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Merge pull request #1435 from knutfrode/dev
Made new example illustrating mapping of variables for CMEMS currents…
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@@ -13,6 +13,7 @@ dependencies: | |
- xarray | ||
- dask | ||
- cfgrib | ||
- cf_xarray | ||
- pygrib | ||
- xhistogram | ||
- requests | ||
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#!/usr/bin/env python | ||
""" | ||
CMEMS current components | ||
======================== | ||
The global CMEMS/copernicus ocean model contains several different surface current fields. | ||
OpenDrift will by default use the variables with "standard_name" attribute equal to what is requested from a module, typically "x_sea_water_velocity"/"y_sea_water_velocity" for currents. | ||
Note that "east/north" counterparts will also be detected, and eventual rotation will be performed automatically. | ||
This example illustrates how a "standard_name_mapping" can be added to the generic netCDF reader to chose alternative variables. | ||
The example also illustrates the alternative (experimental) mechanism of summing two readers. | ||
""" | ||
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from datetime import datetime, timedelta | ||
import cf_xarray | ||
import copernicusmarine | ||
from opendrift.models.oceandrift import OceanDrift | ||
from opendrift.readers.reader_netCDF_CF_generic import Reader | ||
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#%% | ||
# Get an Xarray dataset from copernicusmarine client | ||
ds = copernicusmarine.open_dataset(dataset_id='cmems_mod_glo_phy_anfc_merged-uv_PT1H-i') | ||
print(ds) # Default Xarray output | ||
print(ds.cf) # Output from cf-xarray | ||
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#%% | ||
# Create an OpenDrift reader from this dataset | ||
reader_default = Reader(ds, name='CMEMS default') | ||
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#%% | ||
# Mapping other variables to required standard_name's | ||
reader_tides_only = Reader(ds, standard_name_mapping={ | ||
'utide': 'x_sea_water_velocity', | ||
'vtide': 'y_sea_water_velocity', | ||
}, name='Tides only') | ||
reader_stokes = Reader(ds, standard_name_mapping={ | ||
'vsdx': 'x_sea_water_velocity', | ||
'vsdy': 'y_sea_water_velocity', | ||
}, name='Stokes only') | ||
reader_total = Reader(ds, standard_name_mapping={ | ||
'utotal': 'x_sea_water_velocity', | ||
'vtotal': 'y_sea_water_velocity', | ||
}, name='Total current') | ||
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#%% | ||
# Run and compare simulations using the different current components | ||
cases = {'Eulerian current': reader_default, | ||
'Tides only': reader_tides_only, | ||
'Stokes drift only': reader_stokes, | ||
'Total current': reader_total, | ||
'SUM: Eulerian + Tides': reader_default + reader_tides_only, # Experimental feature | ||
'SUM: Eulerian + Stokes': reader_default + reader_stokes, # Experimental feature | ||
} | ||
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simulations = [] | ||
for cname, reader in cases.items(): | ||
o = OceanDrift() | ||
o.add_reader(reader, variables=['x_sea_water_velocity', 'y_sea_water_velocity']) | ||
o.seed_elements(lon=4.8, lat=60, time=datetime(2024, 10, 31, 6)) | ||
o.run(duration=timedelta(hours=12)) | ||
simulations.append(o) | ||
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simulations[0].plot(filename='cmems_comparison.png', buffer=.05, | ||
compare=simulations[1:], legend=list(cases)) |
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