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@cpelley
Created June 2, 2017 08:09
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transforming cell corners for ESMF usage
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"source": [
"import copy\n",
"import iris\n",
"import ants.tests.stock as stock\n",
"import ants\n",
"import cartopy.crs as ccrs\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
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"source": [
"# Lets create a fictitious source.\n",
"source = stock.geodetic((4, 4), with_bounds=True)\n",
"sx_coord, sy_coord = ants.utils.cube.horizontal_grid(source)\n",
"\n",
"# Lets create a fictitious target by copying the source and replacing the coordinate system with a rotated one.\n",
"target = source.copy()\n",
"tx_coord, ty_coord = ants.utils.cube.horizontal_grid(target)\n",
"tx_coord.coord_system = iris.coord_systems.GeogCS(semi_major_axis=6378137.0, semi_minor_axis=6356752.314245179)\n",
"ty_coord.coord_system = copy.copy(tx_coord.coord_system)\n",
"ty_coord.standard_name = 'grid_latitude'\n",
"tx_coord.standard_name = 'grid_longitude'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
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"outputs": [],
"source": [
"# True lat-lon crs\n",
"latlon_crs = ccrs.Geodetic()\n",
"\n",
"# Transform the coordinates of both source and target (which could be any crs) to a true lat-lon crs for usage with ESMF.\n",
"src_crs = sx_coord.coord_system.as_ants_crs().as_cartopy_crs()\n",
"tgt_crs = tx_coord.coord_system.as_ants_crs().as_cartopy_crs()\n",
"\n",
"# Get cell corners of the source as true lat lon points\n",
"x_bounds, y_bounds = np.meshgrid(sx_coord.bounds, sy_coord.bounds)\n",
"xyz = latlon_crs.transform_points(src_crs, x_bounds, y_bounds)\n",
"sx, sy = xyz[..., 0], xyz[..., 1]\n",
"\n",
"# Get cell corners of the target as true lat lon points\n",
"x_bounds, y_bounds = np.meshgrid(tx_coord.bounds, ty_coord.bounds)\n",
"xyz = latlon_crs.transform_points(tgt_crs, x_bounds, y_bounds)\n",
"tx, ty = xyz[..., 0], xyz[..., 1]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Now supply the source and target lat lons to ESMF as well as the source data for regridding..."
]
}
],
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