observations of air temperature from the NCEP Reanalysis data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This just repeats what we did in the notebook `L06_Radiation.ipynb`. Refer back there for more details." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "from xarray.ufuncs import cos, deg2rad, log\n", "import climlab\n", "from metpy.plots import SkewT" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# This will try to read the data over the internet.\n", "temperature_filename = 'air.mon.1981-2010.ltm.nc' # temperature\n", "# to read over internet\n", "ncep_url = \"http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis.derived/pressure/\"\n", "# Open handle to data\n", "ncep_air = xr.open_dataset(ncep_url + temperature_filename, decode_times=False)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([ 15.179082, 11.207002, 7.838327, 0.219941, -6.448343, -14.888844,\n", " -25.570467, -39.369685, -46.797908, -53.652235, -60.563551, -67.006048,\n", " -65.532927, -61.486637, -55.853581, -51.593945, -43.219982])\n", "Coordinates:\n", " * level (level) float32 1000.0 925.0 850.0 700.0 600.0 500.0 400.0 ...\n" ] } ], "source": [ "# Take global, annual average and convert to Kelvin\n", "weight = cos(deg2rad(ncep_air.lat)) / cos(deg2rad(ncep_air.lat)).mean(dim='lat')\n", "Tglobal = (ncep_air.air * weight).mean(dim=('lat','lon','time'))\n", "print( Tglobal)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we did before, we're going to plot these data on a \"Skew-T\" diagram. \n", "\n", "Here we'll make a function to create the diagram, because later we are going to reuse it several times." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def make_skewT():\n", " fig = plt.figure(figsize=(9, 9))\n", " skew = SkewT(fig, rotation=30)\n", " skew.plot(Tglobal.level, Tglobal, color='black', linestyle='-', linewidth=2, label='Observations')\n", " skew.ax.set_ylim(1050, 10)\n", " skew.ax.set_xlim(-90, 45)\n", " # Add the relevant special lines\n", " skew.plot_dry_adiabats(linewidth=0.5)\n", " skew.plot_moist_adiabats(linewidth=0.5)\n", " #skew.plot_mixing_lines()\n", " skew.ax.legend()\n", " skew.ax.set_xlabel('Temperature (degC)', fontsize=14)\n", " skew.ax.set_ylabel('Pressure (hPa)', fontsize=14)\n", " return skew" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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YSF2RGqyeP/7447jjjjsAAL/73e/w4x//OKCYaPWcM74+tlmOX2vWrGEX0tTUdMb3vGG3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\n69Ypu5DKCJO32ayezmNiqOZOfb28z81oOgdo8vb5fIbT+S9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WRj/vvCOtGerc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\nOBrGxsZYqLlcrNmENbfx+1kot7WlRd7vxMQE0fIyLQ0MSOK52Zx85eeYGB/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Iy5c5OQng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P7443A6nXj00Udx9913h3WMqalUTEykKWpUmTo1hRV9fZjZuxdghttPo2VmYGTEgby8ZVCp\nmxAaG7OxZ48ZaWle59HtRsrsLJbLVounGW8gvO/nlZWrcPXV6jTDnZhYBqs1OaLfsq+eMwNdXZnY\nvXvxtbhgmnr6vgA8CeALANoBrJeXrQfQLr//JYAHvNafWy/QK1SOTkVFBY+FKDtpnbBwd2E/z+gC\nNxNUk/b2du4IUn1psnOSj36jgmdGY9R50g9jY2NcESClXlczwr2lgzw7Hd+ZYVarlQsLCxfEvCWX\nm2t/V8u1rycgN4ZFIbPCwkK2ygm4ktHE9pEJzv9lDxunE5dnNafnQ0M8++5Jnp50cWVlBLkTKtLe\n1sZdNTUiAXV8nG02MYU2FuX5FWG38+SRI1z31luL5ukPDYliw3FNTTMaxXkpKODiEyeC5nZIkkgj\nMZnUu6aeWU5z+VT9/aJ8gNXKbrt9gZ4rxdObNep0Ok87hbIynqlq46Iisdij588//zwD4NTUVC7y\nfBgGNpv/mXgBmZ0VSdS9veLLeeUVtbe3c3V1l6ptEmZmQkzhn5gQr4ICvy04fO/nk5PqNen1pMKF\ni7/7ObNI8fMnGy6gHB0QUZ78dwuA+wC8jIXNO32bej5IgusBGFkOcUXC+Pg4mBl5eXlB10tfk4Ht\nN29G/Zs9aHmnK9LDKWJ2dhYjIyPYsWNHwHVW71qNOx69Ak6LA23He2MqDyC8Xi0tLQFzO9ZdtR55\ne1bi7C+b4LKr3C0vCM3NzYvc5pSchCv/6Upc8dfbUfF8I9qKlbty1aC7uxsbNmxAenq6kCc7C8vW\nr8EttxJm2obRUT2jekPBUOj1+nk937gRyz92O3KcE9jaU4i2KjOMxvjKA8h6rtNh28GDoqvl+DjS\npnS4aocRBoPwwMc8ZOSDlJKChhUrsPuOO4CaGtGxVGbjRhElaG0V4ZK4kJ0NrF2LZiLs27wZSZWV\nAWM/RCKNxO0GTpxQpxEkkWhWuX693Bx18xbgQx8C7HaMvPwyNqemIj0lPC93SgpwySWi/6ifnqzK\nSU4GsrKA665D5sYc3LxrBMXPlIHtDuTl5eGhhx7CI488AqfTibvuugt/+tOfwtp9WhrQ0yNCJ4pY\nvlyEtbZtE+G+0lLAYsGsyYSRkRFcccU27N0bcSrNIjIzRaQz4HVes0a8brxRnPTz50VMDv7v56tW\niaipGhCJc+fJn1JKoDBoUhLQ3R2FQEqsoVi/AJRChKzqAdwmL1sD4DTE9PLTAFbLywnA/wLoBtAI\n4OpQ+w/k0fE8eVvCrHA0a5jluj+3sXNWJfPXh8rKypAeJm9aj3Rxf9kwu52xm7HS2dnJ7e3titYd\nrhrhUz+qZZspBm0hvBgfH+fy8vLgK0kSD5X2cH+5jk362HubPE8krkCP1JLE+vwaPvObVlV6QinB\n7XZzUVGRfz13OpnNZm7/YwWfPmaLSdPHQPjVc7td9M+ammLrhIULCsSkm3hVDFik5263KFxSVLTA\nleNwiElkCn8SUbFAz83m+RovQWb/uFxiRpY8y1oVhobmC9bN6bnTKaYVVVaGXW9GksST+sCAOvK5\n3W5+58UTXJY/KmayGQzsdDr5M5/5DANgAPz1r389rBlPLpeYiRWxh8xg4LZnn2V9YyPzzAxLEvOx\nY+rp8+yscNgoZmKCeWSEh/74R+70M528sVG91iAWS3jNSIPdzyXJf19YXCjTy+PxCmTodHZ2cpu/\nbnEKMPRNc8ULzapP+dbr9Xz+/Pmwt3PZXXzsmxWsa4jAXxiCkIO3H8w6E+tb9dxVHH4TPyUEHbz9\nYJ+c4aIfVbJ5MraDeVVVFY/6VjPzhyRx95EWzn+2k+222FoXivTcbGapo5P7Sge4pNCleh8kX0Lq\nucMhjIvWVrZaJD5+XAw4sSSonlutIoxUVLSgoF17u7iZhznjWDEB9dxqnRvMg00F7+yMcqD2Q2kp\nc1FRzUI9lyRxMk6eVFTh2HuzsjJ1QiYePXc6mavP2YQ8nZ0s9fXx0z//OScnJzMAvvfee9kUxgWb\nnGSOIPLFzF56LkkiPFtezmN9Vp7Qq/ebt1gCV2D2h9Vq5aITJ9g1PS2MVJ+qhooqWivk3Dll9q+S\n+3lR0WI90QydEIbO7Oxs2IO3Pyp+18Qd+b1R7cOD52IHa04XDMnl5snOSW492q2qAVZVVcW6CJoT\nSm6Jm95o497SQXY51H0k7+rqishIne6Z5KPfquKJXvVHpkiMVHu/jiebRvj8O2MxyZUJW8/1ejYe\nKeFJnZ0b6qWYGIVh6bkkMZeXs3S+nGetkuq1Y7xRpOcWi7AcGhrmDB67XdyER0bU7woeUs8dDtGW\nva0tYPKQ0ym8CBH2F12ETqfnl1+u83842UPIJ06EZZl2dETnHfPV8+ZmUaJorujfxATnP/ccr1y5\ncq4JaDg9ncL1TjAH0fOREa5/7hxP9xlUSfhyOBb3rArGAj33uEr6+oTRMzPDxcVh2apBaW9Xlm+n\n5H4+NLR4X5qhE8LQiXTw9sdg+TCP1I5GHTrq6uri1gib/3kzUqNTzds0MTHBZWVlUe1Dckuc/2Ql\n95Sq492J1kh12xxs0Rn53PMt7LCpY4BFZaRKEo+fbuDhxkkebFepUYxMdXV1ZHo+Osr9LxRwV61J\njbY/C4hIz2dmmAcG2FFewy1Nbh4eDlg4NyLC1nOLRRgYk5NzBo/LJRpwKnHoKSFsPW9oEL2R/MRF\nJGm+Sm80xpi3nldUiEP6xdOgq6pKxEMUHLSpKfJr6k/P9XqfdgkjI9x+7BhfumMHA+Dc3FwuDiM7\nuKAgPCM7mJ47HMzlZ53MJSUigzzKticDA8qua1A9n51ltljYfvw0m2o6/a8TAaEMnXD03Ldl2ZIz\ndAD8FsA4gCavZWG3eYBITO6UX59WcmxfQ8dzsdXs8zPeouf3vlMZsXGhlofJm8oXmrjlSOQl9aP1\nMC1AktjYb+D61zuinplVXV3NIypMy5nuGOPWI11sGIx+Jl13dze3ROnzlRxObvpdBde+2atKDD9q\nPZck5tlZrn32HJ97zxh6fQVErecjI8zj42w418L5J0SX9Gh/xlHpucUiBiu9ntliYbdbzDaJZtD2\nEJGeS5Jw3bz3nt9pTf39gVtwKMFXz41G0Toh6DXQ6URp5PPnQw7oTU1BjKcABNPz0tLFOSeGwUG+\n69pr52Zk/frXv1Z0HKdTGLFKVFeJnttsXoZYV5fwglksEcXxJCl0ro5iPZckPvnWDLvaOlkN905R\nUfDLHo6eFxYu/F0tRUPnZgCHfAydsNo8yIZRj/x3lfx+Vahjexs6kiRxcXExz4QT1FSI5Ja4I7+X\ne4rDz66rqanh4eHh0CuGyXDVCA9WjLB9JvykCzUGb1/MozNc9qsGtpsjGwUmJydVN1Jb32zlov8J\n8+7qhc1m44KCAnaqNTfT7ebq39Vz2asDEQ/iquq508nSiI5b3mrn80WzUYXYVNPz/n7mpiae6Jzi\nY0elcDsWLEAVPXe55p/OJYkNhqDtmkIStZ5L0nxMo3Px0/mZM3JoJwwC6blO59UQMxhTU8IKLC+f\n68jtjxB51gtQouctLYubkTudTv7KI4/MJSk/8vDD7FSQmDYxwYqmiCvV8xMnfHTEap1r4Bmu8jQ3\nBz9v4ej52JjsvZK9PJyfH3E30enpwDlE4eq5ybTQcF1yho6QCdt8DJ2wauUAeADAL72WL1gv0Mvb\n0Onp6eHm5mZFJzUSJLfE9a+184xuRnEoa3Jyks+dOxezTtIzuhk+8d3KsGaJqT54+9B9updPPlUd\nlkwxNVKdLu54r5urXukI2ytXW1urvpEqSWxqH+G+0gHurAh/FI+JnlssPHGiisc6jdzRHP4IHhM9\n7+5m13sn2WJycUlJ+CkPquu5JIm23YWFzC4Xd3YKWyOc3auq55IkRprWVmGEyVaqJAlPzPi4co9Y\nMD2XJDHxSpHIVqtw3fT3B0wcam5W5nlSoudOOULkj+eff55TU1MZAN9x9dU81dcX0oMxMBD8eoaj\n5x4vkV8aGoTyOByKp2kFighHoucLJtJ5QpHNzaFdNH7wd/4j0XNJEtFZD0oNnUTX0Qm3zUNU7R/s\ndjv6+vrC7n8SDpREOPiJPbAZ7TjxZDVmp4JXhmRmNDU14fLLL19QAVlNMtdl4s7HrsZ4sx5nnmmA\n2xG6iEtraysuvfTSBRWQ1WTHh7fhxs/sw2TnFFqP9ynapr+/H7m5uQErWEcDpSRj9107sGFHOsZb\nJjDaMqVoO4PBAKvVivXro2635iMQIWvPemy5bj3cPf2Y6DHBMGpXtKnD4YiNnmdkYM2dh5GXKwEV\nFRhpM2HaoKyyesz0fMcOJN91OzIselw1cRIDDdPQ6ZS3Q1Bdz4mAgwdFPZXpaewaLMSNV8xgclKu\nQ6NALlX1nEi0K9i7F8jLA4xGoLIS5HJixw7RNUBJ7ZRQeu752u3tCvoSpaeLgkQbNwLj48DExKIG\nU/v3Azt2iO4KgVCq5ykpov1EZeXiNmIPPfQQCgoKsHbtWpysqsJH778fXFEhenx5tQTxZvNmUSLH\nX32dcPU8JUW0zPL7PQ8cED3ZrFbR2qGvT1FfhV4/ZdUi0fOsLK92XkSicM/+/cB114liQCdPimI5\nCsjJWVzvJxI9JxJyKf19z23H4W4RBUS0DcARZr5c/n+aw2jzAODDANKY+Tvy8v8HwMrMP/ZzrM8C\n+CwAXHLJJYdfeeUVzM7OIiUlBalq1eAOgcvihG3CCYfRjdUH/bdHcDgckCQpbr2HrINWuJ2MpNQk\nrNic7ncdt9sNm82GFX5KmccCfYUB6XlpSF2ZirSV/q8NM8NsNiMrK/ZtJiSnGyMnJ5G1ewUyt6Uj\nOTXw84DZbEZGR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew = make_skewT()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now going to work on some single-column models of the vertical temperature profile to understand physical factors determining the observed profile." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 2. Radiative equilibrium -- the concept\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Models of radiative transfer slice up the atmospheric air column into a series of layer, and calculate the **emission** and **absorption** of radiation within each layer.\n", "\n", "It's really just a generalization of the model we already looked at:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Sketch of layer model](http://www.atmos.albany.edu/facstaff/brose/classes/ENV415_Spring2018/images/2layerAtm_sketch.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concept of **radiative equilibrium** means that we **ignore all methods of heat exchange except for radiation**, and ask what temperature profile would exist under that assumption?\n", "\n", "We can answer that question by using a radiative transfer model to explicity compute the shortwave and longwave beams, and the warming/cooling of each layer associated with the radiative sources and sinks of energy.\n", "\n", "Basically, we reach radiative equilibrium when **energy is received and lost through radiation at the same rate in every layer**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because of the complicated dependence of emission/absorption features on the wavelength of radiation and the different gases, the beam is divided up into many different pieces representing different parts of the electromagnetic spectrum.\n", "\n", "We will not look explicitly at this complexity here, but we will **use a model** that represents these processes at the same level of detail we would in a GCM." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 3. Pure radiative equilibrium in the RRTMG model\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're going to use a model called the [Rapid Radiative Transfer Model](http://rtweb.aer.com/rrtm_frame.html) or RRTMG. This is a \"serious\" and widely-used radiation model, used in many comprehensive GCMs and Numerical Weather Prediction models.\n", "\n", "`climlab` provides an easy-to-use Python wrapper for the RRTMG code." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Water vapor data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before setting up the model, we need some water vapor data.\n", "\n", "We're actually going to use the specific humidity field from our CESM control simulation:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "datapath = \"http://ramadda.atmos.albany.edu:8080/repository/opendap/latest/Top/Users/BrianRose/CESM_runs/\"\n", "endstr = \"/entry.das\"\n", "atm_control = xr.open_dataset( datapath + 'som_1850_f19/som_1850_f19.cam.h0.clim.nc' + endstr, decode_times=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take global, annual average of the specific humidity:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([ 2.162550e-06, 2.159117e-06, 2.149430e-06, 2.133799e-06,\n", " 2.119934e-06, 2.111498e-06, 2.095464e-06, 2.118271e-06,\n", " 2.441435e-06, 3.155951e-06, 5.057482e-06, 9.663076e-06,\n", " 2.100241e-05, 4.803590e-05, 1.056113e-04, 2.117998e-04,\n", " 3.935585e-04, 7.106597e-04, 1.340892e-03, 2.050905e-03,\n", " 3.162419e-03, 4.961048e-03, 6.608193e-03, 8.364253e-03,\n", " 9.364700e-03, 9.629375e-03])\n", "Coordinates:\n", " * lev (lev) float64 3.545 7.389 13.97 23.94 37.23 53.11 70.06 85.44 ..." ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Qglobal = ((atm_control.Q * atm_control.gw)/atm_control.gw.mean(dim='lat')).mean(dim=('lat','lon','time'))\n", "Qglobal" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(Qglobal*1000., Qglobal.lev)\n", "ax.invert_yaxis()\n", "ax.set_ylabel('Pressure (hPa)')\n", "ax.set_xlabel('Specific humidity (g/kg)')\n", "ax.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a single-column model on the same grid as this water vapor data:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Tatm': Field([ 200. , 203.12, 206.24, 209.36, 212.48, 215.6 , 218.72,\n", " 221.84, 224.96, 228.08, 231.2 , 234.32, 237.44, 240.56,\n", " 243.68, 246.8 , 249.92, 253.04, 256.16, 259.28, 262.4 ,\n", " 265.52, 268.64, 271.76, 274.88, 278. ]), 'Ts': Field([ 288.])}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Make a model on same vertical domain as the GCM\n", "state = climlab.column_state(lev=Qglobal.lev, water_depth=2.5)\n", "state" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Getting ozone data from /Users/br546577/anaconda3/lib/python3.6/site-packages/climlab/radiation/data/ozone/apeozone_cam3_5_54.nc\n", "climlab Process of type . \n", "State variables and domain shapes: \n", " Ts: (1,) \n", " Tatm: (26,) \n", "The subprocess tree: \n", "Radiation (all gases): \n", " SW: \n", " LW: \n", "\n" ] } ], "source": [ "radmodel = climlab.radiation.RRTMG(name='Radiation (all gases)',\n", " state=state, \n", " specific_humidity=Qglobal.values,\n", " albedo = 0.25, # this the SURFACE shortwave albedo\n", " timestep = climlab.constants.seconds_per_day,\n", " )\n", "print(radmodel)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at a few interesting properties of the model we just created:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Tatm': Field([ 200. , 203.12, 206.24, 209.36, 212.48, 215.6 , 218.72,\n", " 221.84, 224.96, 228.08, 231.2 , 234.32, 237.44, 240.56,\n", " 243.68, 246.8 , 249.92, 253.04, 256.16, 259.28, 262.4 ,\n", " 265.52, 268.64, 271.76, 274.88, 278. ]), 'Ts': Field([ 288.])}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here's the state dictionary we already created:\n", "radmodel.state" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 3.544638 , 7.3888135, 13.967214 , 23.944625 ,\n", " 37.23029 , 53.114605 , 70.05915 , 85.439115 ,\n", " 100.514695 , 118.250335 , 139.115395 , 163.66207 ,\n", " 192.539935 , 226.513265 , 266.481155 , 313.501265 ,\n", " 368.81798 , 433.895225 , 510.455255 , 600.5242 ,\n", " 696.79629 , 787.70206 , 867.16076 , 929.648875 ,\n", " 970.55483 , 992.5561 ])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here are the pressure levels in hPa\n", "radmodel.lev" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a dictionary called `absorber_vmr` that holds the *volume mixing ratio* of all the radiatively active gases in the column\"" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'CCL4': 0.0,\n", " 'CFC11': 0.0,\n", " 'CFC12': 0.0,\n", " 'CFC22': 0.0,\n", " 'CH4': 1.65e-06,\n", " 'CO2': 0.000348,\n", " 'N2O': 3.06e-07,\n", " 'O2': 0.21,\n", " 'O3': array([ 7.52507018e-06, 8.51545793e-06, 7.87041289e-06,\n", " 5.59601020e-06, 3.46128454e-06, 2.02820936e-06,\n", " 1.13263102e-06, 7.30182697e-07, 5.27326553e-07,\n", " 3.83940962e-07, 2.82227214e-07, 2.12188506e-07,\n", " 1.62569291e-07, 1.17991442e-07, 8.23582543e-08,\n", " 6.25738219e-08, 5.34457156e-08, 4.72688637e-08,\n", " 4.23614749e-08, 3.91392482e-08, 3.56025264e-08,\n", " 3.12026770e-08, 2.73165152e-08, 2.47190016e-08,\n", " 2.30518624e-08, 2.22005071e-08])}" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.absorber_vmr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most are just a single number because they are assumed to be **well mixed** in the atmosphere.\n", "\n", "The exception is ozone, which has a vertical structure taken from observations. Let's plot it" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Python exercise\n", "\n", "Make a simple plot showing the vertical structure of ozone" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 3.544638 7.3888135 13.967214 23.944625 37.23029 53.114605\n", " 70.05915 85.439115 100.514695 118.250335 139.115395 163.66207\n", " 192.539935 226.513265 266.481155 313.501265 368.81798 433.895225\n", " 510.455255 600.5242 696.79629 787.70206 867.16076 929.648875\n", " 970.55483 992.5561 ]\n", "[ 7.52507018e-06 8.51545793e-06 7.87041289e-06 5.59601020e-06\n", " 3.46128454e-06 2.02820936e-06 1.13263102e-06 7.30182697e-07\n", " 5.27326553e-07 3.83940962e-07 2.82227214e-07 2.12188506e-07\n", " 1.62569291e-07 1.17991442e-07 8.23582543e-08 6.25738219e-08\n", " 5.34457156e-08 4.72688637e-08 4.23614749e-08 3.91392482e-08\n", " 3.56025264e-08 3.12026770e-08 2.73165152e-08 2.47190016e-08\n", " 2.30518624e-08 2.22005071e-08]\n" ] } ], "source": [ "# here is the data you need for the plot, as a plain numpy arrays:\n", "print(radmodel.lev)\n", "print(radmodel.absorber_vmr['O3'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The other radiatively important gas is of course water vapor, which is stored separately in the `specific_humidity` attribute:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2.16255006e-06, 2.15911701e-06, 2.14943023e-06,\n", " 2.13379934e-06, 2.11993381e-06, 2.11149790e-06,\n", " 2.09546420e-06, 2.11827126e-06, 2.44143531e-06,\n", " 3.15595114e-06, 5.05748229e-06, 9.66307595e-06,\n", " 2.10024053e-05, 4.80359029e-05, 1.05611312e-04,\n", " 2.11799800e-04, 3.93558531e-04, 7.10659654e-04,\n", " 1.34089154e-03, 2.05090474e-03, 3.16241947e-03,\n", " 4.96104823e-03, 6.60819328e-03, 8.36425275e-03,\n", " 9.36470014e-03, 9.62937462e-03])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# specific humidity in kg/kg, on the same pressure axis\n", "radmodel.specific_humidity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Step the model forward in time!" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Here are the current temperatures (initial condition):" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([ 288.])" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.Ts" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([ 200. , 203.12, 206.24, 209.36, 212.48, 215.6 , 218.72,\n", " 221.84, 224.96, 228.08, 231.2 , 234.32, 237.44, 240.56,\n", " 243.68, 246.8 , 249.92, 253.04, 256.16, 259.28, 262.4 ,\n", " 265.52, 268.64, 271.76, 274.88, 278. ])" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.Tatm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's take a single timestep:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "radmodel.step_forward()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([ 288.5764762])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.Ts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The surface got warmer! \n", "\n", "Let's take a look at all the diagnostic information that was generated during that timestep:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every `climlab` model has a `diagnostics` dictionary. Here we are going to check it out as an `xarray` dataset:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Dimensions: (depth: 1, depth_bounds: 2, lev: 26, lev_bounds: 27)\n", "Coordinates:\n", " * depth (depth) float64 1.25\n", " * depth_bounds (depth_bounds) float64 0.0 2.5\n", " * lev (lev) float64 3.545 7.389 13.97 23.94 37.23 53.11 ...\n", " * lev_bounds (lev_bounds) float64 0.0 5.467 10.68 18.96 30.59 45.17 ...\n", "Data variables:\n", " OLR (depth) float64 251.0\n", " OLRclr (depth) float64 251.0\n", " OLRcld (depth) float64 0.0\n", " TdotLW (lev) float64 -1.505 -0.8463 -0.8032 -0.6716 -0.5765 ...\n", " TdotLW_clr (lev) float64 -1.505 -0.8463 -0.8032 -0.6716 -0.5765 ...\n", " LW_sfc (depth) float64 94.05\n", " LW_sfc_clr (depth) float64 94.05\n", " LW_flux_up (lev_bounds) float64 251.0 251.3 251.7 252.4 253.5 ...\n", " LW_flux_down (lev_bounds) float64 0.0 1.214 2.106 3.634 5.697 8.138 ...\n", " LW_flux_net (lev_bounds) float64 251.0 250.1 249.5 248.8 247.8 ...\n", " LW_flux_up_clr (lev_bounds) float64 251.0 251.3 251.7 252.4 253.5 ...\n", " LW_flux_down_clr (lev_bounds) float64 0.0 1.214 2.106 3.634 5.697 8.138 ...\n", " LW_flux_net_clr (lev_bounds) float64 251.0 250.1 249.5 248.8 247.8 ...\n", " ASR (depth) float64 254.8\n", " ASRclr (depth) float64 254.8\n", " ASRcld (depth) float64 0.0\n", " TdotSW (lev) float64 9.015 3.416 2.587 1.698 1.059 0.6791 ...\n", " TdotSW_clr (lev) float64 9.015 3.416 2.587 1.698 1.059 0.6791 ...\n", " SW_sfc (depth) float64 163.8\n", " SW_sfc_clr (depth) float64 163.8\n", " SW_flux_up (lev_bounds) float64 86.53 86.36 86.25 86.06 85.71 ...\n", " SW_flux_down (lev_bounds) float64 341.3 335.3 333.1 330.3 327.6 ...\n", " SW_flux_net (lev_bounds) float64 254.8 248.9 246.8 244.3 241.9 ...\n", " SW_flux_up_clr (lev_bounds) float64 86.53 86.36 86.25 86.06 85.71 ...\n", " SW_flux_down_clr (lev_bounds) float64 341.3 335.3 333.1 330.3 327.6 ...\n", " SW_flux_net_clr (lev_bounds) float64 254.8 248.9 246.8 244.3 241.9 ..." ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climlab.to_xarray(radmodel.diagnostics)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The main \"job\" of a radiative transfer model it to calculate the shortwave and longwave fluxes up and down between each model layer.\n", "\n", "For example:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "array([ 251.047159, 251.285711, 251.654273, 252.393846, 253.530432,\n", " 254.974513, 256.54334 , 257.984705, 259.266985, 260.588415,\n", " 262.004427, 263.549501, 265.279088, 267.265231, 269.657799,\n", " 272.60065 , 276.201332, 280.493681, 285.597399, 291.930843,\n", " 299.424326, 308.286012, 319.22169 , 331.845081, 346.026836,\n", " 360.387137, 390.099018])\n", "Coordinates:\n", " * lev_bounds (lev_bounds) float64 0.0 5.467 10.68 18.96 30.59 45.17 61.59 ..." ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climlab.to_xarray(radmodel.LW_flux_up)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These are upward longwave fluxes in W/m2.\n", "\n", "Why are there 27 data points, when the model has 26 pressure levels?" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 3.544638 , 7.3888135, 13.967214 , 23.944625 ,\n", " 37.23029 , 53.114605 , 70.05915 , 85.439115 ,\n", " 100.514695 , 118.250335 , 139.115395 , 163.66207 ,\n", " 192.539935 , 226.513265 , 266.481155 , 313.501265 ,\n", " 368.81798 , 433.895225 , 510.455255 , 600.5242 ,\n", " 696.79629 , 787.70206 , 867.16076 , 929.648875 ,\n", " 970.55483 , 992.5561 ])" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.lev" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0. , 5.46672575, 10.67801375, 18.9559195 ,\n", " 30.5874575 , 45.1724475 , 61.5868775 , 77.7491325 ,\n", " 92.976905 , 109.382515 , 128.682865 , 151.3887325 ,\n", " 178.1010025 , 209.5266 , 246.49721 , 289.99121 ,\n", " 341.1596225 , 401.3566025 , 472.17524 , 555.4897275 ,\n", " 648.660245 , 742.249175 , 827.43141 , 898.4048175 ,\n", " 950.1018525 , 981.555465 , 1000. ])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.lev_bounds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last element of the flux array represents the **upward flux from the surface to the first level**:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "390.09901849147116" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.LW_flux_up[-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The value is about 390 W m$^{-2}$. \n", "\n", "Why?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "390.0793946112" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = 5.67E-8\n", "sigma * 288**4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The surface temperature was initialized at 288 K, and the surface is treated as very close to a blackbody in the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about the flux from the top layer out to space?\n", "\n", "Two ways to access this information:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "251.04715901472403" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.LW_flux_up[0]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([ 251.04715901])" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.OLR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course there is a whole other set of fluxes for the shortwave radiation.\n", "\n", "One diagnostic we will often want to look at is the **net energy budget at the top of the atmosphere**:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([ 3.72695577])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel.ASR - radmodel.OLR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is the model gaining or losing energy?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Integrate out to equilibrium" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "while np.abs(radmodel.ASR - radmodel.OLR) > 0.01:\n", " radmodel.step_forward()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check the energy budget again:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([ 0.00990126])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check the energy budget again\n", "radmodel.ASR - radmodel.OLR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare the radiative equilibrium temperature to observations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a helper function we'll use to add model temperature profiles to our skew-T plot:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def add_profile(skew, model, linestyle='-', color=None):\n", " line = skew.plot(model.lev, model.Tatm - climlab.constants.tempCtoK,\n", " label=model.name, linewidth=2)[0]\n", " skew.plot(1000, model.Ts - climlab.constants.tempCtoK, 'o', \n", " markersize=8, color=line.get_color())\n", " skew.ax.legend()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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rt9/Ut6mmpobm5maGDh2q/s1cxGQycfjwYcaPH+9vU9rQag+TFp23qzr3JT1J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JcT4+LI+QA+Zy1cZyQpKcRYdDphjKWqqgqZmZkuTc0b/PxIXki93nMJBWdaWloQEhIiKVMzGo0w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\nzM0pa2K02+3o0uuRc+IEcoVBqB3WwJpi+oPYWHb3TE6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EC5ZTk9iyBdi7l6ut+mrIKRV9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The8VmB+8gRNrTRUY6Y3AQcznYeHS3g3ns5EJj2uIXcjNzcXFy+fBkpKSm4dOkS/uojH4Ht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\nNWv45mwBEcupq9dff51Lly6xa9euKfOcBEJ5FBd+Wcn8tTOYvWrWq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew = make_skewT()\n", "add_profile(skew, radmodel)\n", "skew.ax.set_title('Pure radiative equilibrium', fontsize=18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do you think about this model -- data comparison?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 4. Effects of different gases on the radiative equilibrium profile\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Models are for experimenting and playing with!\n", "\n", "We have just built a single-column radiation model with several different absorbing gases. We can learn about their effects by taking them away." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "climlab Process of type . \n", "State variables and domain shapes: \n", " Ts: (1,) \n", " Tatm: (26,) \n", "The subprocess tree: \n", "Radiation (no H2O): \n", " SW: \n", " LW: \n", "\n" ] } ], "source": [ "# Make an exact clone of our existing model\n", "radmodel_noH2O = climlab.process_like(radmodel)\n", "radmodel_noH2O.name = 'Radiation (no H2O)'\n", "print(radmodel_noH2O)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 2.16255006e-06, 2.15911701e-06, 2.14943023e-06,\n", " 2.13379934e-06, 2.11993381e-06, 2.11149790e-06,\n", " 2.09546420e-06, 2.11827126e-06, 2.44143531e-06,\n", " 3.15595114e-06, 5.05748229e-06, 9.66307595e-06,\n", " 2.10024053e-05, 4.80359029e-05, 1.05611312e-04,\n", " 2.11799800e-04, 3.93558531e-04, 7.10659654e-04,\n", " 1.34089154e-03, 2.05090474e-03, 3.16241947e-03,\n", " 4.96104823e-03, 6.60819328e-03, 8.36425275e-03,\n", " 9.36470014e-03, 9.62937462e-03])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Here is the water vapor profile we started with\n", "radmodel_noH2O.specific_humidity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now get rid of the water entirely!" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "radmodel_noH2O.specific_humidity *= 0." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel_noH2O.specific_humidity" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": true }, "outputs": [], "source": [ "radmodel_noH2O.step_forward()\n", "while np.abs(radmodel_noH2O.ASR - radmodel_noH2O.OLR) > 0.01:\n", " radmodel_noH2O.step_forward()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Field([-0.00998947])" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "radmodel_noH2O.ASR - radmodel_noH2O.OLR" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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8fxmlPLzxFGqdkTnDuvHWvKF4pH8PXz8ABi2MWAwz/yV2+m3AnkHqdTWjA+Ly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SAAAg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\n+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xMSJLW1hdhsq/1yscPDVSv0uVoDlZaWkpaW5nOhtnix+mq0VD40NTXhcDiIjo726Z60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\njKysLGHnLCsDtm6FvLUJZTlmdHZK50qy2+1obm5GcXHx8pc6HbVzaGlZ1b9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ceW0kYpNt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2jtbGhwx8PdHp2JniDkPCqKnnliIvF3gspp94/8pGj8+ONb8eYXd6MyRQGrE/jN1S588sWT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "skew = make_skewT()\n", "for model in [radmodel, radmodel_noH2O]:\n", " add_profile(skew, model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do you think you can learn from this about the radiative role of water vapor?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise\n", "\n", "Following the steps above, make another model, but this time instead of removing the water vapor, remove the ozone!\n", "\n", "Make another skew-T plot comparing all three model results." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 5. Summary of radiative equilibrium results\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- We used the `RRTMG` radiation model with prescribed profiles of absorbing gases to calculate **pure radiative equilibrium** temperature profiles.\n", "- Radiative Equilibriu means the temperatures that the surface and air column would have **if radiation was the only physical process that could transfer energy between levels**.\n", "- We computed several different radiative equilibrium profiles, with and without key absorbing gases\n", " - The profile without water vapor is **much colder at surface and lower troposphere**, but about the same in the stratosphere\n", " - The profile without ozone is **much colder in the stratosphere**, but about the same near the surface.\n", " - In fact there really isn't a stratosphere at all without ozone! The temperature is nearly isothermal in the upper atmosphere in that profile." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However the really key takeaway message is that **none of these radiative equilibrium profiles look much like the observations in the troposphere**.\n", "\n", "This strongly suggests that other physical processes (aside from radiation) are important in determining the observed temperature profile." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting on the skew-T diagram makes it clear that **all the radiative equilibrium profiles are statically unstable near the surface**.\n", "\n", "The next step is therefore to look at the effects of convective mixing on the temperatures of the surface and lower troposphere." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }