{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Parcels Tutorial" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Welcome to a quick tutorial on Parcels. This is meant to get you started with the code, and give you a flavour of some of the key features of Parcels." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we will first cover how to run a set of particles [from a very simple idealised field](#Running-particles-in-an-idealised-field). We will show how easy it is to run particles in [time-backward mode](#Running-particles-in-backward-time). Then, we will show how to [add custom behaviour](#Adding-a-custom-behaviour-kernel) to the particles. Then we will show how to [run particles in a set of NetCDF files from external data](#Reading-in-data-from-arbritrary-NetCDF-files). Then we will show how to use particles to [sample a field](#Sampling-a-Field-with-Particles) such as temperature or sea surface height. And finally, we will show how to [write a kernel that tracks the distance travelled by the particles](#A-second-example-kernel:-calculating-distance-travelled)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with importing the relevant modules. The key ones are all in the `parcels` package." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from parcels import FieldSet, ParticleSet, Variable, JITParticle, AdvectionRK4, plotTrajectoriesFile\n", "import numpy as np\n", "import math\n", "from datetime import timedelta\n", "from operator import attrgetter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running particles in an idealised field" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step to running particles with Parcels is to define a `FieldSet` object, which is simply a collection of hydrodynamic fields. In this first case, we use a simple flow of two idealised moving eddies. That field is saved in NetCDF format in the directory `examples/MovingEddies_data`. Since we know that the files are in what's called Parcels FieldSet format, we can call these files using the function `FieldSet.from_parcels()`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "fieldset = FieldSet.from_parcels(\"MovingEddies_data/moving_eddies\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `fieldset` can then be visualised with the `show()` function. To show the zonal velocity (`U`), give the following command" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fieldset.U.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to define a `ParticleSet`. In this case, we start 2 particles at locations (330km, 100km) and (330km, 280km) using the `from_list` constructor method, that are advected on the `fieldset` we defined above. Note that we use `JITParticle` as `pclass`, because we will be executing the advection in JIT (Just-In-Time) mode. The alternative is to run in `scipy` mode, in which case `pclass` is `ScipyParticle`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pset = ParticleSet.from_list(fieldset=fieldset, # the fields on which the particles are advected\n", " pclass=JITParticle, # the type of particles (JITParticle or ScipyParticle)\n", " lon=[3.3e5, 3.3e5], # a vector of release longitudes \n", " lat=[1e5, 2.8e5]) # a vector of release latitudes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print the `ParticleSet` to see where they start" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[0](lon=330000.000000, lat=100000.000000, depth=0.000000, time=not_yet_set)\n", "P[1](lon=330000.000000, lat=280000.000000, depth=0.000000, time=not_yet_set)\n" ] } ], "source": [ "print(pset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This output shows for each particle the (longitude, latitude, depth, time). Note that in this case the time is `not_yet_set`, that is because we didn't specify a `time` when we defined the `pset`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot the positions of these particles on the zonal velocity, use the following command" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The final step is to run (or 'execute') the `ParticelSet`. We run the particles using the `AdvectionRK4` kernel, which is a 4th order Runge-Kutte implementation that comes with Parcels. We run the particles for 6 days (using the `timedelta` function from `datetime`), at an RK4 timestep of 5 minutes. We store the trajectory information at an interval of 1 hour in a file called `EddyParticles.nc`. Because `time` was `not_yet_set`, the particles will be advected from the first date available in the `fieldset`, which is the default behaviour." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gn/T/parcels-501/9cb8adbd4da47e12ec41302fee2d0851.so\n", "100% (518400.0 of 518400.0) |############| Elapsed Time: 0:00:00 Time: 0:00:00" ] } ], "source": [ "pset.execute(AdvectionRK4, # the kernel (which defines how particles move)\n", " runtime=timedelta(days=6), # the total length of the run\n", " dt=timedelta(minutes=5), # the timestep of the kernel\n", " output_file=pset.ParticleFile(name=\"EddyParticles.nc\", outputdt=timedelta(hours=1))) # the file name and the time step of the outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code should have run, which can be confirmed by printing and plotting the `ParticleSet` again" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[0](lon=227199.296875, lat=82140.656250, depth=0.000000, time=518400.000000)\n", "P[1](lon=261315.203125, lat=320586.781250, depth=0.000000, time=518400.000000)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(pset)\n", "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that both the particles (the black dots) and the `U` field have moved in the plot above. Also, the `time` of the particles is now 518400 seconds, which is 6 days." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The trajectory information of the particles is stored in the `EddyParticles.nc` file. It can be quickly plotted using the `plotTrajectoriesFile` function." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotTrajectoriesFile('EddyParticles.nc');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plotTrajectoriesFile` function can also be used to show the trajectories as an animation, by specifying that it has to run in `movie2d_notebook` mode. If we pass this to our function above, we can watch the particles go!" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plotTrajectoriesFile('EddyParticles.nc', mode='movie2d_notebook')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plotTrajectoriesFile` can also be used to display 2-dimensional histograms (`mode=hist2d`) of the number of particle observations per bin. Use the `bins` argument to control the number of bins in the longitude and latitude direction. See also the [matplotlib.hist2d](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.hist2d.html) page." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotTrajectoriesFile('EddyParticles.nc', mode='hist2d', bins=[30, 20]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now one of the neat features of Parcels is that the particles can be plotted as a movie *during execution*, which is great for debugging. To rerun the particles while plotting them on top of the zonal velocity field (`fieldset.U`), first reinitialise the `ParticleSet` and then re-execute. However, now rather than saving the output to a file, display a movie using the `moviedt` display frequency, in this case with the zonal velocity `fieldset.U` as background" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# THIS DOES NOT WORK IN THIS IPYTHON NOTEBOOK, BECAUSE OF THE INLINE PLOTTING.\n", "# THE 'SHOW_MOVIE' KEYWORD WILL WORK ON MOST MACHINES, THOUGH\n", "# pset = ParticleSet(fieldset=fieldset, size=2, pclass=JITParticle, lon=[3.3e5, 3.3e5], lat=[1e5, 2.8e5])\n", "# pset.execute(AdvectionRK4,\n", "# runtime=timedelta(days=6),\n", "# dt=timedelta(minutes=5),\n", "# moviedt=timedelta(hours=1),\n", "# movie_background_field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running particles in backward time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running particles in backward time is extremely simple: just provide a `dt` < 0. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100% (518400.0 of 518400.0) |############| Elapsed Time: 0:00:00 Time: 0:00:00" ] } ], "source": [ "pset.execute(AdvectionRK4,\n", " dt=-timedelta(minutes=5), # negative timestep for backward run\n", " runtime=timedelta(days=6), # the run time\n", " output_file=pset.ParticleFile(name=\"EddyParticles_Bwd.nc\", outputdt=timedelta(hours=1))) # the file name and the time step of the outputs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now print the particles again, and see that they (except for some round-off errors) returned to their original position" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "P[0](lon=330000.500000, lat=100003.554688, depth=0.000000, time=0.000000)\n", "P[1](lon=329996.343750, lat=279996.281250, depth=0.000000, time=0.000000)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(pset)\n", "pset.show(field=fieldset.U)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Adding a custom behaviour kernel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A key feature of Parcels is the ability to quickly create very simple kernels, and add them to the execution. Kernels are little snippets of code that are run during exection of the particles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we'll create a simple kernel where particles obtain an extra 2 m/s westward velocity after 1 day. Of course, this is not very realistic scenario, but it nicely illustrates the power of custom kernels." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def WestVel(particle, fieldset, time, dt):\n", " if time > 86400:\n", " uvel = -2.\n", " particle.lon += uvel * dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now reset the `ParticleSet` again, and re-execute. Note that we have now changed `kernel` to be `AdvectionRK4 + k_WestVel`, where `k_WestVel` is the `WestVel` function as defined above cast into a `Kernel` object (via the `pset.Kernel` call)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4WestVel ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gn/T/parcels-501/48179f617f83539160e46fae6ec64a99.so\n", "100% (172800.0 of 172800.0) |############| Elapsed Time: 0:00:00 Time: 0:00:00" ] } ], "source": [ "pset = ParticleSet.from_list(fieldset=fieldset, pclass=JITParticle, lon=[3.3e5, 3.3e5], lat=[1e5, 2.8e5])\n", "\n", "k_WestVel = pset.Kernel(WestVel) # casting the WestVel function to a kernel object\n", "\n", "pset.execute(AdvectionRK4 + k_WestVel, # simply add kernels using the + operator\n", " runtime=timedelta(days=2),\n", " dt=timedelta(minutes=5),\n", " output_file=pset.ParticleFile(name=\"EddyParticles_WestVel.nc\", outputdt=timedelta(hours=1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now plot this new trajectory file" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotTrajectoriesFile('EddyParticles_WestVel.nc');" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Reading in data from arbritrary NetCDF files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In most cases, you will want to advect particles within pre-computed velocity fields. If these velocity fields are stored in NetCDF format, it is fairly easy to load them into the `FieldSet.from_netcdf()` function." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `examples` directory contains a set of [GlobCurrent](http://globcurrent.ifremer.fr/products-data/products-overview) files of the region around South Africa." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, define the names of the files containing the zonal (U) and meridional (V) velocities. You can use wildcards (`*`) and the filenames for U and V can be the same (as in this case)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "filenames = {'U': \"GlobCurrent_example_data/20*.nc\",\n", " 'V': \"GlobCurrent_example_data/20*.nc\"}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, define a dictionary of the variables (`U` and `V`) and dimensions (`lon`, `lat` and `time`; note that in this case there is no `depth` because the GlobCurrent data is only for the surface of the ocean)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "variables = {'U': 'eastward_eulerian_current_velocity',\n", " 'V': 'northward_eulerian_current_velocity'}\n", "dimensions = {'lat': 'lat',\n", " 'lon': 'lon',\n", " 'time': 'time'}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, read in the fieldset using the `FieldSet.from_netcdf` function with the above-defined `filenames`, `variables` and `dimensions`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting lon data to np.float32\n", "WARNING: Casting lat data to np.float32\n", "WARNING: Casting depth data to np.float32\n" ] } ], "source": [ "fieldset = FieldSet.from_netcdf(filenames, variables, dimensions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a `ParticleSet`, in this case with 5 particle starting on a line between (28E, 33S) and (30E, 33S) using the `ParticleSet.from_line` constructor method" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "pset = ParticleSet.from_line(fieldset=fieldset, pclass=JITParticle,\n", " size=5, # releasing 5 particles\n", " start=(28, -33), # releasing on a line: the start longitude and latitude\n", " finish=(30, -33)) # releasing on a line: the end longitude and latitude" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally execute the `ParticleSet` for 10 days using 4th order Runge-Kutta" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4 ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gn/T/parcels-501/779697f7d05fd7d0fc4ba0decff0d507.so\n", "100% (864000.0 of 864000.0) |############| Elapsed Time: 0:00:00 Time: 0:00:00" ] } ], "source": [ "pset.execute(AdvectionRK4,\n", " runtime=timedelta(days=10),\n", " dt=timedelta(minutes=5),\n", " output_file=pset.ParticleFile(name=\"GlobCurrentParticles.nc\", outputdt=timedelta(hours=6)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now visualise this simulation using the `plotParticles` script again. Note you can plot the particles on top of one of the velocity fields using the `tracerfile`, `tracerfield`, etc keywords." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting time data to np.float64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotTrajectoriesFile('GlobCurrentParticles.nc',\n", " tracerfile='GlobCurrent_example_data/20020101000000-GLOBCURRENT-L4-CUReul_hs-ALT_SUM-v02.0-fv01.0.nc',\n", " tracerlon='lon',\n", " tracerlat='lat',\n", " tracerfield='eastward_eulerian_current_velocity');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sampling a Field with Particles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One typical use case of particle simulations is to sample a Field (such as temperature, vorticity or sea surface hight) along a particle trajectory. In Parcels, this is very easy to do, with a custom Kernel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's read in another example, the flow around a Peninsula (see [Fig 2.2.3 in this document](http://archimer.ifremer.fr/doc/00157/26792/24888.pdf)), and this time also load the Pressure (`P`) field, using `extra_fields={'P': 'P'}`. Note that, because this flow does not depend on time, we need to set `allow_time_extrapolation=True` when reading in the fieldset." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "fieldset = FieldSet.from_parcels(\"Peninsula_data/peninsula\", extra_fields={'P': 'P'}, allow_time_extrapolation=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a new `Particle` class that has an extra `Variable`: the pressure. We initialise this by sampling the `fieldset.P` field." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "class SampleParticle(JITParticle): # Define a new particle class\n", " p = Variable('p', initial=fieldset.P) # Variable 'p' initialised by sampling the pressure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a `ParticleSet` using the `from_line` method also used above in the GlobCurrent data. Plot the `pset` and print their pressure values `p`" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "('p values before execution:', [-2.6537523, -12.28214, -22.267359, -32.635548, -43.27725])\n" ] } ], "source": [ "pset = ParticleSet.from_line(fieldset=fieldset, pclass=SampleParticle, \n", " start=(3000, 3000), finish=(3000, 46000), size=5, time=0)\n", "pset.show(field='vector')\n", "print('p values before execution:', [p.p for p in pset])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now create a custom function that samples the `fieldset.P` field at the particle location. Cast this function to a `Kernel`." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "def SampleP(particle, fieldset, time, dt): # Custom function that samples fieldset.P at particle location\n", " particle.p = fieldset.P[time, particle.lon, particle.lat, particle.depth]\n", "\n", "k_sample = pset.Kernel(SampleP) # Casting the SampleP function to a kernel." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, execute the `pset` with a combination of the `AdvectionRK4` and `SampleP` kernels, plot the `pset` and print their new pressure values `p`" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled SampleParticleAdvectionRK4SampleP ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gn/T/parcels-501/f6489d27ca03790c428675b4ece0c446.so\n", "100% (72000.0 of 72000.0) |##############| Elapsed Time: 0:00:00 Time: 0:00:00" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "('p values after execution:', [-2.65027, -12.282154, -22.267172, -32.635548, -43.277206])\n" ] } ], "source": [ "pset.execute(AdvectionRK4 + k_sample, # Add kernels using the + operator.\n", " runtime=timedelta(hours=20),\n", " dt=timedelta(minutes=5))\n", "pset.show(field=fieldset.P)\n", "print('p values after execution:', [p.p for p in pset])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And see that these pressure values `p` are (within roundoff errors) the same as the pressure values before the execution of the kernels. The particles thus stay on isobars!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating distance travelled" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a second example of what custom kernels can do, we will now show how to create a kernel that logs the total distance that particles have travelled." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we need to create a new `Particle` class that includes three extra variables. The `distance` variable will be written to output, but the auxiliary variables `prev_lon` and `prev_lat` won't be written to output (can be controlled using the `to_write` keyword)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "class DistParticle(JITParticle): # Define a new particle class that contains three extra variables\n", " distance = Variable('distance', initial=0., dtype=np.float32) # the distance travelled\n", " prev_lon = Variable('prev_lon', dtype=np.float32, to_write=False,\n", " initial=attrgetter('lon')) # the previous longitude\n", " prev_lat = Variable('prev_lat', dtype=np.float32, to_write=False,\n", " initial=attrgetter('lat')) # the previous latitude." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now define a new function `TotalDistance` that calculates the sum of Euclidean distances between the old and new locations in each RK4 step" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def TotalDistance(particle, fieldset, time, dt):\n", " # Calculate the distance in latitudinal direction (using 1.11e2 kilometer per degree latitude)\n", " lat_dist = (particle.lat - particle.prev_lat) * 1.11e2\n", " # Calculate the distance in longitudinal direction, using cosine(latitude) - spherical earth\n", " lon_dist = (particle.lon - particle.prev_lon) * 1.11e2 * math.cos(particle.lat * math.pi / 180)\n", " # Calculate the total Euclidean distance travelled by the particle\n", " particle.distance += math.sqrt(math.pow(lon_dist, 2) + math.pow(lat_dist, 2))\n", "\n", " particle.prev_lon = particle.lon # Set the stored values for next iteration.\n", " particle.prev_lat = particle.lat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will run this on a `ParticleSet` containing the two particles within the idealised moving eddies fieldset from above. Note that `pclass=DistParticle` in this case" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "fieldset = FieldSet.from_parcels(\"MovingEddies_data/moving_eddies\")\n", "pset = ParticleSet.from_list(fieldset=fieldset, pclass=DistParticle, lon=[3.3e5, 3.3e5], lat=[1e5, 2.8e5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Again define a new kernel to include the function written above and execute the `ParticleSet`." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled DistParticleAdvectionRK4TotalDistance ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gn/T/parcels-501/7ee1ebd8f8b2ef6a7f50f25e1b3881d2.so\n", "100% (518400.0 of 518400.0) |############| Elapsed Time: 0:00:00 Time: 0:00:00" ] } ], "source": [ "k_dist = pset.Kernel(TotalDistance) # Casting the TotalDistance function to a kernel.\n", "\n", "pset.execute(AdvectionRK4 + k_dist, # Add kernels using the + operator.\n", " runtime=timedelta(days=6),\n", " dt=timedelta(minutes=5),\n", " output_file=pset.ParticleFile(name=\"EddyParticles_Dist.nc\", outputdt=timedelta(hours=1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally print the distance that each particle has travelled (note that this is also stored in the `EddyParticles_Dist.nc` file)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[79364400.0, 80963360.0]\n" ] } ], "source": [ "print([p.distance for p in pset])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }