{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The seasonal cycle of surface temperature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at the observed seasonal cycle in the NCEP reanalysis data.\n", "\n", "Read in the necessary data from the online server *courtesy of the [NOAA Physical Sciences Laboratory](https://psl.noaa.gov)*.\n", "\n", "The catalog is here: " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import xarray as xr\n", "import climlab\n", "from climlab import constants as const\n", "import cartopy.crs as ccrs # use cartopy to make some maps" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12, 94, 192)\n" ] } ], "source": [ "ncep_url = \"http://psl.noaa.gov/thredds/dodsC/Datasets/ncep.reanalysis.derived/\"\n", "ncep_Ts = xr.open_dataset(ncep_url + \"surface_gauss/skt.sfc.mon.1981-2010.ltm.nc\", decode_times=False)\n", "lat_ncep = ncep_Ts.lat; lon_ncep = ncep_Ts.lon\n", "Ts_ncep = ncep_Ts.skt\n", "print( Ts_ncep.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make two maps: one of annual mean surface temperature, another of the seasonal range (max minus min)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "maxTs = Ts_ncep.max(dim='time')\n", "minTs = Ts_ncep.min(dim='time')\n", "meanTs = Ts_ncep.mean(dim='time')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure( figsize=(16,6) )\n", "\n", "ax1 = fig.add_subplot(1,2,1, projection=ccrs.Robinson())\n", "cax1 = ax1.pcolormesh(lon_ncep, lat_ncep, meanTs, cmap=plt.cm.seismic , transform=ccrs.PlateCarree())\n", "cbar1 = plt.colorbar(cax1)\n", "ax1.set_title('Annual mean surface temperature ($^\\circ$C)', fontsize=14 )\n", "\n", "ax2 = fig.add_subplot(1,2,2, projection=ccrs.Robinson())\n", "cax2 = ax2.pcolormesh(lon_ncep, lat_ncep, maxTs - minTs, transform=ccrs.PlateCarree() )\n", "cbar2 = plt.colorbar(cax2)\n", "ax2.set_title('Seasonal temperature range ($^\\circ$C)', fontsize=14)\n", "\n", "for ax in [ax1,ax2]:\n", " #ax.contour( lon_cesm, lat_cesm, topo.variables['LANDFRAC'][:], [0.5], colors='k');\n", " #ax.set_xlabel('Longitude', fontsize=14 ); ax.set_ylabel('Latitude', fontsize=14 )\n", " ax.coastlines()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a contour plot of the zonal mean temperature as a function of time of year" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Zonal mean surface temperature (degC)')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Tmax = 65; Tmin = -Tmax; delT = 10\n", "clevels = np.arange(Tmin,Tmax+delT,delT)\n", "fig_zonobs, ax = plt.subplots( figsize=(10,6) )\n", "cax = ax.contourf(np.arange(12)+0.5, lat_ncep, \n", " Ts_ncep.mean(dim='lon').transpose(), levels=clevels, \n", " cmap=plt.cm.seismic, vmin=Tmin, vmax=Tmax)\n", "ax.set_xlabel('Month', fontsize=16)\n", "ax.set_ylabel('Latitude', fontsize=16 )\n", "cbar = plt.colorbar(cax)\n", "ax.set_title('Zonal mean surface temperature (degC)', fontsize=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring the amplitude of the seasonal cycle with an EBM" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are looking at the 1D (zonally averaged) energy balance model with diffusive heat transport. The equation is" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$C \\frac{\\partial T(\\phi,t)}{\\partial t} = \\big(1-\\alpha\\big) Q(\\phi,t) - \\Big(A+B T(\\phi,t) \\Big) + \n", "\\frac{K}{\\cos\\phi} \\frac{\\partial}{\\partial \\phi} \\bigg( \\cos\\phi \\frac{\\partial T}{\\partial \\phi} \\bigg)$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the code in `climlab.EBM_seasonal` solves this equation numerically." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One handy feature of `climlab` process code: the function `integrate_years()` automatically calculates the time averaged temperature. So if we run it for exactly one year, we get the annual mean temperature saved in the field `T_timeave`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will look at the seasonal cycle of temperature in three different models with different heat capacities (which we express through an equivalent depth of water in meters):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Integrating for 90 steps, 365.2422 days, or 1 years.\n", "Total elapsed time is 0.9999999999999991 years.\n" ] } ], "source": [ "model1 = climlab.EBM_seasonal()\n", "model1.integrate_years(1, verbose=True)\n", "\n", "water_depths = np.array([2., 10., 50.])\n", "\n", "num_depths = water_depths.size\n", "Tann = np.empty( [model1.lat.size, num_depths] )\n", "models = []\n", "\n", "for n in range(num_depths):\n", " models.append(climlab.EBM_seasonal(water_depth=water_depths[n]))\n", " models[n].integrate_years(20., verbose=False )\n", " models[n].integrate_years(1., verbose=False)\n", " Tann[:,n] = np.squeeze(models[n].timeave['Ts'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All models should have the same annual mean temperature:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "lat = model1.lat\n", "\n", "plt.plot(lat, Tann)\n", "plt.xlim(-90,90)\n", "plt.xlabel('Latitude')\n", "plt.ylabel('Temperature (degC)')\n", "plt.title('Annual mean temperature in the EBM')\n", "plt.legend( water_depths.astype(str) )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is no automatic function in `climlab.EBM` to keep track of minimum and maximum temperatures (though we might add that in the future!)\n", "\n", "Instead we'll step through one year \"by hand\" and save all the temperatures." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "num_steps_per_year = int(model1.time['num_steps_per_year'])\n", "Tyear = np.empty((lat.size, num_steps_per_year, num_depths))\n", "for n in range(num_depths):\n", " for m in range(num_steps_per_year):\n", " models[n].step_forward()\n", " Tyear[:,m,n] = np.squeeze(models[n].Ts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make a figure to compare the observed zonal mean seasonal temperature cycle to what we get from the EBM with different heat capacities:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure( figsize=(16,10) )\n", "\n", "ax = fig.add_subplot(2,num_depths,2)\n", "cax = ax.contourf(np.arange(12)+0.5, lat_ncep, \n", " Ts_ncep.mean(dim='lon').transpose(), \n", " levels=clevels, cmap=plt.cm.seismic, \n", " vmin=Tmin, vmax=Tmax)\n", "ax.set_xlabel('Month')\n", "ax.set_ylabel('Latitude')\n", "cbar = plt.colorbar(cax)\n", "ax.set_title('Zonal mean surface temperature - observed (degC)', fontsize=20)\n", "\n", "for n in range(num_depths):\n", " ax = fig.add_subplot(2,num_depths,num_depths+n+1)\n", " cax = ax.contourf(4*np.arange(num_steps_per_year),\n", " lat, Tyear[:,:,n], levels=clevels, \n", " cmap=plt.cm.seismic, vmin=Tmin, vmax=Tmax)\n", " cbar1 = plt.colorbar(cax)\n", " ax.set_title('water depth = %.0f m' %models[n].param['water_depth'], fontsize=20 )\n", " ax.set_xlabel('Days of year', fontsize=14 )\n", " ax.set_ylabel('Latitude', fontsize=14 )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which one looks more realistic? Depends a bit on where you look. But overall, the observed seasonal cycle matches the 10 meter case best. The effective heat capacity governing the seasonal cycle of the zonal mean temperature is closer to 10 meters of water than to either 2 or 50 meters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Making an animation of the EBM solutions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def initial_figure(models):\n", " fig, axes = plt.subplots(1,len(models), figsize=(15,4))\n", " lines = []\n", " for n in range(len(models)):\n", " ax = axes[n]\n", " c1 = 'b'\n", " Tsline = ax.plot(lat, models[n].Ts, c1)[0]\n", " ax.set_title('water depth = %.0f m' %models[n].param['water_depth'], fontsize=20 )\n", " ax.set_xlabel('Latitude', fontsize=14 )\n", " if n == 0:\n", " ax.set_ylabel('Temperature', fontsize=14, color=c1 )\n", " ax.set_xlim([-90,90])\n", " ax.set_ylim([-60,60])\n", " for tl in ax.get_yticklabels():\n", " tl.set_color(c1)\n", " ax.grid()\n", "\n", " c2 = 'r'\n", " ax2 = ax.twinx()\n", " Qline = ax2.plot(lat, models[n].insolation, c2)[0]\n", " if n == 2:\n", " ax2.set_ylabel('Insolation (W m$^{-2}$)', color=c2, fontsize=14)\n", " for tl in ax2.get_yticklabels():\n", " tl.set_color(c2)\n", " ax2.set_xlim([-90,90])\n", " ax2.set_ylim([0,600])\n", " lines.append([Tsline, Qline])\n", " return fig, axes, lines\n", "\n", "def animate(step, models, lines):\n", " for n, ebm in enumerate(models):\n", " ebm.step_forward()\n", " # The rest of this is just updating the plot\n", " lines[n][0].set_ydata(ebm.Ts)\n", " lines[n][1].set_ydata(ebm.insolation)\n", " return lines" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot initial data\n", "fig, axes, lines = initial_figure(models)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Some imports needed to make and display animations\n", "from IPython.display import HTML\n", "from matplotlib import animation\n", "\n", "num_steps = int(models[0].time['num_steps_per_year'])\n", "ani = animation.FuncAnimation(fig, animate, \n", " frames=num_steps,\n", " interval=80,\n", " fargs=(models, lines),\n", " )" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(ani.to_html5_video())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The seasonal cycle for a planet with 90º obliquity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The EBM code uses our familiar `insolation.py` code to calculate insolation, and therefore it's easy to set up a model with different orbital parameters. Here is an example with **very** different orbital parameters: 90º obliquity. We looked at the distribution of insolation by latitude and season for this type of planet in the last homework." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'ecc': 0.0, 'obliquity': 90.0, 'long_peri': 0.0}\n", "{'ecc': 0.0, 'obliquity': 90.0, 'long_peri': 0.0}\n" ] } ], "source": [ "orb_highobl = {'ecc':0., 'obliquity':90., 'long_peri':0.}\n", "print(orb_highobl)\n", "model_highobl = climlab.EBM_seasonal(orb=orb_highobl)\n", "print(model_highobl.param['orb'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Repeat the same procedure to calculate and store temperature throughout one year, after letting the models run out to equilibrium." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Integrating for 90 steps, 365.2422 days, or 1.0 years.\n", "Total elapsed time is 41.000000000002686 years.\n", "Integrating for 90 steps, 365.2422 days, or 1.0 years.\n", "Total elapsed time is 41.000000000002686 years.\n", "Integrating for 90 steps, 365.2422 days, or 1.0 years.\n", "Total elapsed time is 41.000000000002686 years.\n" ] } ], "source": [ "Tann_highobl = np.empty( [lat.size, num_depths] )\n", "models_highobl = []\n", "\n", "for n in range(num_depths):\n", " models_highobl.append(climlab.EBM_seasonal(water_depth=water_depths[n], orb=orb_highobl))\n", " models_highobl[n].integrate_years(40., verbose=False )\n", " models_highobl[n].integrate_years(1.)\n", " Tann_highobl[:,n] = np.squeeze(models_highobl[n].timeave['Ts'])\n", "\n", "Tyear_highobl = np.empty([lat.size, num_steps_per_year, num_depths])\n", "for n in range(num_depths):\n", " for m in range(num_steps_per_year):\n", " models_highobl[n].step_forward()\n", " Tyear_highobl[:,m,n] = np.squeeze(models_highobl[n].Ts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And plot the seasonal temperature cycle same as we did above:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure( figsize=(16,5) )\n", "Tmax_highobl = 125; Tmin_highobl = -Tmax_highobl; delT_highobl = 10\n", "clevels_highobl = np.arange(Tmin_highobl, Tmax_highobl+delT_highobl, delT_highobl)\n", "for n in range(num_depths):\n", " ax = fig.add_subplot(1,num_depths,n+1)\n", " cax = ax.contourf( 4*np.arange(num_steps_per_year), lat, Tyear_highobl[:,:,n], \n", " levels=clevels_highobl, cmap=plt.cm.seismic, vmin=Tmin_highobl, vmax=Tmax_highobl )\n", " cbar1 = plt.colorbar(cax)\n", " ax.set_title('water depth = %.0f m' %models[n].param['water_depth'], fontsize=20 )\n", " ax.set_xlabel('Days of year', fontsize=14 )\n", " ax.set_ylabel('Latitude', fontsize=14 )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the temperature range is much larger than for the Earth-like case above (but same contour interval, 10 degC)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Why is the temperature so uniform in the north-south direction with 50 meters of water?\n", "\n", "To see the reason, let's plot the annual mean insolation at 90º obliquity, alongside the present-day annual mean insolation:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "lat2 = np.linspace(-90, 90, 181)\n", "days = np.linspace(1.,50.)/50 * const.days_per_year\n", "Q_present = climlab.solar.insolation.daily_insolation( lat2, days )\n", "Q_highobl = climlab.solar.insolation.daily_insolation( lat2, days, orb_highobl )\n", "Q_present_ann = np.mean( Q_present, axis=1 )\n", "Q_highobl_ann = np.mean( Q_highobl, axis=1 )" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Annual mean insolation for two different obliquities')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot( lat2, Q_present_ann, label='Earth' )\n", "ax.plot( lat2, Q_highobl_ann, label='90deg obliquity' )\n", "ax.grid()\n", "ax.legend(loc='lower center')\n", "ax.set_xlabel('Latitude', fontsize=14 )\n", "ax.set_ylabel('W m$^{-2}$', fontsize=14 )\n", "ax.set_title('Annual mean insolation for two different obliquities', fontsize=16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Though this is a bit misleading, because our model prescribes an increase in albedo from the equator to the pole. So the absorbed shortwave gradients look even more different." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are interested in how ice-albedo feedback might work on a high-obliquity planet with a cold equator, then you might take a look at this paper:\n", "\n", "[Rose, Cronin and Bitz (2017): Ice Caps and Ice Belts: The Effects of Obliquity on Ice−Albedo Feedback, The Astrophysical Journal 846, doi:10.3847/1538-4357/aa8306](https://iopscience.iop.org/article/10.3847/1538-4357/aa8306/meta)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 1 }