diff --git a/docs/tutorials/Drifter_data_tutorial.ipynb b/docs/tutorials/Drifter_data_tutorial.ipynb new file mode 100755 index 00000000..be8f0ac4 --- /dev/null +++ b/docs/tutorials/Drifter_data_tutorial.ipynb @@ -0,0 +1,234 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example Drifter data handling \n", + "### Agulhas retroflection region\n", + "The Atlantic and Indian Ocean meet around South Africa, and this is one of the most dynamic and energetic regions in the world ocean. The Agulhas retroflection is a region where the Agulhas current retroflects back into the Indian Ocean. This region is known for its strong currents and eddies, and is a region where many drifters have been deployed.\n", + "\n", + "In this tutorial, we will explore virtual drifters deployed in the Agulhas Current, just off the city of Durban at 31S. The virtual drifters report their position every hour, and have a lifetime of 30 days. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from virtualship import Location, Spacetime\n", + "from virtualship.instruments.drifter import Drifter, simulate_drifters\n", + "from virtualship.expedition.input_data import InputData\n", + "from pathlib import Path\n", + "import numpy as np\n", + "import xarray as xr\n", + "import matplotlib.pyplot as plt\n", + "import trajan\n", + "from datetime import timedelta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have downloaded the data from Copernicus Marine Service, using `virtualship fetch` and the information in following yaml format:\n", + "```yaml\n", + "area_of_interest:\n", + " spatial_range:\n", + " minimum_longitude: 5\n", + " maximum_longitude: 60\n", + " minimum_latitude: -45\n", + " maximum_latitude: -30\n", + " minimum_depth: -30\n", + " maximum_depth: 0\n", + " time_range:\n", + " start_time: 2023-07-01 00:00:00\n", + " end_time: 2023-09-30 00:00:00\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have stored this hydrodynamic data in an `expedition_directory`, from which we can launch the virtual drifters. But before we do this, we will first need to load the data into a Parcels `FieldSet`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "expedition_directory = Path(\"/Users/erik/Desktop/VSC_AgulhasDrifters\")\n", + "fieldset = InputData._load_default_fieldset(expedition_directory)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will programatically create a list of 20 drifters to be deployed, using the `Drifter` Class. The 10 drifters are launched on a line from (31S, 31E) to (31S, 32E) and between 2 and 21 July 2023, one each day at midnight." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "vs_drifters = []\n", + "for i, lon in enumerate(np.linspace(31, 32, 20)):\n", + " vs_drifters.append(\n", + " Drifter(\n", + " Spacetime(\n", + " Location(latitude=-30, longitude=lon),\n", + " time=np.datetime64(f\"2023-07-{i+2:02d} 00:00:00\"),\n", + " ),\n", + " depth=0.0,\n", + " lifetime=timedelta(days=90),\n", + " )\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will now simulate the drifters for 90 days and store their trajectories in a `drifters.zarr` file." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Output files are stored in /Users/erik/Desktop/VSC_AgulhasDrifters/drifters.zarr.\n", + "WARN: Some drifters had a life time beyond the end time of the fieldset or the requested end time.\n" + ] + } + ], + "source": [ + "out_path = f\"{expedition_directory}/drifters.zarr\"\n", + "simulate_drifters(\n", + " fieldset,\n", + " out_path,\n", + " vs_drifters,\n", + " outputdt=timedelta(hours=1),\n", + " dt=timedelta(minutes=30),\n", + " endtime=None,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The simplest way to plot these trajectories is to use the [TrajAn package](https://opendrift.github.io/trajan/). As you see below, the drifters all start in the Agulhas Current (red dots at 30S) and most are initially advected southwestwards (although some first move northeastwards). At least two drifters take a path farther offshore, where their trajectories are much more eddying. When the inshore drifters reach approximately 25E, some of them start to circulate in eddies, and their tracks become even more convoluted." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [ + "nbsphinx-thumbnail" + ] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/erik/anaconda3/envs/parcels/lib/python3.12/site-packages/xarray/coding/times.py:254: RuntimeWarning: invalid value encountered in cast\n", + " flat_num_dates_ns_int = (flat_num_dates * _NS_PER_TIME_DELTA[delta]).astype(\n", + "No time or obs dimension detected.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds = xr.open_zarr(out_path)\n", + "ds.traj.plot()\n", + "ds.isel(obs=0).traj.plot(\"o\", color=\"r\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One potentially interesting analysis could be to compare the starting longitude to the final longitude. Do the drifters that start on the inshore side of the Agulhas Current have a higher chance to end up in the Atlantic Ocean (aka Agulhas leakage) than the drifters that start on the offshore side?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(5, 3))\n", + "\n", + "for i in range(len(ds.lon)):\n", + " last_non_nan_index = np.max(np.where(~np.isnan(ds.lon[i, :])))\n", + " ax.plot(ds.lon[i, 0], ds.lon[i, last_non_nan_index], \"o\")\n", + "ax.set_xlabel(\"Initial longitude [degrees E]\")\n", + "ax.set_ylabel(\"Final longitude [degrees E]\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "How do you interpret this plot? Is it what you expected? What other analyses could be interesting to do with this data?" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "parcels", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/tutorials/index.md b/docs/tutorials/index.md index 7e41ebe3..67140320 100644 --- a/docs/tutorials/index.md +++ b/docs/tutorials/index.md @@ -3,5 +3,5 @@ ```{nbgallery} ADCP_data_tutorial.ipynb CTD_data_tutorial.ipynb -sciencecommunication_assignment.ipynb +Drifter_data_tutorial.ipynb ```