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@willirath
Last active December 20, 2020 16:52
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Lagrangian experiment with Xoak
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A simple nearest-neighbor Lagrangian simulation with Xoak"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"import xoak\n",
"\n",
"xr.set_options(display_style='text');"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# parameters\n",
"\n",
"# domain and velocity field params\n",
"x_min, x_max, dx = -100, 100, 1 # meters\n",
"y_min, y_max, dy = -100, 100, 1 # meters\n",
"u_max = 1\n",
"\n",
"# time step (make sure to be smaller than u_max * d{x,y})\n",
"dt = 0.5 # seconds\n",
"\n",
"# number of particles and number of time steps\n",
"N_particles = 1_000\n",
"N_steps = 2_00"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vortex velocity field"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"x, y = np.meshgrid(\n",
" np.arange(x_min + dx / 2, x_max, dx),\n",
" np.arange(y_min + dy / 2, y_max, dy),\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"r = (x ** 2 + y ** 2) ** 0.5\n",
"R = 0.3 * r.max()\n",
"\n",
"u_theta = np.where(\n",
" r <= R,\n",
" u_max * r ** 2 / R ** 2,\n",
" u_max * R ** 2 / r ** 2\n",
")\n",
"\n",
"theta = np.rad2deg(np.arctan2(y, x))\n",
"\n",
"v = np.cos(np.deg2rad(theta)) * u_theta\n",
"u = -np.sin(np.deg2rad(theta)) * u_theta\n",
"\n",
"np.testing.assert_allclose((u ** 2 + v ** 2), u_theta ** 2)\n",
"\n",
"# add movement towards center\n",
"v -= u_max / 10 * y / (y_max - y_min)\n",
"u -= u_max / 10 * x / (x_max - x_min)\n",
"\n",
"# add repulsion from center\n",
"v += u_max / 4 * np.sign(y) * R / np.where(r > 5, r, 4) ** 2\n",
"u += u_max / 4 * np.sign(x) * R / np.where(r > 5, r, 4) ** 2"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (x: 200, y: 200)\n",
"Coordinates:\n",
" Y (y, x) float64 -99.5 -99.5 -99.5 -99.5 ... 99.5 99.5 99.5 99.5\n",
" X (y, x) float64 -99.5 -98.5 -97.5 -96.5 ... 96.5 97.5 98.5 99.5\n",
"Dimensions without coordinates: x, y\n",
"Data variables:\n",
" u (y, x) float64 0.1129 0.1133 0.1138 ... -0.1138 -0.1133 -0.1129\n",
" v (y, x) float64 -0.01442 -0.01475 -0.01506 ... 0.01475 0.01442</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (x: 200, y: 200)\n",
"Coordinates:\n",
" Y (y, x) float64 -99.5 -99.5 -99.5 -99.5 ... 99.5 99.5 99.5 99.5\n",
" X (y, x) float64 -99.5 -98.5 -97.5 -96.5 ... 96.5 97.5 98.5 99.5\n",
"Dimensions without coordinates: x, y\n",
"Data variables:\n",
" u (y, x) float64 0.1129 0.1133 0.1138 ... -0.1138 -0.1133 -0.1129\n",
" v (y, x) float64 -0.01442 -0.01475 -0.01506 ... 0.01475 0.01442"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds_vel = xr.Dataset(\n",
" coords={\n",
" 'Y': (('y', 'x'), y),\n",
" 'X': (('y', 'x'), x)\n",
" },\n",
" data_vars={\n",
" 'u': (('y', 'x'), u),\n",
" 'v': (('y', 'x'), v)\n",
" },\n",
")\n",
"\n",
"ds_vel"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 792x216 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 3, figsize=(11, 3))\n",
"\n",
"ds_vel.u.plot(x=\"X\", y=\"Y\", ax=ax[0])\n",
"ds_vel.v.plot(x=\"X\", y=\"Y\", ax=ax[1])\n",
"(ds_vel.u ** 2 + ds_vel.v ** 2).rename(\"|u|\").plot(x=\"X\", y=\"Y\", ax=ax[2])\n",
"\n",
"fig.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create index"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 20.6 ms, sys: 1.28 ms, total: 21.9 ms\n",
"Wall time: 21.8 ms\n"
]
}
],
"source": [
"%%time\n",
"\n",
"ds_vel.xoak.set_index(['Y', 'X'], 'sklearn_balltree')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's create another `xarray.Dataset` of latitude / longitude points that here correspond to a trajectory on the sphere."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Initialize particles"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (particle: 1000)\n",
"Dimensions without coordinates: particle\n",
"Data variables:\n",
" y (particle) float64 -8.954 -10.93 13.61 9.855 ... 48.98 57.81 -6.916\n",
" x (particle) float64 -63.89 -58.04 -56.03 48.53 ... 59.13 10.73 10.36</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (particle: 1000)\n",
"Dimensions without coordinates: particle\n",
"Data variables:\n",
" y (particle) float64 -8.954 -10.93 13.61 9.855 ... 48.98 57.81 -6.916\n",
" x (particle) float64 -63.89 -58.04 -56.03 48.53 ... 59.13 10.73 10.36"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds_particles = xr.Dataset({\n",
" 'y': ('particle', np.random.uniform(0.8 * y_min, 0.8 * y_max, size=(N_particles, ))),\n",
" 'x': ('particle', np.random.uniform(0.8 * x_min, 0.8 * x_max, size=(N_particles, ))),\n",
"})\n",
"\n",
"ds_particles"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Have a look at initial config"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def plot_state(ds_vel, ds_particles):\n",
" (ds_vel.u ** 2 + ds_vel.v ** 2).plot(x=\"X\", y=\"Y\")\n",
" ds_particles.plot.scatter(x=\"x\", y=\"y\", color=\"k\", s=3)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_state(ds_vel, ds_particles)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Move particles"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def move_particles(ds_particles, ds_vel, dt=1):\n",
" ds_uv = ds_vel.xoak.sel(\n",
" Y=ds_particles.y,\n",
" X=ds_particles.x\n",
" ).drop([\"X\", \"Y\"])\n",
" \n",
" ds_particles_copy = ds_particles.copy()\n",
" \n",
" ds_particles_copy[\"x\"] += dt * ds_uv.u\n",
" ds_particles_copy[\"y\"] += dt * ds_uv.v\n",
" \n",
" return ds_particles_copy"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 868 ms, sys: 1.98 ms, total: 870 ms\n",
"Wall time: 870 ms\n"
]
}
],
"source": [
"%%time\n",
"\n",
"for n in range(N_steps):\n",
" ds_particles = move_particles(ds_particles, ds_vel, dt=dt)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_state(ds_vel, ds_particles)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time evolution"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (obs: 24, particle: 1000)\n",
"Dimensions without coordinates: obs, particle\n",
"Data variables:\n",
" y (obs, particle) float64 -46.41 -50.74 -37.81 ... 1.367 3.704 -30.87\n",
" x (obs, particle) float64 -40.78 -25.35 -40.47 ... 37.55 -35.02 3.338</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (obs: 24, particle: 1000)\n",
"Dimensions without coordinates: obs, particle\n",
"Data variables:\n",
" y (obs, particle) float64 -46.41 -50.74 -37.81 ... 1.367 3.704 -30.87\n",
" x (obs, particle) float64 -40.78 -25.35 -40.47 ... 37.55 -35.02 3.338"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 19.3 s, sys: 14.5 ms, total: 19.3 s\n",
"Wall time: 19.3 s\n"
]
}
],
"source": [
"%%time\n",
"\n",
"snapshots = [ds_particles.copy(deep=True), ]\n",
"\n",
"for n_snap in range(23):\n",
" for n in range(N_steps):\n",
" ds_particles = move_particles(ds_particles, ds_vel, dt=dt)\n",
" snapshots.append(ds_particles.copy(deep=True))\n",
"\n",
"ds_snapshots = xr.concat(snapshots, dim=\"obs\")\n",
"display(ds_snapshots)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x1728 with 24 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds_snapshots.plot.scatter(x=\"x\", y=\"y\", s=2, color=\"k\", col=\"obs\", col_wrap=3);"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@willirath
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@benbovy Fun with Xoak.

@benbovy
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benbovy commented Dec 19, 2020

Nice! We should add more concrete examples like that in the docs.

@willirath
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I think this example can also serve as a tool for thinking about possible additions to the Xoak API:

  1. The nearest-neighbor-lookup I've used here is not very realistic as we'd usually like to go for different ways of interpolating the data. While offering different interpolation schemes is beyond the scope of Xoak (I think), looking up the indices of nearest neighbours (possibly with multiple neighbours and their distances?) would fit into Xoak.

  2. The Lagrangian simulations usually chose small time steps that ensure only very little movement. Hence, there's two possible routes for optimization: (A) Many of the queries would be unnecessary as the nearest neighbours of many of the particles would not have changed. (B) If the underlying index provides a way of doing this, starting from the formerly known nearest neighbour could greatly speed up the query.

For more context, point 3. from @rabernat's comment on how Parcels could benefit from Xarray integration is also relevant.

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