{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Vertical regridding and remapping of CMIP6 ocean data in the cloud\n", "## C Spencer Jones, Julius Busecke, Takaya Uchida and Ryan Abernathey" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Introduction\n", "\n", "Many ocean and climate models output ocean variables (like velocity, temperature, oxygen concentration etc.) in depth space. Property transport in the ocean generally follows isopycnals, but isopycnals often move up and down in depth space. A small difference in the vertical location of isopycnals between experiments can cause a large apparent difference in ocean properties when the experiments are compared in depth space. As a result, it is often useful to compare ocean variables in density space. \n", "\n", "This work compares two algorithms for plotting ocean properties in density coordinates, one written in FORTRAN with a python wrapper ([xlayers](https://github.com/cspencerjones/xlayers)), and one written in xarray ([xarrayutils](https://github.com/jbusecke/xarrayutils)). Both algorithms conserve total salt content in the vertical, and both algorithms are easily parallelizable to enable plotting large datasets in density coordinates. As shown here, xlayers is a faster algorithm, but on some machines it requires more setup due to its reliance on a FORTRAN compiler.\n", "\n", "Here, we apply these algorithms to plot salinity in density space in one of the Coupled Model Intercomparison Project Phase 6 (CMIP-6) models. We compare the salinity as a function of density in two future greenhouse-gas scenarios. In general, areas with net precipitation today are getting fresher and areas with net evaporation today are getting saltier ([Durack and Wijffels, 2010](https://doi.org/10.1175/2010JCLI3377.1)). In climate models with a 1% per year CO$_2$ increase, areas with net precipitation today experience increasing precipitation, and areas with net evaporation today experience a further reduction in precipitation in higher greenhouse-gas scenarios ([Vallis et al. 2015](https://doi.org/10.1002/qj.2456)). Here we compare two different greenhouse gas scenarios in the Shared Socioeconomic Pathways experiments. By plotting salinity in density space, we visualize how changes in salinity at the surface propagate along isopycnals to influence salinity concentrations in the ocean interior. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Loading CMIP-6 data\n", "We choose to load temperature and salinity data from the [ACCESS-ESM1-5 model](https://doi.org/10.22499/2.6301.004), but this calculation can be performed on almost any CMIP-6 model currently available through [Google's public datasets program](https://cloud.google.com/blog/products/data-analytics/new-climate-model-data-now-google-public-datasets). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#Load the packages needed\n", "import numpy as np\n", "import pandas as pd\n", "import xarray as xr\n", "import xesmf as xe\n", "import cartopy\n", "import cartopy.crs as ccrs\n", "import zarr\n", "import gcsfs\n", "import matplotlib.pyplot as plt\n", "import time\n", "import warnings\n", "\n", "# suppress warnings to improve readability\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['gs://cmip6/ScenarioMIP/CSIRO/ACCESS-ESM1-5/ssp126/r1i1p1f1/Omon/so/gn/',\n", " 'gs://cmip6/ScenarioMIP/CSIRO/ACCESS-ESM1-5/ssp126/r1i1p1f1/Omon/thetao/gn/',\n", " 'gs://cmip6/ScenarioMIP/CSIRO/ACCESS-ESM1-5/ssp585/r1i1p1f1/Omon/so/gn/',\n", " 'gs://cmip6/ScenarioMIP/CSIRO/ACCESS-ESM1-5/ssp585/r1i1p1f1/Omon/thetao/gn/'],\n", " dtype=object)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Access the catalog of available CMIP-6 data\n", "df = pd.read_csv('https://storage.googleapis.com/cmip6/cmip6-zarr-consolidated-stores.csv')\n", "# Connect to google cloud storage (this only needs to be created once)\n", "gcs = gcsfs.GCSFileSystem(token='anon')\n", "\n", "# Write a query to find temperature (thetao) and salinity (so) in the ACCESS model\n", "df_sub = df.query(\"source_id == 'ACCESS-ESM1-5' and member_id=='r1i1p1f1' and table_id=='Omon' \\\n", " and (experiment_id=='ssp126' or experiment_id=='ssp585') \\\n", " and (variable_id=='thetao' or variable_id=='so')\")\n", "google_cloud_stores = df_sub.zstore.values\n", "google_cloud_stores" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We choose to compare properties for two future greenhouse gas scenarios, sometimes called [Shared Soceioeconomic Pathways](https://doi.org/10.1016/j.gloenvcha.2016.05.009). The first is a lower-emissions scenario, SSP1-2.6, and the second is a higher-emissions scenario, SSP5-8.5. The following code accesses the specific zarr stores that contain temperature and salinity data for these two pathways and sets up pointers to this data. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
       "Dimensions:             (bnds: 2, experiment_id: 2, i: 360, j: 300, lev: 50, time: 1032, vertices: 4)\n",
       "Coordinates:\n",
       "    vertices_longitude  (j, i, vertices) float64 80.0 81.0 81.0 ... 80.0 80.0\n",
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       "  * time                (time) datetime64[ns] 2015-01-16T12:00:00 ... 2100-12-16T12:00:00\n",
       "  * lev                 (lev) float64 5.0 15.0 25.0 ... 5.499e+03 5.831e+03\n",
       "  * experiment_id       (experiment_id) object 'ssp126' 'ssp585'\n",
       "Dimensions without coordinates: bnds, vertices\n",
       "Data variables:\n",
       "    so                  (experiment_id, time, lev, j, i) float32 dask.array<chunksize=(1, 6, 50, 300, 360), meta=np.ndarray>\n",
       "    thetao              (experiment_id, time, lev, j, i) float32 dask.array<chunksize=(1, 5, 50, 300, 360), meta=np.ndarray>
" ], "text/plain": [ "\n", "Dimensions: (bnds: 2, experiment_id: 2, i: 360, j: 300, lev: 50, time: 1032, vertices: 4)\n", "Coordinates:\n", " vertices_longitude (j, i, vertices) float64 80.0 81.0 81.0 ... 80.0 80.0\n", " time_bnds (time, bnds) datetime64[ns] 2015-01-01 ... 2101-01-01\n", " lev_bnds (lev, bnds) float64 0.0 10.0 10.0 ... 5.665e+03 6e+03\n", " longitude (j, i) float64 80.5 81.5 82.5 83.5 ... 79.96 79.97 79.99\n", " vertices_latitude (j, i, vertices) float64 -78.0 -78.0 ... 65.0 65.42\n", " latitude (j, i) float64 -77.88 -77.88 -77.88 ... 65.63 65.21\n", " * j (j) int32 0 1 2 3 4 5 6 ... 293 294 295 296 297 298 299\n", " * i (i) int32 0 1 2 3 4 5 6 ... 353 354 355 356 357 358 359\n", " * time (time) datetime64[ns] 2015-01-16T12:00:00 ... 2100-12-16T12:00:00\n", " * lev (lev) float64 5.0 15.0 25.0 ... 5.499e+03 5.831e+03\n", " * experiment_id (experiment_id) object 'ssp126' 'ssp585'\n", "Dimensions without coordinates: bnds, vertices\n", "Data variables:\n", " so (experiment_id, time, lev, j, i) float32 dask.array\n", " thetao (experiment_id, time, lev, j, i) float32 dask.array" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read the metadata from the cloud\n", "datasets = [xr.open_zarr(gcs.get_mapper(zstore), consolidated=True)\n", " for zstore in google_cloud_stores]\n", "\n", "# fix vertices coordinate\n", "dsets_fixed = [ds.set_coords(['vertices_latitude', 'vertices_longitude'])\n", " for ds in datasets]\n", "\n", "# separate data so we can merge it more sensibly\n", "ds_so_ssp126, ds_thetao_ssp126, ds_so_ssp585, ds_thetao_ssp585 = datasets\n", "\n", "# merge temperature and salinity\n", "ds_ssp126 = xr.merge([dsets_fixed[0], dsets_fixed[1]], compat='identical')\n", "ds_ssp126.coords['experiment_id'] = 'experiment_id', ['ssp126']\n", "ds_ssp585 = xr.merge([dsets_fixed[2], dsets_fixed[3]], compat='identical')\n", "ds_ssp585.coords['experiment_id'] = 'experiment_id', ['ssp585']\n", " \n", "# merge SSP1-2.6 with SSP5-8.5\n", "ds = xr.concat([ds_ssp126, ds_ssp585], dim='experiment_id', compat='identical')\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3. Preparing data for plotting in density coordinates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data in these stores is given in depth space. In order to plot the salinity in potential density coordinates, we need the potential density field in depth space. In the cell below, the gibbs seawater toolbox is applied to find the surface-referenced potential density from the temperature and salinity. The [ACCESS](https://doi.org/10.22499/2.6301.004) model actually uses the [Jackett et al 2006](https://doi.org/10.1175/JTECH1946.1) equation of state, but the density calculated here is a good approximation of the density in the ACCESS model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
       "Dimensions:             (bnds: 2, experiment_id: 2, i: 360, j: 300, lev: 50, time: 1032, vertices: 4)\n",
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       "    lev_bnds            (lev, bnds) float64 0.0 10.0 10.0 ... 5.665e+03 6e+03\n",
       "    longitude           (j, i) float64 80.5 81.5 82.5 83.5 ... 79.96 79.97 79.99\n",
       "    vertices_latitude   (j, i, vertices) float64 -78.0 -78.0 ... 65.0 65.42\n",
       "    latitude            (j, i) float64 -77.88 -77.88 -77.88 ... 65.63 65.21\n",
       "  * j                   (j) int32 0 1 2 3 4 5 6 ... 293 294 295 296 297 298 299\n",
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       "  * time                (time) datetime64[ns] 2015-01-16T12:00:00 ... 2100-12-16T12:00:00\n",
       "  * lev                 (lev) float64 5.0 15.0 25.0 ... 5.499e+03 5.831e+03\n",
       "  * experiment_id       (experiment_id) object 'ssp126' 'ssp585'\n",
       "Dimensions without coordinates: bnds, vertices\n",
       "Data variables:\n",
       "    so                  (experiment_id, time, lev, j, i) float32 dask.array<chunksize=(1, 6, 50, 300, 360), meta=np.ndarray>\n",
       "    thetao              (experiment_id, time, lev, j, i) float32 dask.array<chunksize=(1, 5, 50, 300, 360), meta=np.ndarray>\n",
       "    dens                (experiment_id, time, lev, j, i) float64 dask.array<chunksize=(1, 5, 50, 300, 360), meta=np.ndarray>
" ], "text/plain": [ "\n", "Dimensions: (bnds: 2, experiment_id: 2, i: 360, j: 300, lev: 50, time: 1032, vertices: 4)\n", "Coordinates:\n", " vertices_longitude (j, i, vertices) float64 80.0 81.0 81.0 ... 80.0 80.0\n", " time_bnds (time, bnds) datetime64[ns] 2015-01-01 ... 2101-01-01\n", " lev_bnds (lev, bnds) float64 0.0 10.0 10.0 ... 5.665e+03 6e+03\n", " longitude (j, i) float64 80.5 81.5 82.5 83.5 ... 79.96 79.97 79.99\n", " vertices_latitude (j, i, vertices) float64 -78.0 -78.0 ... 65.0 65.42\n", " latitude (j, i) float64 -77.88 -77.88 -77.88 ... 65.63 65.21\n", " * j (j) int32 0 1 2 3 4 5 6 ... 293 294 295 296 297 298 299\n", " * i (i) int32 0 1 2 3 4 5 6 ... 353 354 355 356 357 358 359\n", " * time (time) datetime64[ns] 2015-01-16T12:00:00 ... 2100-12-16T12:00:00\n", " * lev (lev) float64 5.0 15.0 25.0 ... 5.499e+03 5.831e+03\n", " * experiment_id (experiment_id) object 'ssp126' 'ssp585'\n", "Dimensions without coordinates: bnds, vertices\n", "Data variables:\n", " so (experiment_id, time, lev, j, i) float32 dask.array\n", " thetao (experiment_id, time, lev, j, i) float32 dask.array\n", " dens (experiment_id, time, lev, j, i) float64 dask.array" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import gsw\n", "\n", "# calculate potential density from temperature and salinity\n", "ds['dens'] = xr.apply_ufunc(gsw.density.sigma0, ds.so, ds.thetao,\n", " dask='parallelized', output_dtypes=[float]).rename('dens')\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we plot sea surface salinity in 2015 (white contours in the figure below). Surface salinity tends to be lower in areas of high net precipitation and higher in areas of low net precipitation. Hence, if wet areas get wetter and dry areas get drier, we expect to see salty areas get saltier and fresh areas get fresher. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwrite existing file: bilinear_300x360_160x240.nc \n", " You can set reuse_weights=True to save computing time.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# find sea surface properties for SSP1-2.6 in 2015\n", "ds_to_plot = ds.sel(experiment_id='ssp126').isel(lev=0).sel(time='2015').mean('time')\n", "\n", "# Define sea-surface salinity and sea-surface density\n", "ssd = ds_to_plot.dens\n", "sss = ds_to_plot.so\n", "\n", "# regrid sss for plotting\n", "ds_out = xr.Dataset({'lat': (['lat'], np.arange(-80, 80, 1.0)),\n", " 'lon': (['lon'], np.arange(0, 360, 1.5)),\n", " })\n", "regridder = xe.Regridder(sss.rename({'longitude':'lon','latitude':'lat'}), ds_out, 'bilinear');\n", "sss_regrid = regridder(sss);\n", "\n", "\n", "# plot sea-surface salinity, sea-surface density and chosen section for performance plots\n", "fig = plt.figure(figsize=(18, 12))\n", "ax = plt.axes(projection=ccrs.Robinson())\n", "ax.coastlines()\n", "ax.gridlines()\n", "ssd.plot(x='longitude', y='latitude', ax=ax, transform=ccrs.PlateCarree(),\n", " vmin=21, vmax=30, cbar_kwargs={'shrink': 0.4, 'label':'potential density'})\n", "CS = sss_regrid.plot.contour(levels=np.arange(32, 38, 1), transform=ccrs.PlateCarree(), colors='w')\n", "CL = plt.clabel(CS, fmt='%d')\n", "\n", "# note that the section location is i=255, j=0,250\n", "lat_sec=ssd.sel(i=255, j=slice(0, 250)).latitude\n", "lat_sec.plot(x='longitude', ax=ax, transform=ccrs.PlateCarree(), color='tab:orange', linewidth=2)\n", "ax.set_title('\\n Sea surface salinity (psu, white contours), sea surface density (kg/m$^3$, shading),\\\n", " \\n and section chosen for performance plots (orange line)', fontsize=18);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These simulations begin in 2015. We choose to compare salinities in 2100, the final year of the simulation. In the parts 4 and 5 of this notebook, we assess the performance of the two packages by plotting salinity in density space on a single section, which is shown by the orange line in the plot above. \n", "\n", "In order to do this, we load a small amount of data in the cell below. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
<xarray.Dataset>\n",
       "Dimensions:             (bnds: 2, j: 251, lev: 50, lev_bounds: 51, time: 1, vertices: 4)\n",
       "Coordinates:\n",
       "    vertices_longitude  (j, vertices) float64 335.0 336.0 336.0 ... 335.9 334.9\n",
       "    time_bnds           (time, bnds) datetime64[ns] 2100-01-01 2100-02-01\n",
       "    lev_bnds            (lev, bnds) float64 0.0 10.0 10.0 ... 5.665e+03 6e+03\n",
       "    longitude           (j) float64 335.5 335.5 335.5 ... 335.5 335.4 335.4\n",
       "    vertices_latitude   (j, vertices) float64 -78.0 -78.0 -77.75 ... 67.67 67.66\n",
       "    latitude            (j) float64 -77.88 -77.63 -77.38 ... 66.55 67.0 67.44\n",
       "  * j                   (j) int32 0 1 2 3 4 5 6 ... 244 245 246 247 248 249 250\n",
       "    i                   int32 255\n",
       "  * time                (time) datetime64[ns] 2100-01-16T12:00:00\n",
       "  * lev                 (lev) float64 5.0 15.0 25.0 ... 5.499e+03 5.831e+03\n",
       "    experiment_id       <U6 'ssp126'\n",
       "  * lev_bounds          (lev_bounds) float64 0.0 10.0 20.0 ... 5.665e+03 6e+03\n",
       "    dims                <U10 'lev_bounds'\n",
       "Dimensions without coordinates: bnds, vertices\n",
       "Data variables:\n",
       "    so                  (time, lev, j) float32 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0\n",
       "    thetao              (time, lev, j) float32 nan nan nan nan ... nan nan nan\n",
       "    dens                (time, lev, j) float64 nan nan nan nan ... nan nan nan
" ], "text/plain": [ "\n", "Dimensions: (bnds: 2, j: 251, lev: 50, lev_bounds: 51, time: 1, vertices: 4)\n", "Coordinates:\n", " vertices_longitude (j, vertices) float64 335.0 336.0 336.0 ... 335.9 334.9\n", " time_bnds (time, bnds) datetime64[ns] 2100-01-01 2100-02-01\n", " lev_bnds (lev, bnds) float64 0.0 10.0 10.0 ... 5.665e+03 6e+03\n", " longitude (j) float64 335.5 335.5 335.5 ... 335.5 335.4 335.4\n", " vertices_latitude (j, vertices) float64 -78.0 -78.0 -77.75 ... 67.67 67.66\n", " latitude (j) float64 -77.88 -77.63 -77.38 ... 66.55 67.0 67.44\n", " * j (j) int32 0 1 2 3 4 5 6 ... 244 245 246 247 248 249 250\n", " i int32 255\n", " * time (time) datetime64[ns] 2100-01-16T12:00:00\n", " * lev (lev) float64 5.0 15.0 25.0 ... 5.499e+03 5.831e+03\n", " experiment_id " ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# find the height of the grid cells in density space\n", "dz_remapped = z_dens_bounds.diff('regridded').rename({'regridded':'remapped'})\n", "dz_remapped.coords['remapped'] = ds_dens_cons.coords['remapped'].values\n", "\n", "# find the depth integrated salinity in depth space (blue line) for a single experiment for easy comparison\n", "sal_depth = ((ds_slice.so*ds.lev_bnds.diff('bnds')).sum('lev'))\n", "\n", "# find the depth integrated salinity in density space (orange dashed line)\n", "sal_dens = (ds_dens_cons*dz_remapped).sum('remapped')\n", "\n", "# plot the depth-integrated salinity before and after transformation\n", "sal_depth.swap_dims({'j':'latitude'}).plot()\n", "sal_dens.swap_dims({'j':'latitude'}).plot(linestyle='dashed')\n", "plt.ylabel('Depth-integrated salinity (psu m)')\n", "plt.legend(('Integrated in depth space', 'Integrated in density space'))\n", "plt.title('Depth-integrated salinity of the water column:\\\n", " \\ndepth space vs density space from xarrayutils');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the two lines in this figure are on top of each other: the total salt content of the water column before transformation equals the total salt content of the water column after transformation.\n", "\n", "Next, we plot the difference in the salinity in January of 2100. " ] }, { "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": [ "# find the salinity in density space\n", "sal_dens = ds_dens_cons.where(dz_remapped>0)\n", "\n", "# plot salinity in density space\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n", "(sal_dens.squeeze().swap_dims({'j':'latitude'})\n", " ).plot.contourf(x='latitude', y='remapped', ax=ax, levels=np.arange(33, 39, 0.1))\n", "ax.set_title('Salinity \\n Jan 2100, SSP1-2.6', fontsize=18)\n", "ax.set_ylabel('latitude', fontsize=18)\n", "ax.set_ylabel('density', fontsize=18)\n", "ax.set_ylim(28, 21)\n", "ax.set_xlim(-80, 67);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 5. Evaluating the performance of xlayers\n", "xlayers uses a different algorithm from xarrayutils to transform data in one vertical coordinate system into another coordinate system. Here, we apply xlayers to the same dataset in order to compare its performance and results with those of xarrayutils." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Load xlayers\n", "from xlayers import finegrid, layers\n", "from xlayers.core import layers_apply" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# xlayers takes the locations of cell edges in a particular format, as calculated here\n", "def finegrid_metrics(levs, lev_bnds):\n", " drF = np.diff(lev_bnds, axis=1)\n", " drC = np.concatenate((np.array([levs[0]]), np.diff(levs, axis=0), np.array([lev_bnds[-1, -1]-levs[-1]])))\n", " return(drF, drC)\n", "\n", "# fine_drf is the depth of cells in the vertical and fine_drc is the height difference\n", "# between cell centers in the vertical\n", "fine_drf, fine_drc = finegrid_metrics(ds_slice.lev.values, ds.lev_bnds.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "xlayers does both regridding and remapping all in one step, but requires an initial calculation of various indices needed for binning. The output of `layers_apply` is thickness weighted i.e. \n", "\\begin{equation}\n", "O(\\rho_1 \\mbox{ to } \\rho_2)=\\int_{z(\\rho_1)}^{z(\\rho_2)} I(z) dz \\, , \n", "\\end{equation}\n", "where $I(z)$ is the input and $O(\\rho_1 \\mbox{ to } \\rho_2)$ is the output in the layer between $\\rho_1$ and $\\rho_2$.\n", "\n", "Now, we time the calculation of the thickness-weighted salinity, `sal_lay` and the thickness of each layer, `th_lay`, in density space using xlayers." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Warning: theta_in may not be monotonically ascending/descending\n", "Warning: theta_in may not be monotonically ascending/descending\n", "It takes 0.06132 seconds to perform this transformation using xlayers\n" ] } ], "source": [ "# start the timer\n", "start = time.time()\n", "\n", "# Calculated the thickness-weighted salinity using xlayers\n", "sal_lay = layers_apply(ds_slice.so.squeeze(), ds_slice.dens.squeeze(), t_vals, \n", " fine_drf, fine_drc, 10, 'lev', 'Tlev')\n", "\n", "\n", "# Calculated the thickness of each new layer (needed to back out the real salinity)\n", "# using xlayers\n", "th_lay = layers_apply(xr.ones_like(ds_slice.so.squeeze()), ds_slice.dens.squeeze(), t_vals, \n", " fine_drf, fine_drc, 10, 'lev', 'Tlev')\n", "\n", "# stop the timer\n", "end = time.time()\n", "\n", "#print how long this took\n", "print('It takes {:.5f} seconds to perform this transformation using xlayers'.format(end-start))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "xlayers generally takes about 0.05 seconds to transform this salinity field into density coordinates. In other words xlayers is at least 2x faster than xarrayutils.\n", "\n", "Again, we confirm that this algorithm conserves ocean properties by checking that the depth-integrated salinity before transformation is equal to the depth-integrated salinity after the transformation. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# find the depth integrated salinity in depth space (blue line)\n", "sal_depth = ((ds_slice.so*ds.lev_bnds.diff('bnds')).sum('lev'))\n", "\n", "# find the depth integrated salinity in density space (orange dashed line)\n", "sal_dens = sal_lay.sum('Tlev')\n", "\n", "\n", "# plot as a function of latitude\n", "sal_depth.swap_dims({'j':'latitude'}).plot()\n", "sal_dens.swap_dims({'j':'latitude'}).plot(linestyle='--')\n", "plt.title('Salt content of the water column')\n", "plt.ylabel('Depth-integrated salinity (psu m)')\n", "plt.legend(('Integrated in depth space','Integrated in density space'))\n", "plt.title('Depth-integrated salinity of the water column');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The orange dashed line is on top of the blue line, indicating that the total salt content of the water column before the transformation into density space equals the total salt content of the water column after transformation into density space.\n", "\n", "We plot the difference in salinity in January 2100. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find the salinity in density space\n", "sal_dens = sal_lay/th_lay\n", "\n", "# Plot the salinity in density space\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 5))\n", "sal_dens.plot.contourf(x='latitude',y='Tlev', levels=np.arange(33, 39, 0.1), ax=ax)\n", "ax.set_title('Salinity \\n Jan 2100, SSP1-2.6', fontsize=16)\n", "ax.set_ylabel('potential density', fontsize=14)\n", "ax.set_ylabel('latitude', fontsize=14)\n", "ax.set_ylim(28, 20)\n", "ax.set_xlim(-80 ,67);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that xarrayutils and xlayers produce very similar results, but xlayers generally produces more sensible values for salinity at the deepest density levels. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Using a cluster to examine \"wet gets wetter, dry gets drier\" pattern in density coordinates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two scenarios begin from identical initial conditions, with greenhouse gas emissions growing faster in SSP5-8.5 than in SSP1-2.6. Hence we expect that wet regions will be wetter dry regions will be drier to a greater extent in SSP5-8.5 than in SSP1-2.6.\n", "\n", "We want to compare our salinity in density space to sea surface salinity at the beginning of the simulation, in order to find out whether salty regions are getting saltier and fresh regions are getting fresher. Below, we calculate surface salinity as a function of density in the year 2015." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# This calculation is performed using the xhistogram package \n", "from xhistogram.xarray import histogram\n", "\n", "# Define density bins\n", "bins1 = np.hstack([np.arange(20.4, 28.1, 0.2)])\n", "bins2 = np.arange(20, 40, 0.1)\n", "\n", "# define salinity at the surface in 2015\n", "sss15 = ds.so.sel(experiment_id='ssp126').isel(lev=0).sel(time='2015')\n", "\n", "# define density at the surface in 2015\n", "ssd15 = ds.dens.sel(experiment_id='ssp126').isel(lev=0).sel(time='2015').chunk({'time':6})\n", "\n", "#histogram of density at surface in 2015, weighted by salinity\n", "hist_sal = histogram(ssd15, bins=[bins1], weights=sss15)\n", " \n", "#histogram of density at surface in 2015\n", "hist_dens = histogram(ssd15, bins=[bins1])\n", "\n", "#mean sea-surface salinity as a function of density\n", "mean_sal = hist_sal/hist_dens\n", " \n", "# plot\n", "mean_sal.plot(y='dens_bin')\n", "plt.gca().invert_yaxis()\n", "plt.grid()\n", "plt.xlabel('Salinity', fontsize=16)\n", "plt.ylabel('Potential Density (kg/m$^3$)', fontsize=16)\n", "plt.title('Mean sea-surface salinity near section in 2015 as a function of density');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Surface salinities on isopycnals lighter than 24kg/m$^3$ and heavier than 27kg/m$^3$ are generally salty and surface salinities on isopycnals between 24kg/m$^3$ and 27kg/m$^3$ are generally fresh. Based on this plot, we expect isopycnals with densities less than 24kg/m$^3$ to get saltier and isopycnals with densities between 24kg/m$^3$ and 27kg/m$^3$ to get fresher." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We would like to compare the salinities for the globe the whole year. However, in order to find the mean salinity in density space over the whole year, we must take the thickness-weighted average. Described in [Young 2012](https://doi.org/10.1175/JPO-D-11-0102.1), thickness weighting is important for preventing relatively thin isopycnal layers from disproportionately affecting the mean salinity. In discretized form it follows\n", "\\begin{equation}\n", "\\tilde{S}(\\rho_1 \\mbox{ to } \\rho_2)=\\frac{\\int_{t_1}^{t_2}\\int_{z(\\rho_1)}^{z(\\rho_2)} S(z) dz \\, dt}{\\int_{t_1}^{t_2}\\int_{z(\\rho_1)}^{z(\\rho_2)} dz\\, dt} \\, , \n", "\\end{equation}\n", "where $\\rho_1$ and $\\rho_2$ are the bounds of the isopycnal layer, and $\\tilde{S}$ is the thickness weighted average salinity in the density layer between $\\rho_1$ and $\\rho_2$. The thickness-weighted time and zonal average salinity for the year 2100 is plotted below. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "336d33a35d184a5eb9cc904ecf68fa16", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HTML(value='

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