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`SwathDef.aggregate` bugs and enhancements
Problem description
SwathDef.aggregate currently works only if SwathDefinition is defined by passing lons/lats xr.DataArray with lons and lats dimensions and dask arrays.
Code Sample
import numpy as np
import dask.array as da
import xarray as xr
from pyresample.geometry import SwathDefinition
lons = np.arange(-179.75, 179.75 + 0.5, 0.5)
lats = np.arange(-89.75, 0.5, 0.5)
lons, lats = np.meshgrid(lons, lats)
# BUG: This does not work. It expects an xr.DataArray
swath_def = SwathDefinition(lons=lons, lats=lats)
swath_def.aggregate(x=2, y=1) # Downsample by factor of 2 along x
# BUG: This does not work. It expects a chunked dask array.
lons_da = xr.DataArray(lons, dims=("lats","lons"))
lats_da = xr.DataArray(lats, dims=("lats","lons"))
swath_def = SwathDefinition(lons=lons_da, lats=lats_da)
swath_def.aggregate(x=2, y=1) # Downsample by factor of 2 along x
# This works to coarse the data
lons = da.from_array(lons)
lats = da.from_array(lats)
lons_da = xr.DataArray(lons, dims=("lats","lons"))
lats_da = xr.DataArray(lats, dims=("lats","lons"))
swath_def = SwathDefinition(lons=lons_da, lats=lats_da)
swath_def.aggregate(x=2, y=1) # Downsample by factor of 2 along x
Limitations & Consistency
AreaDef.aggregate enables to also upsampling (downscaling) the area by providing x, y dimensions < 1
swath_def.aggregate(x=1/2, y=1/2) # Split each pixel in 4 pixels
In contrast, SwathDef.aggregate is able to just coarse the grid by averaging geocentric x, y, z coordinates, as dask.array coarsen accepts only accepts only x, y integers >= 1.
swath_def.aggregate(x=1/2, y=1)
swath_def.aggregate(x=1/2, y=1)
Suggested improvements
- [x] Enable
swath_def.aggregateto work also with lons/lats defined in numpy arrays - [x] Add method
area_def.upsample(straighforward) - [x] Add method
swath_def.upsample - [x] Switch name from
aggregatetodownsample?
This would address also issue https://github.com/pytroll/pyresample/issues/28
Implementation idea for swath_def.upsample
- Conversion of lons/lats to geocentric x,y,z
- Infer current "pixel" corners in x,y,z
- Define new pixel centroids in x,y,z
- Backconversion to lats/lons