Add land cover analysis for MD, UA (Quick & Dirty).
This commit is contained in:
euronion
parent
08ad16a962
commit
3e14156709
48
Snakefile
48
Snakefile
@ -66,6 +66,43 @@ if config['enable'].get('retrieve_databundle', True):
|
||||
log: "logs/retrieve_databundle.log"
|
||||
script: 'scripts/retrieve_databundle.py'
|
||||
|
||||
# Downloading Copernicus Global Land Cover for land cover and land use:
|
||||
# Website: https://land.copernicus.eu/global/products/lc
|
||||
rule download_copernicus_land_cover:
|
||||
input:
|
||||
HTTP.remote(
|
||||
"zenodo.org/record/3939050/files/PROBAV_LC100_global_v3.0.1_2019-nrt_Discrete-Classification-map_EPSG-4326.tif",
|
||||
static=True,
|
||||
),
|
||||
output:
|
||||
"resources/Copernicus_LC100_global_v3.0.1_2019-nrt_Discrete-Classification-map_EPSG-4326.tif",
|
||||
shell:
|
||||
"mv {input} {output}"
|
||||
|
||||
rule determine_availability_matrix_MD_UA:
|
||||
input:
|
||||
copernicus="resources/Copernicus_LC100_global_v3.0.1_2019-nrt_Discrete-Classification-map_EPSG-4326.tif",
|
||||
gebco=lambda w: ("data/bundle/GEBCO_2014_2D.nc"
|
||||
if "max_depth" in config["renewable"][w.technology].keys()
|
||||
else []),
|
||||
country_shapes='resources/country_shapes.geojson',
|
||||
offshore_shapes='resources/offshore_shapes.geojson',
|
||||
regions=lambda w: ("resources/regions_onshore.geojson"
|
||||
if w.technology in ('onwind', 'solar')
|
||||
else "resources/regions_offshore.geojson"),
|
||||
cutout=lambda w: "cutouts/" + config["renewable"][w.technology]['cutout'] + ".nc"
|
||||
output:
|
||||
availability_matrix="resources/availability_matrix_MD-UA_{technology}.nc",
|
||||
log:
|
||||
"logs/determine_availability_matrix_MD_UA_{technology}.log",
|
||||
benchmark:
|
||||
"benchmarks/determine_availability_matrix_MD_UA_{technology}.log",
|
||||
threads:
|
||||
ATLITE_NPROCESSES
|
||||
resources:
|
||||
mem_mb=ATLITE_NPROCESSES * 5000
|
||||
notebook:
|
||||
"scripts/determine_availability_matrix_MD_UA.py.ipynb"
|
||||
|
||||
rule retrieve_load_data:
|
||||
input: HTTP.remote("data.open-power-system-data.org/time_series/2019-06-05/time_series_60min_singleindex.csv", keep_local=True, static=True)
|
||||
@ -182,6 +219,14 @@ if config['enable'].get('retrieve_natura_raster', True):
|
||||
run: move(input[0], output[0])
|
||||
|
||||
|
||||
# Optional input when having Ukraine (UA) or Moldova (MD) in the countries list
|
||||
if {"UA", "MD"}.intersection(set(config["countries"])):
|
||||
opt = {
|
||||
"availability_matrix_MD_UA":"resources/availability_matrix_MD-UA_{technology}.nc"
|
||||
}
|
||||
else:
|
||||
opt = {}
|
||||
|
||||
rule build_renewable_profiles:
|
||||
input:
|
||||
base_network="networks/base.nc",
|
||||
@ -195,7 +240,8 @@ rule build_renewable_profiles:
|
||||
regions=lambda w: ("resources/regions_onshore.geojson"
|
||||
if w.technology in ('onwind', 'solar')
|
||||
else "resources/regions_offshore.geojson"),
|
||||
cutout=lambda w: "cutouts/" + config["renewable"][w.technology]['cutout'] + ".nc"
|
||||
cutout=lambda w: "cutouts/" + config["renewable"][w.technology]['cutout'] + ".nc",
|
||||
**opt,
|
||||
output: profile="resources/profile_{technology}.nc",
|
||||
log: "logs/build_renewable_profile_{technology}.log"
|
||||
benchmark: "benchmarks/build_renewable_profiles_{technology}"
|
||||
|
||||
@ -260,6 +260,12 @@ if __name__ == '__main__':
|
||||
else:
|
||||
availability = cutout.availabilitymatrix(regions, excluder, **kwargs)
|
||||
|
||||
# For Moldova and Ukraine: Overwrite parts not covered by Corine with
|
||||
# externally determined available areas
|
||||
if "availability_matrix_MD_UA" in snakemake.input:
|
||||
availability_MDUA = xr.open_dataarray(snakemake.input["availability_matrix_MD_UA"])
|
||||
availability.loc[availability_MDUA.coords] = availability_MDUA
|
||||
|
||||
area = cutout.grid.to_crs(3035).area / 1e6
|
||||
area = xr.DataArray(area.values.reshape(cutout.shape),
|
||||
[cutout.coords['y'], cutout.coords['x']])
|
||||
|
||||
126
scripts/determine_availability_matrix_MD_UA.py.ipynb
Normal file
126
scripts/determine_availability_matrix_MD_UA.py.ipynb
Normal file
@ -0,0 +1,126 @@
|
||||
{
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"id": "1f7daec4",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import progressbar as pgb\n",
|
||||
"import geopandas as gpd\n",
|
||||
"import xarray as xr\n",
|
||||
"import numpy as np\n",
|
||||
"import functools\n",
|
||||
"import atlite\n",
|
||||
"import logging\n",
|
||||
"import time\n",
|
||||
"import matplotlib.pyplot as plt\n",
|
||||
"from _helpers import mock_snakemake\n",
|
||||
"\n",
|
||||
"from _helpers import configure_logging\n",
|
||||
"\n",
|
||||
"logger = logging.getLogger(__name__)\n",
|
||||
"\n",
|
||||
"if __name__ == '__main__':\n",
|
||||
" if 'snakemake' not in globals():\n",
|
||||
" from _helpers import mock_snakemake\n",
|
||||
" snakemake = mock_snakemake('determine_availability_matrix_MD_UA', technology='solar')\n",
|
||||
" configure_logging(snakemake)\n",
|
||||
" pgb.streams.wrap_stderr()\n",
|
||||
"\n",
|
||||
" nprocesses = snakemake.config['atlite'].get('nprocesses')\n",
|
||||
" noprogress = not snakemake.config['atlite'].get('show_progress', True)\n",
|
||||
" config = snakemake.config['renewable'][snakemake.wildcards.technology]\n",
|
||||
"\n",
|
||||
" cutout = atlite.Cutout(snakemake.input['cutout'])\n",
|
||||
" regions = gpd.read_file(snakemake.input.regions).set_index('name').rename_axis('bus')\n",
|
||||
" buses = regions.index\n",
|
||||
"\n",
|
||||
" excluder = atlite.ExclusionContainer(crs=3035, res=100)\n",
|
||||
"\n",
|
||||
" corine = config.get(\"corine\", {})\n",
|
||||
" if \"grid_codes\" in corine:\n",
|
||||
" \n",
|
||||
" # Land cover codes to emulate CORINE results\n",
|
||||
" if snakemake.wildcards.technology == \"solar\":\n",
|
||||
" codes = [20, 30, 40, 50, 60, 90, 100]\n",
|
||||
" elif snakemake.wildcards.technology == \"onwind\":\n",
|
||||
" codes = [20, 30, 40, 60, 100, 111, 112, 113, 114, 115, 116, 121, 122, 123, 124, 125, 126]\n",
|
||||
" elif snakemake.wildcards.technology == \"offshore-ac\":\n",
|
||||
" codes = [80, 200]\n",
|
||||
" elif snakemake.wildcards.technology == \"offshore-dc\":\n",
|
||||
" codes = [80, 200]\n",
|
||||
" else:\n",
|
||||
" assert False, \"technology not supported\"\n",
|
||||
" \n",
|
||||
" excluder.add_raster(snakemake.input.copernicus, codes=codes, invert=True, crs=\"EPSG:4326\")\n",
|
||||
" if \"distance\" in corine and corine.get(\"distance\", 0.) > 0.:\n",
|
||||
" # Land cover codes to emulate CORINE results\n",
|
||||
" if snakemake.wildcards.technology == \"onwind\":\n",
|
||||
" codes = [50]\n",
|
||||
" else:\n",
|
||||
" assert False, \"technology not supported\"\n",
|
||||
" \n",
|
||||
" buffer = corine[\"distance\"]\n",
|
||||
" excluder.add_raster(snakemake.input.copernicus, codes=codes, buffer=buffer, crs=\"EPSG:4326\")\n",
|
||||
"\n",
|
||||
" if \"max_depth\" in config:\n",
|
||||
" # lambda not supported for atlite + multiprocessing\n",
|
||||
" # use named function np.greater with partially frozen argument instead\n",
|
||||
" # and exclude areas where: -max_depth > grid cell depth\n",
|
||||
" func = functools.partial(np.greater,-config['max_depth'])\n",
|
||||
" excluder.add_raster(snakemake.input.gebco, codes=func, crs=4236, nodata=-1000)\n",
|
||||
"\n",
|
||||
" if 'min_shore_distance' in config:\n",
|
||||
" buffer = config['min_shore_distance']\n",
|
||||
" excluder.add_geometry(snakemake.input.country_shapes, buffer=buffer)\n",
|
||||
"\n",
|
||||
" if 'max_shore_distance' in config:\n",
|
||||
" buffer = config['max_shore_distance']\n",
|
||||
" excluder.add_geometry(snakemake.input.country_shapes, buffer=buffer, invert=True)\n",
|
||||
"\n",
|
||||
" kwargs = dict(nprocesses=nprocesses, disable_progressbar=noprogress)\n",
|
||||
" if noprogress:\n",
|
||||
" logger.info('Calculate landuse availabilities...')\n",
|
||||
" start = time.time()\n",
|
||||
" availability = cutout.availabilitymatrix(regions, excluder, **kwargs)\n",
|
||||
" duration = time.time() - start\n",
|
||||
" logger.info(f'Completed availability calculation ({duration:2.2f}s)')\n",
|
||||
" else:\n",
|
||||
" availability = cutout.availabilitymatrix(regions, excluder, **kwargs)\n",
|
||||
"\n",
|
||||
" # Limit results only to buses for UA and MD\n",
|
||||
" buses = regions.loc[regions[\"country\"].isin([\"UA\",\"MD\"])].index.values\n",
|
||||
" availability = availability.sel(bus=buses)\n",
|
||||
" \n",
|
||||
" # Save and plot for verification\n",
|
||||
" availability.to_netcdf(snakemake.output[\"availability_matrix\"])\n",
|
||||
" #availability.sum(dim=\"bus\").plot()\n",
|
||||
" #plt.title(technology)\n",
|
||||
" #plt.show()"
|
||||
]
|
||||
}
|
||||
],
|
||||
"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": "3.8.12"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 5
|
||||
}
|
||||
Loading…
Reference in New Issue
Block a user