Current from drifter

from datetime import datetime, timedelta
from opendrift.readers import reader_current_from_drifter
from opendrift.models.oceandrift import OceanDrift


o = OceanDrift(loglevel=20)
o.set_config('environment:fallback:land_binary_mask', 0)
13:14:12 INFO    opendrift.models.basemodel:529: OpenDriftSimulation initialised (version 1.11.2 / v1.11.2-11-g21e4c60)

We make a reader which reconstructs the ocean current from observed time series of a drifter This is actual data of SLDMB/Code drifter as used in this study: Jones, C.E., Dagestad, K.-F., Breivik, O., Holt, B., Rohrs, J., Christensen, K.H., Espeseth, M.M., Brekke, C., Skrunes, S. (2016): Measurement and modeling of oil slick transport. Journal of Geophysical Research - Oceans, Volume 121, Issue 10, October 2016, Pages 7759-7775. DOI: 10.1002/2016JC012113.

drifterlons = [2.407376, 2.405140, 2.403248, 2.401872, 2.400152, 2.398518, 2.397056, 2.395766, 2.394476, 2.393358, 2.392584, 2.391810, 2.390606, 2.389316, 2.388628, 2.388370, 2.387940, 2.387510, 2.387338, 2.387166, 2.387252, 2.387338, 2.387682, 2.387854, 2.388284, 2.388628, 2.389230, 2.390004, 2.390434, 2.390692, 2.391380, 2.391896, 2.392068, 2.392154, 2.392068, 2.391896, 2.391896, 2.391896, 2.391638, 2.391380, 2.391208, 2.391036, 2.390692, 2.390090, 2.389660, 2.389058, 2.388628]
drifterlats = [60.034740, 60.033880, 60.033106, 60.032246, 60.031300, 60.030182, 60.028892, 60.027602, 60.026656, 60.025538, 60.024420, 60.023388, 60.022442, 60.021496, 60.020378, 60.019346, 60.018572, 60.017626, 60.016852, 60.016164, 60.015734, 60.015304, 60.014616, 60.014100, 60.013670, 60.013412, 60.013240, 60.013068, 60.013154, 60.013412, 60.013584, 60.013842, 60.014186, 60.014616, 60.015218, 60.015820, 60.016594, 60.017454, 60.018400, 60.019346, 60.020464, 60.021410, 60.022442, 60.023474, 60.024678, 60.025882, 60.026914]
drifterlats = drifterlats[::-1]
drifterlons = drifterlons[::-1]
driftertimes = [datetime(2015, 6, 10, 5, 50) +
    timedelta(minutes=10)*i for i in range(len(drifterlons))]

r = reader_current_from_drifter.Reader(
        lons=drifterlons, lats=drifterlats, times=driftertimes)
o.add_reader(r)

We seed elements within polygon, as could have been extracted from remote sensing imagery

lons = [2.39, 2.391, 2.392, 2.393, 2.394, 2.393, 2.392, 2.391, 2.39]
lats = [60.02, 60.02, 60.019, 60.02, 60.021, 60.022, 60.021, 60.021, 60.02]
o.seed_within_polygon(lons=lons, lats=lats,
                      number=2000, time=r.start_time)
13:14:12 INFO    opendrift.models.basemodel.environment:220: Adding a dynamical landmask with max. priority based on assumed maximum speed of 1.0 m/s. Adding a customised landmask may be faster...
13:14:18 INFO    opendrift.models.basemodel.environment:247: Fallback values will be used for the following variables which have no readers:
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_height: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    x_wind: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    y_wind: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    upward_sea_water_velocity: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    ocean_vertical_diffusivity: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wave_significant_height: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wave_stokes_drift_x_velocity: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wave_stokes_drift_y_velocity: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wave_period_at_variance_spectral_density_maximum: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wave_mean_period_from_variance_spectral_density_second_frequency_moment: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_swell_wave_to_direction: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_swell_wave_peak_period_from_variance_spectral_density: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_swell_wave_significant_height: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wind_wave_to_direction: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wind_wave_mean_period: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_surface_wind_wave_significant_height: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    surface_downward_x_stress: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    surface_downward_y_stress: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    turbulent_kinetic_energy: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    turbulent_generic_length_scale: 0.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    ocean_mixed_layer_thickness: 50.000000
13:14:18 INFO    opendrift.models.basemodel.environment:250:    sea_floor_depth_below_sea_level: 10000.000000

Finally running simulation

o.run(end_time=r.end_time, time_step=r.time_step)

o.animation(buffer=.01, fast=True, drifter={'time': driftertimes, 'lon': drifterlons, 'lat': drifterlats,
    'label': 'CODE Drifter', 'color': 'b', 'linewidth': 2, 'markersize': 40})
13:14:18 INFO    opendrift.models.basemodel:908: Using existing reader for land_binary_mask
13:14:18 INFO    opendrift.models.basemodel:920: All points are in ocean
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 05:50:00 - step 1 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 06:00:00 - step 2 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 06:10:00 - step 3 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 06:20:00 - step 4 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 06:30:00 - step 5 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 06:40:00 - step 6 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 06:50:00 - step 7 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 07:00:00 - step 8 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 07:10:00 - step 9 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 07:20:00 - step 10 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 07:30:00 - step 11 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 07:40:00 - step 12 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 07:50:00 - step 13 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 08:00:00 - step 14 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 08:10:00 - step 15 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 08:20:00 - step 16 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 08:30:00 - step 17 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 08:40:00 - step 18 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 08:50:00 - step 19 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 09:00:00 - step 20 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 09:10:00 - step 21 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 09:20:00 - step 22 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 09:30:00 - step 23 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 09:40:00 - step 24 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 09:50:00 - step 25 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 10:00:00 - step 26 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 10:10:00 - step 27 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 10:20:00 - step 28 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 10:30:00 - step 29 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 10:40:00 - step 30 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 10:50:00 - step 31 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 11:00:00 - step 32 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 11:10:00 - step 33 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 11:20:00 - step 34 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 11:30:00 - step 35 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 11:40:00 - step 36 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 11:50:00 - step 37 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 12:00:00 - step 38 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 12:10:00 - step 39 of 45 - 2000 active elements (0 deactivated)
13:14:18 INFO    opendrift.models.basemodel:2011: 2015-06-10 12:20:00 - step 40 of 45 - 2000 active elements (0 deactivated)
13:14:19 INFO    opendrift.models.basemodel:2011: 2015-06-10 12:30:00 - step 41 of 45 - 2000 active elements (0 deactivated)
13:14:19 INFO    opendrift.models.basemodel:2011: 2015-06-10 12:40:00 - step 42 of 45 - 2000 active elements (0 deactivated)
13:14:19 INFO    opendrift.models.basemodel:2011: 2015-06-10 12:50:00 - step 43 of 45 - 2000 active elements (0 deactivated)
13:14:19 INFO    opendrift.models.basemodel:2011: 2015-06-10 13:00:00 - step 44 of 45 - 2000 active elements (0 deactivated)
13:14:19 INFO    opendrift.models.basemodel:2011: 2015-06-10 13:10:00 - step 45 of 45 - 2000 active elements (0 deactivated)
13:14:19 WARNING opendrift.models.basemodel:2378: Plotting fast. This will make your plots less accurate.
/opt/conda/envs/opendrift/lib/python3.11/site-packages/cartopy/mpl/geoaxes.py:1696: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored
  result = super().scatter(*args, **kwargs)
13:14:20 INFO    opendrift.models.basemodel:4562: Saving animation to /root/project/docs/source/gallery/animations/example_current_from_drifter_0.gif...
13:14:28 INFO    opendrift.models.basemodel:3002: Time to make animation: 0:00:09.296142
../_images/example_current_from_drifter_0.gif

Drifter track is shown in red, and simulated trajectories are shown in gray. Oil spill is displaced relative to drifter, but drifter current is assumed to be spatially homogeneous.

o.plot(buffer=.01, fast=True, drifter={
        'lon': drifterlons, 'lat': drifterlats,
        'time': driftertimes, 'linewidth': 2, 'color': 'r'})
OpenDrift - OceanDrift 2015-06-10 05:50 to 2015-06-10 13:20 UTC (46 steps)
13:14:28 WARNING opendrift.models.basemodel:2378: Plotting fast. This will make your plots less accurate.

(<GeoAxes: title={'center': 'OpenDrift - OceanDrift\n2015-06-10 05:50 to 2015-06-10 13:20 UTC (46 steps)'}>, <Figure size 714.948x1100 with 1 Axes>)

Total running time of the script: (0 minutes 24.974 seconds)

Gallery generated by Sphinx-Gallery