{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Sensitivity of biofouling parameters - Plastic pollution from Croatian fishing vessels\n", "In this example, we will use `plasticparcels` to run a basic simulation of microplastic pollution emitted from Croatian registered fishing vessels. We will use the [Open-sea fishing-related plastic emissions dataset](https://plastic.parcels-code.org/en/latest/initialisationmaps.html#open-sea-fishing-related-plastic-emissions) to release virtual particles in ocean model grid cells, using the 3D velocity fields to advect the particles. We also include the effects of biofouling and Stokes drift on the particles. We will run two simulations, one with the default biofouling parameters, and another where we vary some of the biofouling parameters.\n", "
\n", "\n", "Note: To run this example you will need to download the hydrodynamic, physical, and biogeochemical model data described [here](https://plastic.parcels-code.org/en/latest/index.html#required-data).\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Library imports\n", "from datetime import datetime, timedelta\n", "\n", "# Parcels and PlasticParcels imports\n", "import plasticparcels as pp\n", "\n", "# Plotting imports\n", "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "import xarray as xr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load settings\n", "We first load in the model settings, and define the simulation settings. For this simulation, we will release the particles at midnight on January 1st 2019. The particle trajectories will be 30 days long, saving the their position every 12 hours. We also set the advection timestep to 20 minutes.\n", "\n", "We will also download the necessary release location files (if they are not already downloaded). In our case, as we expect our particles to remain in the Mediterranean Sea, we include `indices` in our ocean model to help speed up the file IO." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load the model settings\n", "settings_file = 'docs/examples/example_Greece_coast_settings.json'\n", "settings = pp.utils.load_settings(settings_file)\n", "\n", "# Download the mask and release data\n", "settings = pp.utils.download_plasticparcels_dataset('NEMO0083', settings, 'input_data')\n", "\n", "# Set ocean model indices\n", "settings['ocean']['indices'] = {'lon':range(3300, 4000), 'lat':range(1850, 2400)}" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Create the simulation settings\n", "settings['simulation'] = {\n", " 'startdate': datetime.strptime('2019-01-01-00:00:00', '%Y-%m-%d-%H:%M:%S'), # Start date of simulation\n", " 'runtime': timedelta(days=30), # Runtime of simulation\n", " 'outputdt': timedelta(hours=12), # Timestep of output\n", " 'dt': timedelta(minutes=20), # Timestep of advection\n", " }\n", "\n", "# Overwrite some settings\n", "settings['use_3D'] = True\n", "settings['use_biofouling'] = True\n", "settings['use_stokes'] = True\n", "settings['use_wind'] = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we define our release settings and plastic particle type. In this example we will use the `fisheries` release type (see [here](https://plastic.parcels-code.org/en/latest/initialisationmaps.html) for more detail), selecting only release locations related to Croatian fishing vessels. We will simulate the pathways of plastic particles that are 0.1mm in diameter. We will give the plastic particles a denisity of 1028 kg/m3." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Create the particle release settings\n", "settings['release'] = {\n", " 'initialisation_type': 'fisheries',\n", " 'country': 'Croatia',\n", "}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Create the plastic type settings\n", "settings['plastictype'] = {\n", " 'wind_coefficient' : 0.0, # Percentage of wind to apply to particles\n", " 'plastic_diameter' : 0.001, # Plastic particle diameter (m)\n", " 'plastic_density' : 1028., # Plastic particle density (kg/m^3)\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Create a `FieldSet`, `ParticleSet` and `Kernel` list\n", "Here we create the necessary `Parcels` objects to run our simulation. The `FieldSet` contains all the hydrodynamic, wind, and wave data required for our simulation. The `ParticleSet` is a set of particles initialised along the Greek coastline, and the `Kernel` list is a list of kernels that will be applied to these particles. A useful overview of these `Parcels` objects can be found [here](https://docs.parcels-code.org/en/latest/examples/tutorial_parcels_structure.html)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Flipping lat data from North-South to South-North. Note that this may lead to wrong sign for meridional velocity, so tread very carefully\n" ] } ], "source": [ "# Create the fieldset\n", "fieldset = pp.constructors.create_fieldset(settings)\n", "\n", "# Create the particleset\n", "pset = pp.constructors.create_particleset_from_map(fieldset, settings)\n", "\n", "# Create the applicable kernels to the plastic particles\n", "kernels = pp.constructors.create_kernel(fieldset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the runtime, the timestepping, and the output frequency of the simulation from the settings." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "runtime = settings['simulation']['runtime']\n", "dt = settings['simulation']['dt']\n", "outputdt = settings['simulation']['outputdt']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the simulation\n", "To run the simulation we create a `ParticleFile` that will store the trajectory information of all particles at the specified output timestep. We then `execute` the simulation with the specified runtime and timestepping." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Create the particle file where output will be stored\n", "pfile = pp.ParticleFile('example_Croatia_fisheries.zarr', pset, settings=settings, outputdt=outputdt)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Output files are stored in example_Croatia_fisheries.zarr.\n", "100%|██████████| 2592000.0/2592000.0 [07:49<00:00, 5524.98it/s]\n" ] } ], "source": [ "# Execute the simulation\n", "pset.execute(kernels, runtime=runtime, dt=dt, output_file=pfile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the trajectories\n", "Finally, we produce a simple 'spaghetti' plot of the trajectories to visualise their pathways. To understand how to work with `PlasticParcels` output, please see the `Parcels` tutorial [here](https://docs.parcels-code.org/en/latest/examples/tutorial_output.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the ParticleFile\n", "ds = xr.open_zarr('example_Croatia_fisheries.zarr')\n", "\n", "# Plot the trajectories\n", "ax = plt.subplot(111, projection=ccrs.PlateCarree())\n", "ax.plot(ds['lon'].T, ds['lat'].T, transform=ccrs.PlateCarree(), zorder=0)\n", "ax.add_feature(cfeature.LAND, zorder=1)\n", "ax.coastlines(zorder=2)\n", "ax.gridlines(draw_labels=True, zorder=3)\n", "ax.set_extent([10, 20, 34, 48], crs=ccrs.PlateCarree())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Varying the biofouling parameters\n", "Now, we will run a simulation where we vary some of the parameters in the biofouling kernel. Let's first look at what parameter values we can play with." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'biofilm_density': 1388.0,\n", " 'algae_cell_volume': 2e-16,\n", " 'K': 1.3805834190672156e-23,\n", " 'R20': 1.1574074074074074e-06,\n", " 'Q10': 2.13,\n", " 'Gamma': 2.0,\n", " 'carbon_molecular_weight': 12.0,\n", " 'collision_probability': 1.0,\n", " 'algae_mortality_rate': 1.0,\n", " 'algae_respiration_f': 1.0}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "settings['bgc']['constants']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's vary the collision probability, decrease the mortality rate, and increase the biofilm density. Of course, in a true sensitivity analysis one would consider the effects of one parameter at a time!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "settings['bgc']['constants']['biofilm_density'] = 1400.0 # Biofilm density (kg/m^3)\n", "settings['bgc']['constants']['collision_probability'] = 0.75 # Probability of collision with ambient algae\n", "settings['bgc']['constants']['algae_mortality_rate'] = 0.80 # Mortality rate of biofilm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we have updated the settings, we must reload the fieldset (and particleset and kernel list) to include these new settings." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Create the fieldset\n", "fieldset = pp.constructors.create_fieldset(settings)\n", "\n", "# Create the particleset\n", "pset = pp.constructors.create_particleset_from_map(fieldset, settings)\n", "\n", "# Create the applicable kernels to the plastic particles\n", "kernels = pp.constructors.create_kernel(fieldset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now run a simulation with these new parameters." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Create the particle file where output will be stored\n", "pfile = pp.ParticleFile('example_Croatia_fisheries_sensitivity.zarr', pset, settings=settings, outputdt=outputdt)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Output files are stored in example_Croatia_fisheries_sensitivity.zarr.\n", "100%|██████████| 2592000.0/2592000.0 [19:57<00:00, 2163.97it/s] \n" ] } ], "source": [ "# Execute the simulation\n", "pset.execute(kernels, runtime=runtime, dt=dt, output_file=pfile)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load the ParticleFile\n", "ds = xr.open_zarr('example_Croatia_fisheries_sensitivity.zarr')\n", "\n", "# Plot the trajectories\n", "ax = plt.subplot(111, projection=ccrs.PlateCarree())\n", "ax.plot(ds['lon'].T, ds['lat'].T, transform=ccrs.PlateCarree(), zorder=0)\n", "ax.add_feature(cfeature.LAND, zorder=1)\n", "ax.coastlines(zorder=2)\n", "ax.gridlines(draw_labels=True, zorder=3)\n", "ax.set_extent([10, 20, 34, 48], crs=ccrs.PlateCarree())\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's naively compare the two simulations." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "ds_standard = xr.open_zarr('example_Croatia_fisheries.zarr')\n", "ds_custom = xr.open_zarr('example_Croatia_fisheries_sensitivity.zarr')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the difference in final position of the particles\n", "plt.scatter(ds_standard['lon'].values.T[-1] - ds_custom['lon'].values.T[-1], ds_standard['lat'].values.T[-1] - ds_custom['lat'].values.T[-1])\n", "plt.scatter([0],[0], c='k')\n", "plt.ylabel('Latitude difference')\n", "plt.xlabel('Longitude difference')\n", "plt.xlim([-1e-3, 1e-3])\n", "plt.ylim([-1e-3, 1e-3])\n", "plt.title(\"Difference in final position of particles\")\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "py3_parcels", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }