{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Comparing soundings from NCEP Reanalysis and various models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to plot the global, annual mean sounding (vertical temperature profile) from observations.\n", "\n", "Read in the necessary NCEP reanalysis data from the online server.\n", "\n", "The catalog is here: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "import netCDF4 as nc\n", "ncep_url = \"http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis.derived/\"\n", "ncep_air = nc.Dataset( ncep_url + \"pressure/air.mon.1981-2010.ltm.nc\" )\n", "level = ncep_air.variables['level'][:]\n", "lat = ncep_air.variables['lat'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take global averages and time averages." ] }, { "cell_type": "code", "collapsed": false, "input": [ "Tzon = mean(ncep_air.variables['air'],axis=(0,3))\n", "Tglobal = sum( Tzon * cos(deg2rad(lat)), axis=1 ) / sum( cos(deg2rad(lat) ) )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is code to make a nicely labeled sounding plot." ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000) )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Global, annual mean sounding from NCEP Reanalysis', fontsize = 24)\n", "ax2 = ax.twinx()\n", "ax2.plot( Tglobal + 273.15, -8*log(level/1000) );\n", "ax2.set_ylabel('Approx. height above surface (km)', fontsize=16 );\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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fHz169OBvvLtx40aFB6MXE3dR+fnnn2FqaooXL17g1KlTcqev8puG1q9fjzp1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\nhBCiTEnCKYQQQgghytT/AfGJdSJ9APmmAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Now compute the Radiative Equilibrium solution for the grey-gas column model" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import ClimateUtils as clim\n", "import ColumnModel" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "col = ColumnModel.column()\n", "print col" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Instance of column class with surface temperature 288.0 K, 30 atmospheric levels, and parameters: \n", "{'abs_coeff': 0.0001229, 'num_levels': 30, 'Q': 341.3, 'nul': None, 'adj_lapse_rate': None, 'timestep': 86400.0, 'water_depth': 1.0, 'albedo': 0.299}\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "col.Step_Forward(300)\n", "print \"After \" + str(col.days_elapsed) + \" days of integration:\"\n", "print \"Surface temperature is \" + str(col.Ts) + \" K.\"\n", "print \"Net energy in to the column is \" + str(col.SW_absorbed_sfc - col.OLR) + \" W / m2.\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "After 300.0 days of integration:\n", "Surface temperature is 287.849676171 K.\n", "Net energy in to the column is 0.00654103077261 W / m2.\n" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Plot the radiative equilibrium temperature on the same plot with NCEP reanalysis" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000), 'b-', col.Tatm, log( col.p/clim.ps ), 'r-' )\n", "ax.plot( col.Ts, 0, 'ro', markersize=20 )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Temperature profiles: observed (blue) and radiative equilibrium in grey gas model (red)', fontsize = 18)\n", "ax2 = ax.twinx()\n", "ax2.plot( Tglobal + clim.tempCtoK, -8*log(level/1000) );\n", "ax2.set_ylabel('Approx. height above surface (km)', fontsize=16 );\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qYRK15btnzx48ePBA9frChQs4ffo0IiIiVG1miw4pqlS/fn3Y2Niobv3b2tqi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\nXL16laJFi7Jq1Sreffdd9uzZk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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Now use convective adjustment to compute a Radiative-Convective Equilibrium temperature profile" ] }, { "cell_type": "code", "collapsed": false, "input": [ "dalr_col = ColumnModel.column( params = {'adj_lapse_rate':'DALR'} )\n", "print dalr_col" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Instance of column class with surface temperature 288.0 K, 30 atmospheric levels, and parameters: \n", "{'abs_coeff': 0.0001229, 'num_levels': 30, 'Q': 341.3, 'adj_lapse_rate': 'DALR', 'timestep': 86400.0, 'water_depth': 1.0, 'albedo': 0.299}\n" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "dalr_col.Step_Forward(600)\n", "print \"After \" + str(dalr_col.days_elapsed) + \" days of integration:\"\n", "print \"Surface temperature is \" + str(dalr_col.Ts) + \" K.\"\n", "print \"Net energy in to the column is \" + str(dalr_col.SW_absorbed_sfc - dalr_col.OLR) + \" W / m2.\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "After 600.0 days of integration:\n", "Surface temperature is 283.044704421 K.\n", "Net energy in to the column is 1.93777987079e-05 W / m2.\n" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now plot this \"Radiative-Convective Equilibrium\" on the same graph:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000), 'b-', col.Tatm, log( col.p/clim.ps ), 'r-' )\n", "ax.plot( col.Ts, 0, 'ro', markersize=16 )\n", "ax.plot( dalr_col.Tatm, log( dalr_col.p / clim.ps ), 'k-' )\n", "ax.plot( dalr_col.Ts, 0, 'ko', markersize=16 )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Temperature profiles: observed (blue), RE (red) and dry RCE (black)', fontsize = 18)\n", "ax2 = ax.twinx()\n", "ax2.plot( Tglobal + clim.tempCtoK, -8*log(level/1000) );\n", "ax2.set_ylabel('Approx. height above surface (km)', fontsize=16 );\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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LWXBwMNPR0RGbVtodZ0LCOwf9/f3ZN998wwYPHsz09fWZn5+fxHp58uQJ09PT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\njxs3DldXV9zc3OjTp0++fXoNOe+HIiIiU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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The convective adjustment gets rid of the unphysical temperature difference between the surface and the overlying air.\n", "\n", "But now the surface is colder! Convection acts to move heat upward, away from the surface.\n", "\n", "Also, we note that the observed lapse rate (blue) is always shallower than $\\Gamma_d$ (temperatures decrease more slowly with height)." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "\"Moist\" Convective Adjustment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To approximately account for the effects of latent heat release in rising air parcels, we can just adjust to a lapse rate that is a little shallow than $\\Gamma_d$.\n", "\n", "We will choose 6 K / km, which gets close to the observed mean lapse rate.\n", "\n", "We will also re-tune the longwave absorptivity of the column to get a realistic surface temperature of 288 K:\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "rce_col = ColumnModel.column( params = {'adj_lapse_rate':6, 'abs_coeff':1.7E-4})\n", "print rce_col" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Instance of column class with surface temperature 288.0 K, 30 atmospheric levels, and parameters: \n", "{'abs_coeff': 0.00017, 'num_levels': 30, 'Q': 341.3, 'adj_lapse_rate': 6, 'timestep': 86400.0, 'water_depth': 1.0, 'albedo': 0.299}\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "rce_col.Step_Forward(600)\n", "print \"After \" + str(rce_col.days_elapsed) + \" days of integration:\"\n", "print \"Surface temperature is \" + str(rce_col.Ts) + \" K.\"\n", "print \"Net energy in to the column is \" + str(rce_col.SW_absorbed_sfc - rce_col.OLR) + \" W / m2.\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "After 600.0 days of integration:\n", "Surface temperature is 287.909683685 K.\n", "Net energy in to the column is 4.2865378191e-05 W / m2.\n" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now add this new temperature profile to the graph:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000), 'b-', col.Tatm, log( col.p/clim.ps ), 'r-' )\n", "ax.plot( col.Ts, 0, 'ro', markersize=16 )\n", "ax.plot( dalr_col.Tatm, log( dalr_col.p / clim.ps ), 'k-' )\n", "ax.plot( dalr_col.Ts, 0, 'ko', markersize=16 )\n", "ax.plot( rce_col.Tatm, log( rce_col.p / clim.ps ), 'm-' )\n", "ax.plot( rce_col.Ts, 0, 'mo', markersize=16 )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Temperature profiles: observed (blue), RE (red), dry RCE (black), and moist RCE (magenta)', fontsize = 18)\n", "ax2 = ax.twinx()\n", "ax2.plot( Tglobal + clim.tempCtoK, -8*log(level/1000) );\n", "ax2.set_ylabel('Approx. height above surface (km)', fontsize=16 );\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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B3Ny82vPC2toa165dQ3JyMj744APB8n/++Qe5ubmwtLSsNl0aGhqwsbGRWgg/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9AAAg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\nnNlykufzXqcxwWgoOlGEgsIus99Ib3OGeRvnFZpUQq5bRHHk2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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Adding stratospheric ozone" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our model has no equivalent of the stratosphere, where temperature increases with height. That's because our model has been completely transparent to shortwave radiation up until now.\n", "\n", "We can load the observed ozone climatology from the input files for the CESM model:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "datapath = \"http://ramadda.atmos.albany.edu:8080/repository/opendap/latest/Top/Users/Brian+Rose/CESM+runs/\"\n", "endstr = \"/entry.das\"\n", "\n", "topo = nc.Dataset( datapath + 'som_input/USGS-gtopo30_1.9x2.5_remap_c050602.nc' + endstr )\n", "ozone = nc.Dataset( datapath + 'som_input/ozone_1.9x2.5_L26_2000clim_c091112.nc' + endstr )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "print ozone.variables['O3']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "float32 O3(time, lev, lat, lon)\n", " units: mol/mol\n", " long_name: O3 concentration\n", " cell_method: time: mean\n", "unlimited dimensions: time\n", "current shape = (12, 26, 96, 144)\n", "\n" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "lat = ozone.variables['lat'][:]\n", "lon = ozone.variables['lon'][:]\n", "lev = ozone.variables['lev'][:]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The pressure levels in this dataset are:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print lev" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "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" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Take the global average of the ozone climatology, and plot it as a function of pressure (or height)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "O3_zon = mean( ozone.variables['O3'],axis=(0,3) )\n", "O3_global = sum( O3_zon * cos(deg2rad(lat)), axis=1 ) / sum( cos(deg2rad(lat) ) )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "O3_global.shape" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "(26,)" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = figure(figsize=(10,8)).add_subplot(111)\n", "ax.plot( O3_global * 1.E6, log(lev/clim.ps) )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Ozone (ppm)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "yticks = array([1000., 500., 250., 100., 50., 20., 10., 5.])\n", "ax.set_yticks( log(yticks/1000.) )\n", "ax.set_yticklabels( yticks )\n", "ax.set_title('Global, annual mean ozone concentration', fontsize = 24);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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OHUPVqlXRoUMHDBgwAGPHjtV7f5IkISsrq9Bzd+/evavzu5OTE7Zs2YIlS5Zg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\ngFeGgAcAAMzCbQJely5ddNtttyk8PFxRUVGSJJvNpuHDh8t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"text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows that most of the ozone is indeed in the stratosphere, and peaks near the top of the stratosphere.\n", "\n", "Now create a new column model object **on the same pressure levels as the ozone data**. We are also going set an adjusted lapse rate of 6 K / km, and tune the longwave absorption " ] }, { "cell_type": "code", "collapsed": false, "input": [ "oz_col = ColumnModel.column( p = lev, params={'abs_coeff':1.82E-4, 'adj_lapse_rate':6, 'albedo':0.315} )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will do something new: let the column absorb some shortwave radiation. We will assume that the shortwave absorptivity is proportional to the ozone concentration we plotted above. We need to weight the absorptivity by the pressure (mass) of each layer." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ozonefactor = 75\n", "sw_abs = flipud(O3_global) * oz_col.dp * ozonefactor\n", "oz_col.set_SW_absorptivity( sw_abs )\n", "oz_col.Longwave_Heating()\n", "oz_col.Shortwave_Heating()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "oz_col.SW_absorbed_atm" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "array([ 0.01661879, 0.02963284, 0.05036985, 0.07249398, 0.09443201,\n", " 0.11656803, 0.1290027 , 0.12549225, 0.11582793, 0.10703984,\n", " 0.10521417, 0.11483168, 0.13617335, 0.16175213, 0.18202097,\n", " 0.19545583, 0.21169751, 0.24088714, 0.31126059, 0.52056369,\n", " 0.98422166, 1.52744332, 2.0163448 , 2.08143267, 1.49424719,\n", " 1.42232175])" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now run it out to Radiative-Convective Equilibrium, and plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "oz_col.Step_Forward(600)\n", "print \"After \" + str(oz_col.days_elapsed) + \" days of integration:\"\n", "print \"Surface temperature is \" + str(oz_col.Ts) + \" K.\"\n", "print \"Net energy in to the column is \" + str(oz_col.SW_absorbed_total - oz_col.OLR) + \" W / m2.\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "After 600.0 days of integration:\n", "Surface temperature is 287.918938151 K.\n", "Net energy in to the column is 1.08835529318e-05 W / m2.\n" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "oz_col.SW_absorbed_total" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "239.76495997022022" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000), 'b-', col.Tatm, log( col.p/clim.ps ), 'r-' )\n", "ax.plot( col.Ts, 0, 'ro', markersize=16 )\n", "ax.plot( dalr_col.Tatm, log( dalr_col.p / clim.ps ), 'k-' )\n", "ax.plot( dalr_col.Ts, 0, 'ko', markersize=16 )\n", "ax.plot( rce_col.Tatm, log( rce_col.p / clim.ps ), 'm-' )\n", "ax.plot( rce_col.Ts, 0, 'mo', markersize=16 )\n", "ax.plot( oz_col.Tatm, log( oz_col.p / clim.ps ), 'c-' )\n", "ax.plot( oz_col.Ts, 0, 'co', markersize=16 )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Temperature profiles: observed (blue), RE (red), dry RCE (black), moist RCE (magenta), RCE with ozone (cyan)', fontsize = 18)\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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hmoJu/fr10bhxY818Fy9exN27d1GlShXZ5UiShDt37sDDwwNXrlyBg4OD1rkF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y5fzoRPPuHQmjVVVq9tD1t81vlwdORRsldll3t9uJ0dE5s3p+ehQ1wsLq6y8wohhBBCGDOZEi+E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\n7rRs2dKojinHXXG3jI8//piIiAjef/997aTdlOOuuCPIwYMHC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bsQQgghhBBCCFEDScIu\nhBBCCCGEEELUQJKwCyGEEEIIIYQQNdD/Aw1FjbteFu7lAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we finally have something that looks looks like the tropopause, with temperature increasing above at about the correct rate. Though the tropopause temperature is off by 15 degrees or so." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Greenhouse warming in the RCE model with ozone" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import copy\n", "oz_col2 = copy.deepcopy( oz_col )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "oz_col2.params['abs_coeff'] = 1.2 * oz_col.params['abs_coeff']\n", "oz_col2.set_LW_emissivity()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "oz_col2.Step_Forward(600)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000), 'b-' )\n", "ax.plot( oz_col.Tatm, log( oz_col.p / clim.ps ), 'c-' )\n", "ax.plot( oz_col.Ts, 0, 'co', markersize=16 )\n", "ax.plot( oz_col2.Tatm, log( oz_col2.p / clim.ps ), 'c--' )\n", "ax.plot( oz_col2.Ts, 0, 'co', markersize=16 )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Temperature profiles: observed (blue), RCE with ozone (cyan)', fontsize = 18)\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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k2DFczsoyaJtbkpMR6eLCpI+IqASY+JGssU7F9N3PzcXfOTlo8NQY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\nP5VKxQcffMCcOXMM3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"text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we find that the troposphere warms, while the stratosphere cools!" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Vertical structure of greenhouse warming in CESM model" ] }, { "cell_type": "code", "collapsed": false, "input": [ "atmstr = \".cam.h0.clim.nc\"\n", "cesm_ctrl = nc.Dataset( datapath + 'som_control/som_control' + atmstr + endstr )\n", "cesm_2xCO2 = nc.Dataset( datapath + 'som_2xCO2/som_2xCO2' + atmstr + endstr )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "T_cesm_ctrl = cesm_ctrl.variables['T'][:]\n", "T_cesm_2xCO2 = cesm_2xCO2.variables['T'][:]\n", "print T_cesm_ctrl.shape" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "(12, 26, 96, 144)\n" ] } ], "prompt_number": 38 }, { "cell_type": "markdown", "metadata": {}, "source": [ "T_cesm_ctrl.shape" ] }, { "cell_type": "code", "collapsed": false, "input": [ "T_cesm_ctrl_zon = mean( T_cesm_ctrl, axis=(0,3) )\n", "T_cesm_2xCO2_zon = mean( T_cesm_2xCO2, axis=(0,3) )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "code", "collapsed": false, "input": [ "T_cesm_2xCO2_glob = empty_like( lev )\n", "T_cesm_ctrl_glob = empty_like( lev )\n", "for n in range( lev.size ):\n", " T_cesm_ctrl_glob[n] = sum( T_cesm_ctrl_zon[n,:] * cos( deg2rad( lat ) ) ) / sum( cos( deg2rad( lat ) ) )\n", " T_cesm_2xCO2_glob[n] = sum( T_cesm_2xCO2_zon[n,:] * cos( deg2rad( lat ) ) ) / sum( cos( deg2rad( lat ) ) )" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 46 }, { "cell_type": "code", "collapsed": false, "input": [ "fig = figure( figsize=(10,8) )\n", "ax = fig.add_subplot(111)\n", "ax.plot( Tglobal + 273.15, log(level/1000), 'b-' )\n", "ax.plot( oz_col.Tatm, log( oz_col.p / clim.ps ), 'c-' )\n", "ax.plot( oz_col.Ts, 0, 'co', markersize=16 )\n", "ax.plot( oz_col2.Tatm, log( oz_col2.p / clim.ps ), 'c--' )\n", "ax.plot( oz_col2.Ts, 0, 'co', markersize=16 )\n", "ax.plot( T_cesm_ctrl_glob, log( lev/clim.ps ), 'r-' )\n", "ax.plot( T_cesm_2xCO2_glob, log( lev/clim.ps ), 'r--' )\n", "ax.invert_yaxis()\n", "ax.set_xlabel('Temperature (K)', fontsize=16)\n", "ax.set_ylabel('Pressure (hPa)', fontsize=16 )\n", "ax.set_yticks( log(level/1000) )\n", "ax.set_yticklabels( level )\n", "ax.set_title('Temperature profiles: observed (blue), RCE with ozone (cyan), CESM (red)', fontsize = 18)\n", "ax.grid()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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K1q1bS7127NgxyTrLSln7ufjzl5CQgObNm8tM/+OPP6RKSIozZswYhIWF4fLl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jbq3KygIPXp/z//qG2vI0eqva1Z5syB6tXVtoKtW9UCuAgYU6MGX9euzcshIRyIj3+q9/AoVYrD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\nOVBfJjC7SxcuVFQw/tQp7JIOsrZjKgZj9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H19AdAkD0LWMX+nTp3ChAkTYGtrK9eG8idM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\n", "text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we find that CESM has the same tendency for increased CO2: warmer troposphere, colder stratosphere." ] } ], "metadata": {} } ] }