{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example 2: How does global warming will affect urban climates?" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pyclmuapp import usp_clmu\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we use the `RUN_TYPE= \"branch\"` to avoid the repeated spinup phases.\n", "\n", "The case (`usp_spinup`) is run for 10 years to spinup the model.\n", "\n", "How to get `usp_spinup` ?\n", "\n", "```python\n", "usp_spinup = usp.run(\n", " case_name = \"usp_spinup\", \n", " SURF=\"surfdata.nc\",\n", " FORCING=\"forcing.nc\",\n", " RUN_STARTDATE = \"2002-01-01\",\n", " STOP_OPTION = \"nyears\", \n", " STOP_N = \"10\",\n", " RUN_TYPE= \"coldstart\",\n", " )\n", "usp_spinup\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Copying the file forcing.nc to the /Users/user/Documents/GitHub/pyclmuapp/docs/notebooks/usp/workdir/inputfolder/usp\n", "CPU times: user 1.12 s, sys: 375 ms, total: 1.5 s\n", "Wall time: 2min 42s\n" ] }, { "data": { "text/plain": [ "['/Users/user/Documents/GitHub/pyclmuapp/docs/notebooks/usp/workdir/outputfolder/lnd/hist/example2_clm0_2024-11-23_15-21-24_clm.nc']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "# initialize\n", "usp = usp_clmu()\n", "\n", "# create a new case amd run it\n", "usp_or = usp.run(\n", " case_name = \"example2\", \n", " SURF=\"surfdata.nc\",\n", " FORCING=\"forcing.nc\",\n", " RUN_STARTDATE = \"2012-01-01\",\n", " STOP_OPTION = \"nyears\", \n", " STOP_N = \"2\",\n", " RUN_TYPE= \"branch\",\n", " RUN_REFCASE= \"usp_spinup\", # the case name of the spinup run\n", " RUN_REFDATE= \"2012-01-01\",\n", " )\n", "usp_or" ] }, { "cell_type": "markdown", "metadata": { "notebookRunGroups": { "groupValue": "2" } }, "source": [ "\n", "\n", "### 2 modify the forcing data\n", "\n", "\n", "using `action={\"Tair\": 1}`, `mode=\"add\"`\n", "\n", "Here, we can use the same case_name `example2`, so that we will not need to build the case (compile CTSM code) again. \n", "\n", "run time will be save" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 650 ms, sys: 125 ms, total: 776 ms\n", "Wall time: 1min 33s\n" ] }, { "data": { "text/plain": [ "['/Users/user/Documents/GitHub/pyclmuapp/docs/notebooks/usp/workdir/outputfolder/lnd/hist/example2_clm0_2024-11-23_15-22-57_clm.nc']" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%%time\n", "\n", "# we have run a simulation using the `usp` object, \n", "# the forcing data path is stored in the `usp.usr_forcing_file` attribute\n", "# the surface data path is stored in the `usp.surfdata` attribute\n", "# we can modify the forcing data by calling the `usp.modify_forcing` method \n", "# and run the simulation again using the `usp.run` method\n", "\n", "# if there is no forcing data path provided or have not run a simulation using the `usp` object,\n", "# check the forcing, by calling `usp.check_forcing(usr_forcing=\"forcing.nc\")` method\n", "\n", "usp.modify_forcing(action={\"Tair\": 1}, # dict\n", " mode=\"add\", # optional; the default is \"replace\"\n", " forcing_name=\"forcing_replaced.nc\") # optional; the default is \"forcing.nc\" provided by pyclmuapp\n", "usp_warming = usp.run(\n", " case_name = \"example2\", \n", " RUN_STARTDATE = \"2012-01-01\",\n", " STOP_OPTION = \"nyears\", \n", " STOP_N = \"2\",\n", " RUN_TYPE= \"branch\",\n", " RUN_REFCASE= \"usp_spinup\", # the case name of the spinup run\n", " RUN_REFDATE= \"2012-01-01\",\n", " )\n", "usp.modify_forcing(action={\"Tair\": -1},# dict\n", " mode=\"add\", # optional; the default is \"replace\"\n", " forcing_name=\"forcing_replaced.nc\") # optional; the default is \"forcing.nc\" provided by pyclmuapp\n", "usp_warming" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "ds_or_usp = usp.nc_view(usp_or[0])\n", "ds_warming_usp = usp.nc_view(usp_warming[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3 Plotting\n", "\n", "\n", "Note: ploting with time will need the `nc-time-axis` package, which can be installed by `pip install nc-time-axis` or `conda install nc-time-axis`" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 6))\n", "\n", "# plot the original and warming surface temperature\n", "ax = fig.add_subplot(2, 2, 1)\n", "ds_or_usp['TSA'].isel(gridcell=0).plot(ax=ax, label=\"Original\", color='#3964DF')\n", "ds_warming_usp['TSA'].isel(gridcell=0).plot(ax=ax, label=\"Warming\", color='#E02927')\n", "ax.legend(frameon=False, fontsize=12)\n", "\n", "# plot the original and warming surface temperature hourly\n", "ax = fig.add_subplot(2, 2, 2)\n", "def plot_hourly(ds, ax, title, color):\n", " ds['TSA'].groupby('time.hour').mean().plot(ax=ax, label=title, color=color)\n", "\n", "plot_hourly(ds_or_usp, ax, \"Original\", '#3964DF')\n", "plot_hourly(ds_warming_usp, ax, \"Warming\", '#E02927')\n", "ax.legend(frameon=False, fontsize=12)\n", "\n", "# plot the residual\n", "ax = fig.add_subplot(2, 2, 3)\n", "dd = (ds_warming_usp['TSA']-ds_or_usp['TSA']).isel(gridcell=0).plot()\n", "\n", "# plot the residual hourly\n", "ax = fig.add_subplot(2, 2, 4)\n", "dd = (ds_warming_usp['TSA']-ds_or_usp['TSA']).isel(gridcell=0).groupby('time.hour')\n", "mean = dd.mean('time')\n", "var = dd.var('time')\n", "mean.plot(ax=ax)\n", "\n", "# set labels\n", "xlabels = ['', '', 'Time', 'Local hour of day']\n", "ylabels = ['Air temperature [K]', 'Air temperature [K]', 'Temperature difference [K]', 'Temperature difference [K]']\n", "titles = ['a', 'b', 'c', 'd']\n", "for ax in fig.axes:\n", " ax.set_xlabel(xlabels.pop(0), fontsize=14)\n", " ax.set_ylabel(ylabels.pop(0), fontsize=14)\n", " ax.set_title(titles.pop(0), loc='left', fontweight='bold', fontsize=14)\n", " ax.tick_params(axis='both', which='major', labelsize=12)\n", "\n", "plt.tight_layout()\n", "plt.savefig('figs/example2_usp.pdf', dpi=300)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**clean up the case files**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "usp.case_clean(case_name=\"example2\")" ] } ], "metadata": { "kernelspec": { "display_name": "pymet", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 2 }