{ "cells": [ { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "# Diagnosing the Meridional Overturning Circulation on a tripolar grid with `sectionate`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sectionate version: 0.3.3\n" ] } ], "source": [ "import numpy as np\n", "import xgcm\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "from dask.diagnostics import ProgressBar\n", "\n", "import sectionate\n", "print(f\"Sectionate version: {sectionate.__version__}\")" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Load example model grid and transport diagnosics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from load_example_model_grid import load_MOM6_example_grid\n", "grid = load_MOM6_example_grid()\n", "ds = grid._ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Diagnosing Meridional Overturning Streamfunctions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Density vs. Nominal Latitude Overturning\n", "\n", "It is straight-forward to calculate the nominal-MOC (along the grid's nominal latitude coordinate `y`) by integrating `Y`-face velocities `X` and `Z`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 22.3 ms, sys: 21.7 ms, total: 44 ms\n", "Wall time: 49.2 ms\n" ] } ], "source": [ "rho0 = 1035. # kg/m3\n", "Sv_s_per_m3 = 1e-6\n", "Sv_s_per_kg = Sv_s_per_m3/rho0\n", "\n", "%time moc_nominal = ds.vmo.cumsum(\"sigma2_l\").sum(\"xh\").compute() * Sv_s_per_kg" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "moc_nominal.mean('time').plot(x=\"yq\", y=\"rho2_l\", vmin=-30, vmax=30, cmap=\"RdBu_r\")\n", "plt.ylim(1038, 1028);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, this is not actually the true latitudinal-MOC, which would be aligned with the `geolat` coordinate." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Density vs. Latitude Overturning\n", "\n", "Using `sectionate`, we can compute the true northward transports across each latitude band and use these to compute the true latitudinal-MOC:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def transport_across_latitude_line(grid, lat, dlon=5.):\n", " section_lons=np.arange(0., 360.+dlon, dlon)\n", " section_lats=[lat]*len(section_lons)\n", " i_c, j_c, lons_c, lats_c = sectionate.grid_section(\n", " grid,\n", " section_lons,\n", " section_lats,\n", " topology=\"MOM-tripolar\"\n", " )\n", " conv_transport = sectionate.convergent_transport(grid, i_c, j_c, layer=\"sigma2_l\", interface=\"sigma2_i\")\n", " northward_transport = -conv_transport['conv_mass_transport'].cumsum(\"sigma2_l\").sum(\"sect\")\n", " \n", " return northward_transport.expand_dims({'lat': xr.DataArray([lat], dims=('lat',))})\n", "\n", "def global_moc(grid, dlat=2.):\n", " return xr.concat([transport_across_latitude_line(grid, lat) for lat in np.arange(-76, 89., dlat)], dim=\"lat\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note**: This operation takes a long time because of the many calls to `infer_grid_path` within sectionate, which is not presently vectorized. Once the section indices are computed however, the actually extraction of transports from the mass transport diagnostics takes no longer than the alternative of `sum('xh')`. Alternatively, sectionate's sibling package [**regionate**](https://github.com/hdrake/regionate) can be used used to more directly infer sections from the boundaries of Boolean masks (e.g. `ds.geolat < lat`)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/hfdrake/code/sectionate/sectionate/section.py:726: RuntimeWarning: invalid value encountered in scalar divide\n", " return np.arccos(np.clip((np.cos(a) - np.cos(b)*np.cos(c))/(np.sin(b)*np.sin(c)), -1., 1.))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 34.8 s, sys: 1.65 s, total: 36.5 s\n", "Wall time: 37.2 s\n" ] } ], "source": [ "dlat = 2\n", "%time moc = global_moc(grid, dlat=dlat).compute() * Sv_s_per_kg" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Difference between the nominal-MOC (along the `yh` coordinate) and the latitudinal-MOC (along the `geolat` coordinate)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "plt.subplot(2,1,1)\n", "moc_nominal.mean('time').plot(x=\"yq\", y=\"rho2_l\", vmin=-30, vmax=30., cmap=\"RdBu_r\")\n", "plt.ylim(1038, 1028)\n", "plt.title(\"Residual MOC computed from xoverturning as function of nominal latitude\")\n", "\n", "plt.subplot(2,1,2)\n", "moc.mean('time').plot(x=\"lat\", y=\"rho2_l\", vmin=-30, vmax=30., cmap=\"RdBu_r\")\n", "plt.ylim(1038, 1028)\n", "plt.xlabel(fr\"latitude ({dlat}$\\degree$ bins)\");\n", "plt.title(\"Residual MOC computed from sectionate as a function of latitude\")\n", "plt.tight_layout();" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "docs_env_sectionate", "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": "3.13.5" } }, "nbformat": 4, "nbformat_minor": 4 }