{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Field Sampling\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The particle trajectories allow us to study fields like temperature, plastic concentration or chlorophyll from a Lagrangian perspective.\n", "\n", "In this tutorial we will go through how particles can sample `Fields`, using temperature as an example. Along the way we will get to know the parcels class `Variable` (see [here](https://parcels.readthedocs.io/en/latest/reference/particles.html#parcels.particle.Variable) for the documentation) and some of its methods. This tutorial covers several applications of a sampling setup:\n", "\n", "- [**Basic along trajectory sampling**](#Basic-sampling)\n", "- [**Sampling velocity fields**](#Sampling-velocity-fields)\n", "- [**Sampling initial conditions**](#Sampling-initial-values)\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Basic sampling\n", "\n", "We import the `Variable` class as well as the standard modules needed to set up a simulation.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Modules needed for the Parcels simulation\n", "from datetime import timedelta as delta\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# To open and look at the temperature data\n", "import xarray as xr\n", "\n", "from parcels import (\n", " AdvectionRK4,\n", " FieldSet,\n", " JITParticle,\n", " ParticleSet,\n", " Variable,\n", " download_example_dataset,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Suppose we want to study the environmental temperature for plankton drifting around a peninsula. We have a dataset with surface ocean velocities and the corresponding sea surface temperature stored in netcdf files in the folder `\"Peninsula_data\"`. Besides the velocity fields, we load the temperature field using `extra_fields={'T': 'T'}`. The particles are released on the left hand side of the domain.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Velocity and temperature fields\n", "example_dataset_folder = download_example_dataset(\"Peninsula_data\")\n", "fieldset = FieldSet.from_parcels(\n", " f\"{example_dataset_folder}/peninsula\",\n", " extra_fields={\"T\": \"T\"},\n", " allow_time_extrapolation=True,\n", ")\n", "\n", "# Particle locations and initial time\n", "npart = 10 # number of particles to be released\n", "lon = 3e3 * np.ones(npart)\n", "lat = np.linspace(3e3, 45e3, npart, dtype=np.float32)\n", "time = (\n", " np.arange(0, npart) * delta(hours=2).total_seconds()\n", ") # release each particle two hours later\n", "\n", "# Plot temperature field and initial particle locations\n", "T_data = xr.open_dataset(f\"{example_dataset_folder}/peninsulaT.nc\")\n", "plt.figure()\n", "ax = plt.axes()\n", "T_contour = ax.contourf(\n", " T_data.x.values, T_data.y.values, T_data.T.values[0, 0], cmap=plt.cm.inferno\n", ")\n", "ax.scatter(lon, lat, c=\"w\")\n", "plt.colorbar(T_contour, label=\"T [$^{\\circ} C$]\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To sample the temperature field, we need to create a new class of particles where temperature is a `Variable`. We then also need a new Kernel `SampleT` that interpolates the temperature field at the particle location and stores that in `particle.temperature`.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "SampleParticle = JITParticle.add_variable(\"temperature\")\n", "\n", "pset = ParticleSet(\n", " fieldset=fieldset, pclass=SampleParticle, lon=lon, lat=lat, time=time\n", ")\n", "\n", "\n", "def SampleT(particle, fieldset, time):\n", " particle.temperature = fieldset.T[time, particle.depth, particle.lat, particle.lon]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can then sample and Advect by combining the `SampleT` and `AdvectionRK4` kernels in a list. Note that the order does not matter.\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Output files are stored in SampleTemp.zarr.\n", "100%|██████████| 108000.0/108000.0 [00:03<00:00, 35058.76it/s]\n" ] } ], "source": [ "pset = ParticleSet(\n", " fieldset=fieldset, pclass=SampleParticle, lon=lon, lat=lat, time=time\n", ")\n", "\n", "output_file = pset.ParticleFile(name=\"SampleTemp.zarr\", outputdt=delta(hours=1))\n", "\n", "pset.execute(\n", " [AdvectionRK4, SampleT],\n", " runtime=delta(hours=30),\n", " dt=delta(minutes=5),\n", " output_file=output_file,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The particle dataset now contains the particle trajectories and the corresponding environmental temperature\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Particle_data = xr.open_zarr(\"SampleTemp.zarr\")\n", "\n", "plt.figure()\n", "ax = plt.axes()\n", "ax.set_ylabel(\"Y\")\n", "ax.set_xlabel(\"X\")\n", "ax.set_ylim(1000, 49000)\n", "ax.set_xlim(1000, 99000)\n", "ax.plot(Particle_data.lon.transpose(), Particle_data.lat.transpose(), c=\"k\", zorder=1)\n", "T_scatter = ax.scatter(\n", " Particle_data.lon,\n", " Particle_data.lat,\n", " c=Particle_data.temperature,\n", " cmap=plt.cm.inferno,\n", " norm=mpl.colors.Normalize(vmin=0.0, vmax=20.0),\n", " edgecolor=\"k\",\n", " zorder=2,\n", ")\n", "plt.colorbar(T_scatter, label=\"T [$^{\\circ} C$]\")\n", "plt.show()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling velocity fields\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Because Parcels works also for generalised curvilinear grids, you need to tread somewhat carefully when wanting to sample the velocity fields `U` and `V`. In fact, Parcels will throw a warning when directly calling a sampling of either of these fields:\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING: Sampling of velocities should normally be done using fieldset.UV or fieldset.UVW object; tread carefully\n", "0it [00:00, ?it/s]\n" ] } ], "source": [ "def SampleVel_wrong(particle, fieldset, time):\n", " u = fieldset.U[particle]\n", "\n", "\n", "pset = ParticleSet(fieldset=fieldset, pclass=JITParticle, lon=lon, lat=lat, time=time)\n", "\n", "pset.execute(SampleVel_wrong)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Instead, you should use the code `u, v = fieldset.UV[...]`. With this code, the sampling is consistent with the actual velocity fields used in the advection Kernels. The difference is that on a curvilinear grid, `fieldset.U[..]` returns the velocity in the `i`-direction (the columns on the grid), while `fieldset.UV[...]` returns the velocities in the longitude and latitude direction. Furthermore, only `fieldset.UV[...]` sampling can correctly deal with boundary conditions such as `freeslip` and `partialslip` ([documentation_unstuck_Agrid](https://docs.oceanparcels.org/en/latest/examples/documentation_unstuck_Agrid.html#3.-Slip-boundary-conditions))\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0it [00:00, ?it/s]\n" ] } ], "source": [ "def SampleVel_correct(particle, fieldset, time):\n", " u, v = fieldset.UV[particle]\n", "\n", "\n", "pset = ParticleSet(fieldset=fieldset, pclass=JITParticle, lon=lon, lat=lat, time=time)\n", "\n", "pset.execute(SampleVel_correct)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To sample U and V as part of a larger script the following code could be used:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "SampleParticle = JITParticle.add_variables(\n", " [\n", " Variable(\"U\", dtype=np.float32, initial=np.nan),\n", " Variable(\"V\", dtype=np.float32, initial=np.nan),\n", " ]\n", ")\n", "\n", "\n", "def SampleVel_correct(particle, fieldset, time):\n", " # attention: samples particle velocity in units of the mesh (deg/s or m/s)\n", " particle.U, particle.V = fieldset.UV[\n", " time, particle.depth, particle.lat, particle.lon, particle\n", " ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling initial values\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In some simulations only the particles initial value within the field is of interest: the variable does not need to be known along the entire trajectory. To reduce computing we can specify the `to_write` argument to the temperature `Variable`. This argument can have three values: `True`, `False` or `'once'`. It determines whether to write the `Variable` to the output file. If we want to know only the initial value, we can enter `'once'` and only the first value will be written to the output file.\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "SampleParticleOnce = JITParticle.add_variable(\"temperature\", initial=0, to_write=\"once\")\n", "\n", "pset = ParticleSet(\n", " fieldset=fieldset, pclass=SampleParticleOnce, lon=lon, lat=lat, time=time\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: Output files are stored in WriteOnce.zarr.\n", "100%|██████████| 86400.0/86400.0 [00:01<00:00, 47197.59it/s] \n" ] } ], "source": [ "output_file = pset.ParticleFile(name=\"WriteOnce.zarr\", outputdt=delta(hours=1))\n", "\n", "pset.execute(\n", " [AdvectionRK4, SampleT],\n", " runtime=delta(hours=24),\n", " dt=delta(minutes=5),\n", " output_file=output_file,\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Since all the particles are released at the same x-position and the temperature field is invariant in the y-direction, all particles have an initial temperature of 0.4$^\\circ$C\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Particle_data = xr.open_zarr(\"WriteOnce.zarr\")\n", "\n", "plt.figure()\n", "ax = plt.axes()\n", "ax.set_ylabel(\"Y\")\n", "ax.set_xlabel(\"X\")\n", "ax.set_ylim(1000, 49000)\n", "ax.set_xlim(1000, 99000)\n", "ax.plot(Particle_data.lon.transpose(), Particle_data.lat.transpose(), c=\"k\", zorder=1)\n", "T_scatter = ax.scatter(\n", " Particle_data.lon,\n", " Particle_data.lat,\n", " c=np.tile(Particle_data.temperature, (Particle_data.lon.shape[1], 1)).T,\n", " cmap=plt.cm.inferno,\n", " norm=mpl.colors.Normalize(vmin=0.0, vmax=1.0),\n", " edgecolor=\"k\",\n", " zorder=2,\n", ")\n", "plt.colorbar(T_scatter, label=\"Initial T [$^{\\circ} C$]\")\n", "plt.show()" ] } ], "metadata": { "celltoolbar": "Raw-celnotatie", "kernelspec": { "display_name": "Python 3", "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": "3.11.6" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }