{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# FVCOM - Backward tracking\n", "\n", "This example is similar to the [FVCOM forward tracking experiment](./fvcom_forward_tracking.ipynb), only here we run the model backwards in time. For background information on the FVCOM model setup, please refer to the FVCOM forward tracking experiment.\n", "\n", "The FVCOM output files needed for 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", "\n", "# Root directory for PyLag example input files\n", "home_dir = os.environ['HOME']\n", "data_dir = f\"{home_dir}/data/pylag_doc\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting particle initial positions\n", "\n", "As we did in the previous example, here we create a single release zone with a radius of 200 m which is located at the edge of Plymouth Sound. We will evenly distribute approximately 100 particles in the release zone. This will act as our *particle seed*. We will save the outputs in a file called `initial_positions.dat`, which will be saved in the sub-directory `input`. In turn, the `input` sub-directory will be created in a dedicated simulation directory `simulations/fvcom_backward`. Particle initial positions are the same as those used in the forward tracking experiment, which also visualises them on a [map](./fvcom_forward_tracking.ipynb)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "\n", "from pylag.processing.coordinate import get_epsg_code, utm_from_lonlat\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", "# Keep a copy of the cwd\n", "cwd = os.getcwd()\n", "\n", "# Create run directory\n", "simulation_dir = f\"{cwd}/simulations/fvcom_backward\"\n", "try:\n", " os.makedirs(simulation_dir)\n", "except FileExistsError:\n", " pass\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 = 50.32\n", "lon = -4.17\n", "\n", "# Release zone radius (m)\n", "radius = 200.0\n", "\n", "# Target number of particles to be released. Only a target,\n", "# since we are evenly distributing particles in the release\n", "# zone, which has no unique solution.\n", "n_particles_target = 100\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 = False)\n", "\n", "# Get the actual number of particles\n", "n_particles = surface_release_zone.get_number_of_particles()\n", "\n", "# Get coordinates of the particles. NB - we're going to run\n", "# the model in cartesian coordinates. Objects of type\n", "# ReleaseZone have a method that allows one to transform\n", "# geographic coordinates into UTM coordinates with units\n", "# of m. We use this here.\n", "eastings, northings, depths, epsg_code = surface_release_zone.get_utm_coordinates()\n", "\n", "# Create input sub-directory\n", "input_dir = f\"{simulation_dir}/input\"\n", "try:\n", " os.makedirs(input_dir)\n", "except FileExistsError:\n", " pass\n", "\n", "# Output filename\n", "file_name = f\"{input_dir}/initial_positions.dat\"\n", "\n", "# Write data to file\n", "create_initial_positions_file_single_group(file_name,\n", " n_particles,\n", " group_id,\n", " eastings,\n", " northings,\n", " depths)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating a FVCOM grid metrics file\n", "\n", "The [FVCOM forward tracking experiment](./fvcom_forward_tracking.ipynb) describes how the [grid metrics](../documentation/overview.ipynb) file can be created. Here, we simply copy the pre-created file that ships with the example input data over to the simulation directory." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from shutil import copyfile\n", "\n", "# Grid metrics file (src)\n", "grid_metrics_file_name_src = f\"{data_dir}/fvcom_tamar_estuary_grid_metrics.nc\"\n", "\n", "# Grid metrics file (dst)\n", "grid_metrics_file_name = f\"{input_dir}/grid_metrics.nc\"\n", "\n", "_ = copyfile(grid_metrics_file_name_src, grid_metrics_file_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating the run configuration file\n", "\n", "The run configuration file is similar to that used in the forward tracking experiment, but with a small number of key differences. These are highlighted below. In particular, note the specified simulation end time should be in the past relative to the simulation start time. Here, we run the model for the same period of time as we did in the forward tracking experiment." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start time: 2020-05-02 03:00:00\n", "End time: 2020-05-01 12:00:00\n", "Time direction: reverse\n" ] } ], "source": [ "import configparser\n", "\n", "config_file_name = './configs/fvcom_backward_template.cfg'\n", "\n", "cf = configparser.ConfigParser()\n", "cf.read(config_file_name)\n", "\n", "# Start time\n", "print('Start time: {}'.format(cf.get('SIMULATION', 'start_datetime')))\n", "\n", "# End time\n", "print('End time: {}'.format(cf.get('SIMULATION', 'end_datetime')))\n", "\n", "# Specify that this is a forward tracking experiment\n", "print('Time direction: {}'.format(cf.get('SIMULATION', 'time_direction')))\n", "\n", "# Set \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": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Starting ensemble member 1 ...\n", "Progress:\n", "100% |###########################################|\n" ] } ], "source": [ "# Change to the run directory\n", "os.chdir(f\"{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. As before, we produce a simple plot of particle pathlines over the course of the simulation." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import warnings\n", "import numpy as np\n", "from netCDF4 import Dataset\n", "from datetime import timedelta\n", "import cartopy.crs as ccrs\n", "\n", "from pylag.processing.coordinate import utm_from_lonlat, lonlat_from_utm\n", "\n", "from pylag.processing.ncview import Viewer\n", "from pylag.processing.plot import FVCOMPlotter\n", "from pylag.processing.plot import create_figure, colourmap\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "# Read in the bathymetry\n", "ds = Dataset(grid_metrics_file_name, 'r')\n", "bathy = -ds.variables['h'][:]\n", "ds.close()\n", "del(ds)\n", "\n", "file_name = f\"{simulation_dir}/output/pylag_1.nc\"\n", "\n", "# Time of flight (-ve)\n", "time_of_flight = timedelta(hours=-15)\n", "\n", "# Font size for plotting\n", "font_size = 15\n", "\n", "# Colour map for plotting\n", "cmap = colourmap('h_r')\n", "\n", "# Plot extents\n", "extents = np.array([-4.3, -4.05, 50.25, 50.4], dtype=float)\n", "\n", "fig, ax = create_figure(figure_size=(26., 26.), projection=ccrs.PlateCarree(),\n", " font_size=font_size, bg_color='gray')\n", "\n", "# Configure plotter\n", "plotter = FVCOMPlotter(grid_metrics_file_name,\n", " geographic_coords=True,\n", " font_size=font_size)\n", "\n", "\n", "# Plot the bathymetry again. We'll overlay pathlines on top of this.\n", "plotter.plot_field(ax, bathy, extents=extents, add_colour_bar=True, cb_label='Depth (m)',\n", " vmin=-60., vmax=0., cmap=cmap)\n", "\n", "# Dataset holding particle positions\n", "viewer = Viewer(file_name, time_rounding=900)\n", "\n", "# Get time index\n", "date = viewer.date[0] + time_of_flight\n", "time_index = viewer.date.tolist().index(date)\n", "n_times = viewer.date[:time_index+1].shape[0]\n", "\n", "# Convert positions into lons/lats\n", "lons, lats = lonlat_from_utm(viewer('x')[time_index, :].squeeze(),\n", " viewer('y')[time_index, :].squeeze(),\n", " epsg_code=epsg_code)\n", "\n", "# Plot particle final positions\n", "ax, scatter = plotter.scatter(ax, lons, lats, s=8, color='#e50000', edgecolors='none')\n", "\n", "# Convert all pathline coordinates into lons/lats\n", "lons_paths, lats_paths = lonlat_from_utm(viewer('x')[:time_index+1, :],\n", " viewer('y')[:time_index+1, :],\n", " epsg_code=epsg_code)\n", "\n", "# Add path lines\n", "ax, lines = plotter.plot_lines(ax, lons_paths, lats_paths, linewidth=0.15, alpha=1, color='#0504aa')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the image, it can be seen that particles at the release site originated from within Plymouth Sound and up the River Tamar." ] } ], "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 }