{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Tutorial on Parcels tracer interpolation methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Parcels support a range of different interpolation methods for tracers, such as temperature. Here, we will show how these work, in an idealised example. \n", "\n", "We first import the relevant modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from parcels import FieldSet, ParticleSet, JITParticle, Variable\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a small 2D grid where `P` is a tracer that we want to interpolate. In each grid cell, `P` has a random value between 0.1 and 1.1. We then set `P[1,1]` to `0`, which for Parcels specifies that this is a land cell" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: Casting field data to np.float32\n" ] } ], "source": [ "dims = [5, 4]\n", "dx, dy = 1./dims[0], 1./dims[1]\n", "dimensions = {'lat': np.linspace(0., 1., dims[0], dtype=np.float32),\n", " 'lon': np.linspace(0., 1., dims[1], dtype=np.float32)}\n", "data = {'U': np.zeros(dims, dtype=np.float32),\n", " 'V': np.zeros(dims, dtype=np.float32),\n", " 'P': np.random.rand(dims[0], dims[1])+0.1}\n", "data['P'][1, 1] = 0.\n", "fieldset = FieldSet.from_data(data, dimensions, mesh='flat')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a Particle class that can sample this field" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "class SampleParticle(JITParticle):\n", " p = Variable('p', dtype=np.float32)\n", "\n", "def SampleP(particle, fieldset, time):\n", " particle.p = fieldset.P[time, particle.depth, particle.lat, particle.lon]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we perform four different interpolation on `P`, which we can control by setting `fieldset.P.interp_method`. Note that this can always be done _after_ the `FieldSet` creation. We store the results of each interpolation method in an entry in the dictionary `pset`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO: Compiled SampleParticleSampleP ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/34c7cdab3a9d9607e757d291227c31ba_0.so\n", "INFO: Compiled SampleParticleSampleP ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/1bbf4400d7134cee76c52c60b0159ca3_0.so\n", "INFO: Compiled SampleParticleSampleP ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/bbfb7805a2ad67fb52f9030eccb542ea_0.so\n", "INFO: Compiled SampleParticleSampleP ==> /var/folders/r2/8593q8z93kd7t4j9kbb_f7p00000gr/T/parcels-504/974e443be2a9aaaef4bb8f825f9648e7_0.so\n" ] } ], "source": [ "pset = {}\n", "for p_interp in ['linear', 'linear_invdist_land_tracer', 'nearest', 'cgrid_tracer']:\n", " fieldset.P.interp_method = p_interp # setting the interpolation method for fieldset.P\n", "\n", " xv, yv = np.meshgrid(np.linspace(0, 1, 8), np.linspace(0, 1, 8))\n", " pset[p_interp] = ParticleSet(fieldset, pclass=SampleParticle, lon=xv.flatten(), lat=yv.flatten())\n", " pset[p_interp].execute(SampleP, endtime=1, dt=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then we can show each of the four interpolation methods, by plotting the interpolated values on the `Particle` locations (circles) on top of the `Field` values (background colors)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 4, figsize=(18, 5))\n", "for i, p in enumerate(pset.keys()):\n", " data = fieldset.P.data[0, :, :]\n", " data[1, 1] = np.nan\n", " x = np.linspace(-dx/2, 1+dx/2, dims[0]+1)\n", " y = np.linspace(-dy/2, 1+dy/2, dims[1]+1)\n", " if p == 'cgrid_tracer':\n", " for lat in fieldset.P.grid.lat:\n", " ax[i].axhline(lat, color='k', linestyle='--')\n", " for lon in fieldset.P.grid.lon:\n", " ax[i].axvline(lon, color='k', linestyle='--')\n", " ax[i].pcolormesh(y, x, data, vmin=0.1, vmax=1.1)\n", " ax[i].scatter(pset[p].lon, pset[p].lat, c=pset[p].p, edgecolors='k', s=50, vmin=0.1, vmax=1.1)\n", " xp, yp = np.meshgrid(fieldset.P.lon, fieldset.P.lat)\n", " ax[i].plot(xp, yp, 'kx')\n", " ax[i].set_title(\"Using interp_method='%s'\" % p)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The white box is here the 'land' point where the tracer is set to zero and the crosses are the locations of the grid points. As you see, the interpolated value is always equal to the field value if the particle is exactly on the grid point (circles on crosses). \n", "\n", "For `interp_method='nearest'`, the particle values are the same for all particles in a grid cell. They are also the same for `interp_method='cgrid_tracer'`, but the grid cells have then shifted. That is because in a C-grid, the tracer grid cell is on the top-right corner (black dashed lines in right-most panel).\n", "\n", "For `interp_method='linear_invdist_land_tracer'`, we see that values are the same as `interp_method='linear'` for grid cells that don't border the land point. For grid cells that do border the land cell, the `linear_invdist_land_tracer` interpolation method gives higher values, as also shown in the difference plot below" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.scatter(pset['linear'].lon, pset['linear'].lat, c=pset['linear_invdist_land_tracer'].p-pset['linear'].p,\n", " edgecolors='k', s=50, cmap=cm.bwr, vmin=-0.25, vmax=0.25)\n", "plt.colorbar()\n", "plt.title(\"Difference between 'interp_method=linear' and 'interp_method=linear_invdist_land_tracer'\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So in summary, Parcels has four different interpolation schemes for tracers:\n", "\n", "1. `interp_method=linear`: compute linear interpolation\n", "2. `interp_method=linear_invdist_land_tracer`: compute linear interpolation except near land (where field value is zero). In that case, inverse distance weighting interpolation is computed, weighting by squares of the distance.\n", "3. `interp_method=nearest`: return nearest field value\n", "4. `interp_method=cgrid_tracer`: return nearest field value supposing C cells" ] } ], "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": "3.6.10" } }, "nbformat": 4, "nbformat_minor": 4 }