{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial on how to use Parcels on NEMO curvilinear grids" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parcels also supports [curvilinear grids](https://www.nemo-ocean.eu/doc/node108.html) such as those used in the [NEMO models](https://www.nemo-ocean.eu/).\n", "\n", "We will be using the example data in the `NemoCurvilinear_data/` directory. These fiels are a purely zonal flow on an aqua-planet (so zonal-velocity is 1 m/s and meridional-velocity is 0 m/s everywhere, and no land). However, because of the curvilinear grid, the `U` and `V` fields vary north of 20N." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from parcels import FieldSet, ParticleSet, JITParticle, ParticleFile, plotTrajectoriesFile\n", "from parcels import AdvectionRK4\n", "import numpy as np\n", "from datetime import timedelta as delta\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can create a `FieldSet` just like we do for normal grids.\n", "Note that NEMO is discretised on a C-grid. U and V velocities are not located on the same nodes (see https://www.nemo-ocean.eu/doc/node19.html ).\n", "\n", "```\n", " __V1__\n", "| |\n", "U0 U1\n", "|__V0__|\n", "```\n", "\n", "To interpolate U, V velocities on the C-grid, Parcels needs to read the f-nodes, which are located on the corners of the cells (for indexing details: https://www.nemo-ocean.eu/doc/img360.png )." ] }, { "cell_type": "code", "execution_count": 2, "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": [ "data_path = 'NemoCurvilinear_data/'\n", "filenames = {'U': {'lon': data_path + 'mesh_mask.nc4',\n", " 'lat': data_path + 'mesh_mask.nc4',\n", " 'data': data_path + 'U_purely_zonal-ORCA025_grid_U.nc4'},\n", " 'V': {'lon': data_path + 'mesh_mask.nc4',\n", " 'lat': data_path + 'mesh_mask.nc4',\n", " 'data': data_path + 'V_purely_zonal-ORCA025_grid_V.nc4'}}\n", "variables = {'U': 'U',\n", " 'V': 'V'}\n", "dimensions = {'lon': 'glamf', 'lat': 'gphif', 'time': 'time_counter'}\n", "field_set = FieldSet.from_nemo(filenames, variables, dimensions, allow_time_extrapolation=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can plot the `U` field." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "field_set.U.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you see above, the `U` field indeed is 1 m/s south of 20N, but varies with longitude and latitude north of that\n", "\n", "Now we can run particles as normal. Parcels will take care to rotate the `U` and `V` fields" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled JITParticleAdvectionRK4periodicBC ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/31a86092b3849f0d767018c4324d26a8.so\n", "100% (4320000.0 of 4320000.0) |##########| Elapsed Time: 0:00:01 Time: 0:00:01\n" ] } ], "source": [ "# Start 20 particles on a meridional line at 180W\n", "npart = 20\n", "lonp = -180 * np.ones(npart)\n", "latp = [i for i in np.linspace(-70, 88, npart)]\n", "\n", "# Create a periodic boundary condition kernel\n", "def periodicBC(particle, fieldset, time, dt):\n", " if particle.lon > 180:\n", " particle.lon -= 360\n", "\n", "pset = ParticleSet.from_list(field_set, JITParticle, lon=lonp, lat=latp)\n", "pfile = ParticleFile(\"nemo_particles\", pset, outputdt=delta(days=1))\n", "kernels = pset.Kernel(AdvectionRK4) + periodicBC\n", "pset.execute(kernels, runtime=delta(days=50), dt=delta(hours=6),\n", " output_file=pfile)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we can plot these trajectories. As expected, all trajectories go exactly zonal and due to the curvature of the earth, ones at higher latitude move more degrees eastward (even though the distance in km is equal for all particles)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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