{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "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 11: Clouds and Climate" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Contents\n", "\n", "1. [Clear-sky vs. all-sky radiation](#section1)\n", "2. [Cloud Radiative Effect (CRE)](#section2)\n", "3. [Optical properties of individual clouds depend on the Cloud Liquid Water Path](#section3)\n", "4. [Modeling the dependence of CRE on cloud height](#section4)\n", "5. [Cloud Feedback](#section5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The big questions:\n", "\n", "- Do clouds warm or cool the current climate?\n", "- How will cloud changes affect future global warming?\n", " - additional warming? (positive feedback)\n", " - less warming? (negative feedback)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 1. Clear-sky vs. all-sky radiation\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The horizontal extent of individual clouds is much smaller than a single grid cell of a typical GCM. Thus the top-of-atmosphere fluxes (ASR, OLR) really represent **averages** of fluxes through clear sky and fluxes through cloudy sky.\n", "\n", "Just about every GCM computes two different types of radiative fluxes:\n", "\n", "- All-sky flux, including the effects of clouds\n", "- Clear-sky flux, the radiation that would occur **if no clouds were present**\n", "\n", "The clear-sky fluxes are computed by calling the radiation code a second time but temporarily zeroing out all the clouds!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by looking at these diagnostics in the CESM model output." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import climlab\n", "from climlab.radiation import RRTMG\n", "import xarray as xr\n", "from xarray.ufuncs import cos, deg2rad, log, exp" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "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": [ "Recall that in CESM terminology, the top-of-atmosphere fluxes are\n", "\n", "- `FLNT`: \"flux longwave net top\", i.e. the OLR\n", "- `FSNT`: \"flux shortwave net top\", i.e. the ASR\n", "\n", "The **clear-sky** versions of these fluxes just append the letter `C` to the end of the variable name." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FLNT : Net longwave flux at top of model\n", "FLNTC : Clearsky net longwave flux at top of model\n", "FSNT : Net solar flux at top of model\n", "FSNTC : Clearsky net solar flux at top of model\n" ] } ], "source": [ "flux_names = ['FLNT', 'FLNTC', 'FSNT', 'FSNTC']\n", "for name in flux_names:\n", " print(name, ': ', atm_control[name].long_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the annual mean all-sky and clear-sky fluxes.\n", "\n", "While we're at it, we'll look at an example of using the `cartopy` package in conjuction with `xarray` to do map projections of the gridded data!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/br546577/anaconda3/lib/python3.6/site-packages/cartopy/mpl/geoaxes.py:1539: RuntimeWarning: invalid value encountered in greater\n", " to_mask = ((np.abs(dx_horizontal) > np.pi / 2) |\n" ] }, { "data": { "image/png": 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xDD7U3GCZScQ4/Iv/dC/n87mDqSoIYbPA9uW29cjMrcOtz4XP1wAME11skhn2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BbYiFEz1v80q9OPu2EbjvvNV495G9pkX7Tc9NxqzFCvP+x/PXYfvXXZ81x98UB4DEiVJvQx+Y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1K3cAWdF16TdpXOQTERr1RiwSl5luKraDD0yh9QAzXULV7JZPc2fE1tKF4fvpZ2FK/PzG9k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\nqmJdfZlcHFX3YZg51l/yQXRP0CL+0hXXe7vn5/8LIRTWXPI+/MHq0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vfwzhMUjV1dP59nK0YICa7/+R/LOORw8HHSuFGgSyuG30DEPKAQqXRNfx8GsxDctvuX8x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\nt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TauLxRilan9iWKUdJbbanUTDIHVacHr09piMWv1q/jqro5I2IpqS46zWq8r8gJcHhrN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rs2FsoC7YnHEeWY6tuYjuXFwI4aOj/0Qo0g5BCK88dPjFHZYNZpEeU2ShzCKLEwFK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\nq86T2nOqIQ5s2aFgmizckeLMa39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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cartopy.crs as ccrs\n", "\n", "fig = plt.figure(figsize=(18,10)) # make a figure of a certain size\n", "for n, name in enumerate(flux_names):\n", " # Add a subplot axis with a specific map projection \n", " ax = fig.add_subplot(2,2,n+1, projection=ccrs.Robinson()) \n", " # Take the annual mean of the data\n", " field = atm_control[name].mean(dim='time')\n", " # Use the xarray .plot() method, passing it information about the desired projection\n", " field.plot(transform=ccrs.PlateCarree(), # the data's projection (lat-lon)\n", " ax=ax) # the axis we plot onto with the correct map projection\n", " ax.coastlines(); # draw coastlines!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Discuss and try make some sense of what you see here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 2. Cloud Radiative Effect (CRE)\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's denote the **net incoming radiation at TOA** as $F$:\n", "\n", "$$ F = \\text{ASR} - \\text{OLR} $$ \n", "\n", "And denote as $F_{clear}$ the clear-sky flux (i.e. the flux in the portion of the sky **without clouds**, or equivalently, the total flux we would have with the current temperatures etc. but no clouds):\n", "\n", "$$ F_{clear} = \\text{ASR}_{clear} - \\text{OLR}_{clear} $$ \n", "\n", "\n", "A straighforward way to quantity the warming or cooling effect of clouds is the so-called **Cloud Radiative Effect** (CRE):\n", "\n", "$$ \\text{CRE} = F - F_{clear} $$\n", "\n", "This simple difference is **positive** if the clouds are currently providing a **warming** effect. In this case, if we instantaneously removed all the clouds, the climate would cool down." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can of course break this up into long- and shortwave components. \n", "\n", "The SW contribution to the Cloud Radiative Effect is just\n", "\n", "$$ \\text{CRE}_{SW} = \\text{ASR} - \\text{ASR}_{clear} $$\n", "\n", "and the LW contribution is\n", "\n", "$$ \\text{CRE}_{LW} = - \\left( \\text{OLR} - \\text{OLR}_{clear} \\right) $$\n", "\n", "(why the minus sign in the expression for $\\text{CRE}_{LW}$?)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Python exercise\n", "\n", "Do clouds exert a net warming or cooling effect in the CESM simulation?\n", "\n", "To answer this, compute **global, annual mean values** for these three quantities:\n", "\n", "- shortwave CRE\n", "- longwave CRE\n", "- net CRE\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "array([[[-1.905991, -1.423447, ..., -1.381088, -1.45311 ],\n", " [-2.390656, -2.260483, ..., -2.863663, -2.653671],\n", " ..., \n", " [ 0. , 0. , ..., 0. , 0. ],\n", " [ 0. , 0. , ..., 0. , 0. ]],\n", "\n", " [[-1.950935, -1.576614, ..., -1.560394, -1.606544],\n", " [-2.093697, -2.039558, ..., -2.383125, -2.249657],\n", " ..., \n", " [ 0. , 0. , ..., 0. , 0. ],\n", " [ 0. , 0. , ..., 0. , 0. ]],\n", "\n", " ..., \n", " [[-1.802032, -1.744102, ..., -1.885788, -1.763321],\n", " [-1.835564, -1.805183, ..., -1.897858, -1.854782],\n", " ..., \n", " [ 0. , 0. , ..., 0. , 0. ],\n", " [ 0. , 0. , ..., 0. , 0. ]],\n", "\n", " [[-1.551788, -1.368225, ..., -1.346115, -1.392593],\n", " [-1.542358, -1.518967, ..., -1.730865, -1.594864],\n", " ..., \n", " [ 0. , 0. , ..., 0. , 0. ],\n", " [ 0. , 0. , ..., 0. , 0. ]]], dtype=float32)\n", "Coordinates:\n", " * time (time) float64 14.0 45.0 73.0 104.0 134.0 165.0 195.0 226.0 ...\n", " * lat (lat) float64 -90.0 -88.11 -86.21 -84.32 -82.42 -80.53 -78.63 ...\n", " * lon (lon) float64 0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 ...\n" ] } ], "source": [ "# To get started... here we define new DataArray objects\n", "# containing the SW and LW and net cloud radiative effect (all sky minus clear sky)\n", "CRE_SW_control = atm_control.FSNT - atm_control.FSNTC\n", "CRE_LW_control = -(atm_control.FLNT - atm_control.FLNTC)\n", "CRE_control = CRE_SW_control + CRE_LW_control\n", "\n", "print(CRE_SW_control)\n", "# You might want to refer back to earlier notes \n", "# about taking meaningful area-weighted global averages" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 3. Optical properties of individual clouds depend on the Cloud Liquid Water Path\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's think about the optical properties of different cloud types to get some feeling for what might determine the CRE." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Let $w$ represent the liquid water content of a unit volume of cloudy air, in units of g m$^{-3}$.\n", "\n", "Then the Liquid Water Path of the cloud is\n", "\n", "$$LWP = w ~ \\Delta z$$\n", "\n", "where $\\Delta z$ is the depth of the cloudy layer in meters. $LWP$ has units of g m$^{-2}$.\n", "\n", "$LWP$ determines the key optical properties of the cloud, both in the longwave and shortwave:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![Cloud properties](http://www.atmos.albany.edu/facstaff/brose/classes/ENV415_Spring2018/images/CloudOpticalProperties_Webster1994.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reproduced from [Webster (1994), Rev. Geophys.](https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/94RG01873) based on results from [Stephens (1978), J. Atmos. Sci.](https://journals.ametsoc.org/doi/abs/10.1175/1520-0469%281978%29035%3C2123%3ARPIEWC%3E2.0.CO%3B2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A key point about the optical properties of water clouds:\n", "\n", "- longwave emissivity / absorptivity increases rapidly with $LWP$\n", "- cloud albedo increases slowly with $LWP$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Longwave effects of clouds\n", "\n", "Because the emissivity saturates for moderately thin clouds, thick clouds behave very much like blackbody absorbers at every level. Emissions from below and within the cloud will be absorbed by the upper part of the cloud.\n", "\n", "Emissions to space are therefore **governed by the top of the cloud**.\n", "\n", "The longwave effects of a thick cloud thus depend strongly on the **temperature at the top of the cloud**. This temperature is determined primarily by the **height of the cloud top**." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "A high-top cloud will exert a strong greenhouse effect because it absorbs upwelling longwave radiation and re-emits radiation at its cold temperature.\n", "\n", "The longwave effects of clouds tend to warm the surface.\n", "\n", "In other words $\\text{CRE}_{LW} > 0$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Shortwave effects of clouds\n", "\n", "Because clouds increase the planetary albedo, the shortwave effects of clouds tend to cool the surface. $\\text{CRE}_{SW} < 0 $\n", "\n", "The same cloud therefore pushes the planetary energy budget in two directions simultaneously. Which effect dominates depends on\n", "\n", "- the temperature at the cloud top relative to the surface temperature\n", "- the cloud liquid water path (cloud depth)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### High thin cirrus\n", "\n", "- Negligible albedo, $\\text{CRE}_{SW} \\approx 0$\n", "- Substantial greenhouse effect because it is near the cold tropopause, $\\text{CRE}_{LW} > 0$\n", "- We conclude that these clouds must exert a **net warming effect**, $\\text{CRE} > 0$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Low thick stratus\n", "\n", "- Reflects significant incoming solar radiation, $\\text{CRE}_{SW} < 0$\n", "- Temperature at cloud top is **not much different from the surface temperature**, so the greenhouse effect is negligible (even though the cloud is a very strong longwave absorber!). $\\text{CRE}_{LW} \\approx 0$\n", "- We conclude that these clouds must exert a **net cooling effect**, $\\text{CRE} < 0$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many other cloud types are ambiguous. For example: \n", "\n", "#### Deep convective cumulonimbus\n", "\n", "- Significant reflection: $\\text{CRE}_{SW} < 0$\n", "- Strong greenhouse effect (cold cloud top): $\\text{CRE}_{LW} > 0$\n", "- Cloud could be either warming or cooling\n", "\n", "We need a model to work out the details!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "____________\n", "\n", "\n", "## 4. Modeling the dependence of CRE on cloud height\n", "____________" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We are now going to use the `RRTMG` radiation model to compute the cloud radiative effect in a single column, and look at how the CRE depends on cloud properties and the height of the cloud layer." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Global average observed temperature and specific humidity" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Get temperature and humidity data from NCEP Reanalysis\n", "ncep_url = \"http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis.derived/pressure/\"\n", "path = ncep_url\n", "ncep_air = xr.open_dataset(path + 'air.mon.1981-2010.ltm.nc', decode_times=False)\n", "ncep_shum = xr.open_dataset(path + 'shum.mon.1981-2010.ltm.nc', decode_times=False)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Take global, annual average and convert to correct units (Kelvin and kg/kg)\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')) + climlab.constants.tempCtoK\n", "SHglobal = (ncep_shum.shum * weight).mean(dim=('lat','lon','time')) * 1E-3 # kg/kg" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Since we will be creating a radiative model with a different set of pressure levels than the data, we will need to do some interpolating." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Create a state dictionary with 50 levels\n", "state = climlab.column_state(num_lev=50)\n", "lev = state.Tatm.domain.axes['lev'].points" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# interpolate to model pressure levels\n", "Tinterp = np.interp(lev, np.flipud(Tglobal.level), np.flipud(Tglobal))\n", "SHinterp = np.interp(lev, np.flipud(SHglobal.level), np.flipud(SHglobal))\n", "# Need to 'flipud' because the interpolation routine \n", "# needs the pressure data to be in increasing order" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1.03,'Global mean air temperature and specific humidity')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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HQZ061i7Apwh2zjlXQJ74450IHHGENQj84QcYOxbatIGhQ+HQQ+02eDCsXRt2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\noQgm9VHVW1S1tqrWBc4Fpqn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HHGAjAP7u4z06FzvVq8PkyTBggE3C0aYNLFgQdlQuZNEm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\nbrjqquzCQF27wuDBMGhQ/NmvXzQeRKqZNCnGmE4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the temperature and humidity profiles\n", "fig, ax1 = plt.subplots(figsize=(8,5))\n", "Tcolor = 'r'\n", "SHcolor = 'b'\n", "ax1.plot(Tinterp, lev, color=Tcolor)\n", "ax1.invert_yaxis()\n", "ax1.set_xlabel('Temperature (K)', color=Tcolor)\n", "ax1.tick_params('x', colors=Tcolor)\n", "ax1.grid()\n", "ax1.set_ylabel('Pressure (hPa)')\n", "ax2 = ax1.twiny()\n", "ax2.plot(SHinterp*1E3, lev, color=SHcolor)\n", "ax2.set_xlabel('Specific Humidity (g/kg)', color=SHcolor)\n", "ax2.tick_params('x', colors=SHcolor)\n", "fig.suptitle('Global mean air temperature and specific humidity', y=1.03, fontsize=14)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Set the temperature to the observed values\n", "state.Tatm[:] = Tinterp" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Define some local cloud characteristics\n", "# We are going to repeat the calculation \n", "# for three different types of clouds:\n", "# thin, medium, and thick\n", "cldfrac = 0.5 # layer cloud fraction\n", "r_liq = 14. # Cloud water drop effective radius (microns)\n", "# in-cloud liquid water path (g/m2)\n", "clwp = {'thin': 20.,\n", " 'med': 60.,\n", " 'thick': 200.,}" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "# Loop through three types of cloud\n", "# for each type, loop through all pressure levels\n", "# Set up a radiation model with the cloud layer at the current pressure level\n", "# Compute CRE and store the results\n", "CRE_LW = {}\n", "CRE_SW = {}\n", "for thickness in clwp:\n", " OLR = np.zeros_like(lev)\n", " ASR = np.zeros_like(lev)\n", " OLRclr = np.zeros_like(lev)\n", " ASRclr = np.zeros_like(lev)\n", " for i in range(lev.size):\n", " # Whole-column cloud characteristics\n", " # The cloud fraction is a Gaussian bump centered at the current level \n", " mycloud = {'cldfrac': cldfrac*exp(-(lev-lev[i])**2/(2*25.)**2),\n", " 'clwp': np.zeros_like(state.Tatm) + clwp[thickness],\n", " 'r_liq': np.zeros_like(state.Tatm) + r_liq,}\n", " rad = RRTMG(state=state, \n", " albedo=0.2,\n", " specific_humidity=SHinterp,\n", " verbose=False,\n", " **mycloud)\n", " rad.compute_diagnostics()\n", " OLR[i] = rad.OLR\n", " OLRclr[i] = rad.OLRclr\n", " ASR[i] = rad.ASR\n", " ASRclr[i] = rad.ASRclr\n", " CRE_LW[thickness] = -(OLR - OLRclr)\n", " CRE_SW[thickness] = (ASR - ASRclr)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "image/png": 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w37S5a7rAfdMmeZ375nUFpUlzDFDJ4nsYcCqf0uI0zZs3JywsDC8vLxo2bMjR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\nQuSfH1ceISUtnWfa3voENz0lkejEU7T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+iyDvGrYu956z5bHuStYV3t75NpFJkfSt2Zd3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Rrk72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\n+nime3vy3eHe8yK3DTJdzrgSeM6999Yupw0XkYEi8q+AeMa54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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Make some plots of the CRE dependence on cloud height\n", "fig, axes = plt.subplots(1,3, figsize=(16,6))\n", "ax = axes[0]\n", "for thickness in clwp:\n", " ax.plot(CRE_LW[thickness], lev, label=thickness)\n", "ax.set_ylabel('Pressure (hPa)')\n", "ax.set_xlabel('LW cloud radiative effect (W/m2)')\n", "\n", "ax = axes[1]\n", "for thickness in clwp:\n", " ax.plot(CRE_SW[thickness], lev, label=thickness)\n", "ax.set_xlabel('SW cloud radiative effect (W/m2)')\n", "\n", "ax = axes[2]\n", "for thickness in clwp:\n", " ax.plot(CRE_SW[thickness] + CRE_LW[thickness], lev, label=thickness)\n", "ax.set_xlabel('Net cloud radiative effect (W/m2)')\n", "\n", "for ax in axes:\n", " ax.invert_yaxis()\n", " ax.legend()\n", " ax.grid()\n", " ax.set_xlim(-170,170)\n", "fig.suptitle('Cloud Radiative Effect as a function of the vertical height of the cloud layer', fontsize=16);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do you see here? Look carefully at how the LW and SW effects of the cloud depend on cloud properties and cloud height." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "____________\n", "\n", "\n", "## 5. Cloud feedback\n", "____________" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using our CESM simulations as reference point, how do cloud changes under global warming affect the climate sensitivity?\n", "\n", "Is the cloud feedback positive or negative?\n", "\n", "What are the contributions from SW and LW processes to this feedback?\n", "\n", "We can get some insight into these questions by simply looking at **changes in the Cloud Radiative Effect** between the control and the 2xCO2 simulation." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "atm_2xCO2 = xr.open_dataset(datapath+'som_1850_2xCO2/som_1850_2xCO2.cam.h0.clim.nc'+endstr, decode_times=False)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "CRE_SW_2xCO2 = atm_2xCO2.FSNT - atm_2xCO2.FSNTC\n", "CRE_LW_2xCO2 = -(atm_2xCO2.FLNT - atm_2xCO2.FLNTC)\n", "CRE_2xCO2 = CRE_SW_2xCO2 + CRE_LW_2xCO2" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "DeltaCRE_SW = CRE_SW_2xCO2 - CRE_SW_control\n", "DeltaCRE_LW = CRE_LW_2xCO2 - CRE_LW_control\n", "DeltaCRE = CRE_2xCO2 - CRE_control" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Python exercise\n", "\n", "Make maps of the changes in annual means:\n", "\n", "- $\\Delta \\text{CRE}_{SW}$\n", "- $\\Delta \\text{CRE}_{LW}$\n", "- $\\Delta \\text{CRE}$ (change in net CRE)\n", "\n", "For each quantity also calculate the global, annual mean change." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What can we conclude about the cloud feedbacks in CESM?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": 1 }