{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Masking and extrapolation in xESMF\n", "\n", "(contributed by [Raphael Dussin](https://github.com/raphaeldussin), based on\n", "previous work from [jhamman](https://github.com/jhamman),\n", "[RondeauG](https://github.com/RondeauG), [trondkr](https://github.com/trondkr)\n", "and others)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, xESMF treats NaNs like regular values hence potentially resulting in\n", "missing values bleeding into the regridded field and creating insconsistencies\n", "in the resulting masked array. To overcome this issue, we can use explicit\n", "masking of the source and target grids.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import xesmf\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparing the grids\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this tutorial, we're using a dataset from the ROMS ocean model from this\n", "[xarray tutorial](http://xarray.pydata.org/en/stable/examples/ROMS_ocean_model.html)\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ds = xr.tutorial.open_dataset(\"ROMS_example.nc\", chunks={\"ocean_time\": 1})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use conservative regidding, we need the cells corners. Since they are not\n", "provided, we are creating some using a crude approximation. **Please don't try\n", "this at home!**\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lon_centers = ds[\"lon_rho\"].values\n", "lat_centers = ds[\"lat_rho\"].values\n", "\n", "lon_corners = 0.25 * (\n", " lon_centers[:-1, :-1]\n", " + lon_centers[1:, :-1]\n", " + lon_centers[:-1, 1:]\n", " + lon_centers[1:, 1:]\n", ")\n", "\n", "lat_corners = 0.25 * (\n", " lat_centers[:-1, :-1]\n", " + lat_centers[1:, :-1]\n", " + lat_centers[:-1, 1:]\n", " + lat_centers[1:, 1:]\n", ")\n", "\n", "ds[\"lon_psi\"] = xr.DataArray(data=lon_corners, dims=(\"eta_psi\", \"xi_psi\"))\n", "ds[\"lat_psi\"] = xr.DataArray(data=lat_corners, dims=(\"eta_psi\", \"xi_psi\"))\n", "\n", "ds = ds.assign_coords({\"lon_psi\": ds[\"lon_psi\"], \"lat_psi\": ds[\"lat_psi\"]})\n", "\n", "# remove exterior rho points and cut 9 extra points to make\n", "# zeta divisible by 10 for coarsening\n", "ds = ds.isel(\n", " eta_rho=slice(1, -10),\n", " xi_rho=slice(1, -10),\n", " eta_psi=slice(0, -9),\n", " xi_psi=slice(0, -9),\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also need a coarse resolution grid. We're going to build one by coarsening\n", "the ROMS dataset. **coarsen.mean()** typically works as a nan-mean on the 10x10\n", "blocks of the grid so the resulting land mask looks like a flooded version of\n", "the original.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "ds_coarse = xr.Dataset()\n", "\n", "ds_coarse[\"zeta\"] = xr.DataArray(\n", " ds[\"zeta\"].coarsen(xi_rho=10, eta_rho=10).mean().values,\n", " dims=(\"ocean_time\", \"eta_rho\", \"xi_rho\"),\n", ")\n", "# we want to subsample coordinates instead of coarsening them\n", "ds_coarse[\"lon_rho\"] = xr.DataArray(\n", " ds[\"lon_rho\"].values[::10, ::10], dims=(\"eta_rho\", \"xi_rho\")\n", ")\n", "ds_coarse[\"lon_psi\"] = xr.DataArray(\n", " ds[\"lon_psi\"].values[::10, ::10], dims=(\"eta_psi\", \"xi_psi\")\n", ")\n", "ds_coarse[\"lat_rho\"] = xr.DataArray(\n", " ds[\"lat_rho\"].values[::10, ::10], dims=(\"eta_rho\", \"xi_rho\")\n", ")\n", "ds_coarse[\"lat_psi\"] = xr.DataArray(\n", " ds[\"lat_psi\"].values[::10, ::10], dims=(\"eta_psi\", \"xi_psi\")\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now have our 2 grids to test the masking in xESMF. Now let's say we want to\n", "conservatively remap the fine ocean model output onto the coarse resolution\n", "grid.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds[\"zeta\"].isel(ocean_time=0).plot()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_coarse[\"zeta\"].isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regridding without a mask\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As usual, xESMF expects fixed variable names for longitude/latitude in cell\n", "centers and corners:\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "ds[\"lon\"] = ds[\"lon_rho\"]\n", "ds[\"lat\"] = ds[\"lat_rho\"]\n", "ds[\"lon_b\"] = ds[\"lon_psi\"]\n", "ds[\"lat_b\"] = ds[\"lat_psi\"]\n", "\n", "ds_coarse[\"lon\"] = ds_coarse[\"lon_rho\"]\n", "ds_coarse[\"lat\"] = ds_coarse[\"lat_rho\"]\n", "ds_coarse[\"lon_b\"] = ds_coarse[\"lon_psi\"]\n", "ds_coarse[\"lat_b\"] = ds_coarse[\"lat_psi\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our first test, there is no masking involved and we define the regridder the\n", "typical way:\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "regrid_nomask = xesmf.Regridder(ds, ds_coarse, method=\"conservative\")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "zeta_remapped = regrid_nomask(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because of the missing values (NaNs) bleeding into the regridding, we end up\n", "with a land mask that is much bigger than the one of the coarse grid. That's\n", "where masking is gonna help us getting it right.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regridding with a mask\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use masking, we need to add a dataarray named **mask** to our datasets. Let's\n", "define our masks on the high and coarse resolution grids from the missing values\n", "in the zeta array:\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "ds[\"mask\"] = xr.where(~np.isnan(ds[\"zeta\"].isel(ocean_time=0)), 1, 0)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds[\"mask\"].plot(cmap=\"binary_r\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "ds_coarse[\"mask\"] = xr.where(\n", " ~np.isnan(ds_coarse[\"zeta\"].isel(ocean_time=0)), 1, 0\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_coarse[\"mask\"].plot(cmap=\"binary_r\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try to regrid again:\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "regrid_mask = xesmf.Regridder(ds, ds_coarse, method=\"conservative_normed\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "zeta_remapped = regrid_mask(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have our conservative remapping consistent with the coarse grid, yay!!\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Limitations and warnings\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- mask can only be 2D (ESMF design) so regridding a 3D field requires to\n", " generate regridding weights for each vertical level.\n", "\n", "- conservative method will give you a normalization by the total area of the\n", " target cell. Except for some specific cases, you probably want to use\n", " conservative_normed.\n", "\n", "- results with other methods (e.g. bilinear) may not give masks consistent with\n", " the coarse grid.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1. Conservative (un-normed) example\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regrid_masked2 = xesmf.Regridder(ds, ds_coarse, method=\"conservative\")\n", "zeta_remapped2 = regrid_masked2(ds[\"zeta\"])\n", "zeta_remapped2.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. Bilinear example\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regrid_masked3 = xesmf.Regridder(ds, ds_coarse, method=\"bilinear\")\n", "zeta_remapped3 = regrid_masked3(ds[\"zeta\"])\n", "zeta_remapped3.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adaptive masking\n", "\n", "The adaptive masking technique allows the reuse of weights for equal 2D fields\n", "that are only masked differently (eg. 3D fields with different land-sea masks /\n", "orography masks for each model layer or fields with masks varying over time). It\n", "is applicable for the **conservative**, **patch** and **bilinear** remapping\n", "methods and will either mask target cells or renormalize their resulting value,\n", "depending on how big of a fraction of the overlapping source grid cells is\n", "masked.\n", "\n", "To use adaptive masking, the parameter **skipna** (and optionally also\n", "**na_thres**) has to be specified when applying the remapping weights, eg.:\n", "\n", "```python\n", "ds_remapped = regridder(ds, [...] , skipna=True, na_thres=.25)\n", "```\n", "\n", "In case **skipna** is active, a given output point is set to NaN only if the\n", "ratio of missing values exceeds the threshold level set by **na_thres**, and\n", "else, a renormalization is conducted. For instance, when the center of a cell is\n", "computed linearly from its four corners, one of which is missing, the output\n", "value is set to NaN if na_thres is smaller than 0.25. Else, a renormalization is\n", "conducted.\n", "\n", "**na_thres** can be any value in the interval [0., 1.] (the **default\n", "being 1.**), with `na_thres = 0.` meaning that adaptive masking will not have\n", "any effect. With the setting `na_thres = 1.`, applying adaptive masking together\n", "with **conservative** weights is indistinguishable from applying\n", "**conservative_normed** weights (including a defined mask, as it has been shown\n", "in an example above).\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Applying the 'conservative' weights without defined mask from an example above\n", "# with active adaptive masking and the default na_thres=1.\n", "zeta_remapped = regrid_nomask(ds[\"zeta\"], skipna=True)\n", "zeta_remapped.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extrapolation\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we saw in the previous example, the bilinear interpolation was not providing\n", "a value at all the destination points. This is where the extrapolation becomes\n", "useful. xESMF allows to use the ESMF algorithms described in this\n", "[section of the ESMF documentation](http://earthsystemmodeling.org/docs/release/ESMF_8_0_1/ESMF_refdoc/node9.html#SECTION090117000000000000000).\n", "xESMF provides several extrapolation options to fill missing values outside the\n", "source domain:\n", "\n", "- `nearest_s2d`: assigns values from the nearest valid source cell.\n", "- `inverse_dist`: computes a weighted average of nearby source cells using\n", " inverse-distance weighting.\n", "- `creep_fill`: iteratively propagates values from valid cells into neighboring\n", " missing regions.\n", "\n", "Please refer to the aforementioned documentation for more details.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Extrapolation with `nearest_s2d`\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "regrid_extrap_nearest_s2d = xesmf.Regridder(\n", " ds, ds_coarse, method=\"bilinear\", extrap_method=\"nearest_s2d\"\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "zeta_remapped_extrap_nearest_s2d = regrid_extrap_nearest_s2d(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped_extrap_nearest_s2d.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Extrapolation with `creep_fill`\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unlike nearest-neighbor approaches, `creep_fill` produces smoother and more\n", "physically consistent fields because it propagates information gradually across\n", "neighboring cells instead of introducing sharp, pointwise jumps. When using\n", "`creep_fill`, a few constraints must be respected:\n", "\n", "- `extrap_num_levels` must be explicitly provided\n", "- `creep_fill` cannot be used together with conservative or conservative_normed\n", " regridding.\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "regrid_extrap_creep_fill = xesmf.Regridder(\n", " ds,\n", " ds_coarse,\n", " method=\"bilinear\",\n", " extrap_method=\"creep_fill\",\n", " extrap_num_levels=10,\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "zeta_remapped_extrap_creep_fill = regrid_extrap_creep_fill(ds[\"zeta\"])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "zeta_remapped_extrap_creep_fill.isel(ocean_time=0).plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Avoid extrapolation when remapping to a larger domain with the `nearest_s2d` method\n", "\n", "When remapping to a larger domain with the `nearest_s2d` method, target grid\n", "cells outside the original source domain will get the value of the closest\n", "source grid cell at the domain edge, independent of the selected\n", "`extrap_method`. This can be an undesired behaviour. Please see\n", "[Curvilinear Grid - Undesired Extrapolation](Curvilinear_grid.ipynb#Undesired-extrapolation)\n", "for more details.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.4" } }, "nbformat": 4, "nbformat_minor": 4 }