{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Global Arakawa A-grid - Forward tracking\n", "\n", "The use of PyLag with local/regional model outputs defined on an Arakawa A-grid was demonstrated in the [previous example](./arakawa_a_forward_tracking.ipynb). Here we demonstrate the use of PyLag with data defined on a global Arakawa A-grid. For the example, we use [E.U. Copernicus Marine Service Information](https://marine.copernicus.eu/), product [GLOBAL_REANALYSIS_PHY_001_031](https://resources.marine.copernicus.eu/?option=com_csw&view=details&product_id=GLOBAL_REANALYSIS_PHY_001_031). The product includes monthly output from an ensemble of model simulations run at 1/4 degree resolution. For the example, we have extracted surface fields for the FOAM ensemble member. Data have been extracted for the years 2016 - 2017. More information about the data can be found in the [product user guide](http://marine.copernicus.eu/documents/PUM/CMEMS-GLO-PUM-001-031.pdf) and [quality information](http://marine.copernicus.eu/documents/QUID/CMEMS-GLO-QUID-001_031.pdf) documents. The experiment involves releasing particles into surface waters off the coast of Florida.\n", "\n", "As is the case in the other examples, the input files needed to run the example can be [downloaded here](https://drive.google.com/open?id=15UX7Y9JnuLpnPAz700mzmzd917nTClxR). If you would like to run the code in this notebook interactively, download the data into a directory of your chooising. By default, the notebook will look for these files in the directory `${HOME}/data/pylag_doc`. To change this, simply update the *data_dir* path below." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import warnings\n", "\n", "# Root directory for PyLag example input files\n", "data_dir='{}/data/pylag_doc'.format(os.environ['HOME'])\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "# Keep a copy of the cwd\n", "cwd = os.getcwd()\n", "\n", "# Create run directory\n", "simulation_dir = '{}/simulations/global_arakawa_a_forward'.format(cwd)\n", "try:\n", " os.makedirs(simulation_dir)\n", "except FileExistsError:\n", " pass\n", "\n", "# Create input sub-directory\n", "input_dir = '{}/input'.format(simulation_dir)\n", "try:\n", " os.makedirs(input_dir)\n", "except FileExistsError:\n", " pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting particle initial positions\n", "\n", "The creation of the initial positions file follows the same process described in the [previous example](./arakawa_a_forward_tracking.ipynb), only here particles are started from a location off the coast of Florida." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "\n", "from pylag.processing.coordinate import utm_from_lonlat, lonlat_from_utm\n", "from pylag.processing.release_zone import create_release_zone\n", "from pylag.processing.input import create_initial_positions_file_single_group\n", "\n", "# Ensure inline plotting\n", "%matplotlib inline\n", "\n", "# The group ID of this particle set\n", "group_id = 1\n", "\n", "# Lat and lon coordiantes for the centre of the release zone\n", "lat = 28.5\n", "lon = -78.7\n", "\n", "# Release zone radius (m)\n", "radius = 10000.0\n", "\n", "# Number of particles to be released.\n", "n_particles_target = 1000\n", "\n", "# Release depths\n", "depth_below_surface = 0.0\n", "\n", "# Create the release zone\n", "surface_release_zone = create_release_zone(group_id = group_id,\n", " radius = radius,\n", " centre = [lon, lat],\n", " coordinate_system = 'geographic',\n", " n_particles = n_particles_target,\n", " depth = depth_below_surface,\n", " random = True)\n", "\n", "# Get the actual number of particles\n", "n_particles = surface_release_zone.get_number_of_particles()\n", "\n", "# Convert to lat/lon coordinates\n", "lons, lats, depths = surface_release_zone.get_coordinates()\n", "\n", "# Output filename\n", "file_name = '{}/initial_positions.dat'.format(input_dir)\n", "\n", "# Write data to file\n", "create_initial_positions_file_single_group(file_name,\n", " n_particles,\n", " group_id,\n", " lons,\n", " lats,\n", " depths)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating an Arakawa A grid metrics file\n", "\n", "As in previous examples, we first generate a grid metrics file which contains variables that describe the input grid. A grid metrics file has been pre-created and is shipped with the input data. However, for completeness, and to demonstrate several features distinct to running with global data, we recreate a new grid metrics file from the input data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading the grid:\n", "Reading variable `longitude` ... done\n", "Reading variable `latitude` ... done\n", "Trimming last latitude which sits over a pole (90.0 deg.)\n", "Reading variable `uo_foam` ... done\n", "Sorting axes for variable `uo_foam`... done\n", "\n", "Creating the triangulation ... done\n", "\n", "Identifying neighbour simplices:\n", "\n", "Searching for adjoining neighbours with k = 4 ... found 58.781114749008886 %\n", "\n", "Searching for adjoining neighbours with k = 16 ... found 94.60190890912767 %\n", "\n", "Searching for adjoining neighbours with k = 64 ... found 98.76424379951756 %\n", "\n", "Searching for adjoining neighbours with k = 256 ... found 99.92223227580122 %\n", "\n", "Searching for adjoining neighbours with k = 1024 ... found 99.99841707193029 %\n", "\n", "Searching for adjoining neighbours with k = 4096 ... found 99.99948937804203 %\n", "\n", "Searching for adjoining neighbours with k = 16384 ... found 100.0 %\n", "\n", "Generating the land sea mask at element nodes:\n", "\n", "Sorting the adjacency array ... done\n", "\n", "Calculating lons and lats at element centres ... done\n", "\n", "Calculating element areas ... done\n", "\n", "Generating land sea mask at element centres ... done\n", "\n", "Mask elements with two land boundaries ... done\n", "\n", "Creating grid metrics file /home/jcl/code/git/PyLag/PyLag/doc/source/examples/simulations/global_arakawa_a_forward/input/grid_metrics.nc ... done\n" ] } ], "source": [ "from pylag.grid_metrics import create_arakawa_a_grid_metrics_file\n", "\n", "# An example Arakawa A output file\n", "arakawa_a_file_name = '{}/grepv2_monthly_surface_2016_2017.nc'.format(data_dir)\n", "\n", "# The name of the output file\n", "grid_metrics_file_name = '{}/grid_metrics.nc'.format(input_dir)\n", "\n", "# Generate the file\n", "create_arakawa_a_grid_metrics_file(arakawa_a_file_name,\n", " lon_var_name='longitude',\n", " lat_var_name='latitude',\n", " reference_var_name='uo_foam',\n", " is_global=True,\n", " surface_only=True,\n", " prng_seed=100,\n", " grid_metrics_file_name=grid_metrics_file_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some of the distinguishing features are as follows. First, in this example, we specify that we will only be working with surface data. This means that variables describing the bathymetry are not computed and saved as they are not needed. Second, we must explicitly say that the dataset is global in extent. When the flag `is_global` is set to *True*, PyLag will use the python package [stripy](https://github.com/underworldcode/stripy) to generate an unstructured representation of the underlying geographic Arakawa A-grid. Being global, the grid contains no open boundaries (only land boundaries) and the longitude coordinate is wrapped.\n", "\n", "With global grids, special care is needed around the poles. From the log, it can be seen PyLag has automatically detected the input grid has a row of points that lie over the pole. The row of data, which contains only masked values, is automatically trimmed by PyLag in order to avoid the inclusion of duplicate points and a flag recorded in the grid metrics file that states the same row should be trimmed from all input arrays. We also pass in a value for `prng_seed`, which is the seed to use with the pseudo random number generator. A random number generator is used to randomly shuffle the longitude and latitude arrays. This is a requirement of the PyLag dependency stripy, which requires that [consective points do not lie along a great circle](https://github.com/underworldcode/stripy/blob/master/stripy/spherical.py) when building an unstructured spherical grid. The last point to note is that we pass in the name of a \"reference variable\". Typically, CMEMS data do not contain a variable describing the land mask. In the absence of a variable for the land mask, PyLag infers it from a masked reference variable. The same is true for the bathymetry - if a variable for the bathymetry has not been included, depths are inferred from the mask of a named variable with a depth axis. However, here this isn't a concern as we are running a surface only simulation.\n", "\n", "Below we visualise the grid near to the coast of Florida, which is the site of the release location. Sea points are show in blue and masked points in red. The unstructured grid is drawn, with the exception of masked elements that have been excluded. Also drawn is a snapshot of the velocity field (black arrows), and the starting location of a sample of 50 particles (green dots)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sorting axes for variable `uo_foam`... done\n", "Sorting axes for variable `vo_foam`... done\n" ] }, { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from netCDF4 import Dataset, num2date\n", "from matplotlib import pyplot as plt\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as cfeature\n", "\n", "from pylag.grid_metrics import sort_axes\n", "from pylag.processing.ncview import Viewer\n", "from pylag.processing.plot import ArakawaAPlotter\n", "from pylag.processing.plot import create_figure, ArakawaAPlotter\n", "\n", "# Var names\n", "u_var_name = 'uo_foam'\n", "v_var_name = 'vo_foam'\n", "\n", "# Grid metrics viewer\n", "viewer_gm = Viewer(grid_metrics_file_name)\n", "x = viewer_gm('longitude')[:]\n", "y = viewer_gm('latitude')[:]\n", "mask = viewer_gm('mask')[:]\n", "ocean_points = np.asarray(mask!=1).nonzero()[0]\n", "\n", "# Data viewer\n", "viewer = Viewer(arakawa_a_file_name)\n", "\n", "# Helper function which sorts variable axes for use with PyLag\n", "u = sort_axes(viewer(u_var_name))[0, 0, :, :]\n", "v = sort_axes(viewer(v_var_name))[0, 0, :, :]\n", "\n", "# The figure\n", "fig, ax = create_figure(figure_size=(26, 26), projection=ccrs.PlateCarree())\n", "\n", "# Create plotter\n", "plotter = ArakawaAPlotter(grid_metrics_file_name, line_width=1.5)\n", "\n", "# Plot the velocity field\n", "extents = [-81, -78, 27, 30]\n", "plotter.plot_quiver(ax, u, v,\n", " preprocess_arrays=True, extents=extents,\n", " draw_coastlines=True)\n", "\n", "# Draw the grid\n", "_ = plotter.draw_grid(ax, linewidth=0.5, edgecolor='b')\n", "\n", "# Add on scatter plot of grid nodes (blue for ocean points, red for masked points)\n", "_ = plotter.scatter(ax, x, y, c='r', s=20)\n", "_ = plotter.scatter(ax, x[ocean_points], y[ocean_points], c='b', s=20)\n", "\n", "# Add on scatter of particle starting positions\n", "_ = plotter.scatter(ax, lons[:50], lats[:50], c='g', s=20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can be seen valid elements contain no masked points (represented by red dots). In PyLag, it is possible to construct grids in which boundary elements have one or two nodes masked using the keyword argument `masked_vertices_per_element` with the function`create_arakawa_a_grid_metrics_file`. By default, this argument takes a value of zero, which is the case here. The inclusion of masked elements may make it possible for particles to pass through narrow channels that would otherwise be masked off. If masked nodes are included, PyLag adopts a nearest neighbour interpolation scheme in boundary elements. The second point to note is the direction of velocity vectors along the coast. The CMEMS products are typically interpolated onto a regular grid before being submitted to the catalogue. This can result in dynamics near to the coast being poorly represented, with velocity vectors often pointing directly onto land and thus out of the grid. This is a well known problem that arises when running particle tracking simulations using regridded products. The problem is common to regional or local products, like that used in the previous example, as well as global ones. Unless a procedure is used to reintroduce particles back into the domain, large numbers can become beached on land. In the simulation here, we use a reflecting boundary condition to push particles back into the domain should this occur." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating the run configuration file\n", "\n", "As before, a [run configuration](../documentation/getting_started.ipynb) file has been provided. There is nothing special about he run config when compared with that used in the previous example - all the information that is secific to global products is recorded in the grid metrics file. The simulation uses a time step (3600 s), and is run forward for 360 days. It is an advection only simulation, which uses a fourth order Runga Kutta scheme to compute changes in particle positions over time.\n", "\n", "Here we set `data_dir` and the path to the grid metrics file, and save the new config file in the simulation directory." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import configparser\n", "\n", "config_file_name = './configs/global_arakawa_a_forward_template.cfg'\n", "\n", "cf = configparser.ConfigParser()\n", "cf.read(config_file_name)\n", "\n", "cf.set('OCEAN_DATA', 'data_dir', data_dir)\n", "cf.set('OCEAN_DATA', 'grid_metrics_file', grid_metrics_file_name)\n", "\n", "# Save a copy in the simulation directory\n", "with open(\"{}/pylag.cfg\".format(simulation_dir), 'w') as config:\n", " cf.write(config)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the model\n", "\n", "With the run configuration file saved, we can now run the example." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Change to the run directory\n", "os.chdir('{}'.format(simulation_dir))\n", "\n", "# Run the model\n", "!{\"python -m pylag.main -c pylag.cfg\"}\n", "\n", "# Return to the cwd\n", "os.chdir(cwd)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualising the result\n", "\n", "With the model having run, the final step is to visulise the result. Here, we produce a simple plot of particles positions after 180 (top) and 360 (bottom) days." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import timedelta\n", "\n", "from pylag.processing.ncview import Viewer\n", "\n", "# Dataset holding particle positions\n", "file_name = '{}/output/pylag_1.nc'.format(simulation_dir)\n", "viewer = Viewer(file_name, time_rounding=900)\n", "\n", "# Font size\n", "font_size = 10\n", "\n", "# Plot extents\n", "extents = np.array([-90, -30, 20, 50], dtype=float)\n", "\n", "# Projection\n", "projection = ccrs.PlateCarree()\n", "\n", "# Plot positions after 180 and 360 days\n", "for tof in [180, 360]:\n", "\n", " # Create figure\n", " fig, ax1 = create_figure(figure_size=(26., 26.), projection=projection,\n", " font_size=font_size, bg_color='white')\n", "\n", " # Create plotter \n", " plotter = ArakawaAPlotter(grid_metrics_file_name,\n", " font_size=font_size,\n", " line_width=0.5)\n", "\n", " # Time of flight\n", " time_of_flight = timedelta(days=tof)\n", " date = viewer.date[0] + time_of_flight\n", " time_index = viewer.date.tolist().index(date)\n", "\n", "\n", " # Plot particle final positions\n", " ax1, scatter = plotter.scatter(ax1, viewer('longitude')[time_index, :].squeeze(),\n", " viewer('latitude')[time_index, :].squeeze(), configure=True,\n", " s=8, color='#e50000', edgecolors='none', tick_inc=True,\n", " draw_coastlines=True,\n", " extents=extents)\n", " ax1.set_title('{} days'.format(tof))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The particles initially follow the Florida current north, before moving into the Gulf Stream near to Cape Hatteras and dispersing within the subtropical gyre of the North Atlantic ocean.\n", "\n", "## Acknowledgments\n", "\n", "The example uses E.U. Copernicus Marine Service Information (CMEMS), product [GLOBAL_REANALYSIS_PHY_001_031](https://resources.marine.copernicus.eu/?option=com_csw&view=details&product_id=GLOBAL_REANALYSIS_PHY_001_031)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 4 }