{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from scipy.special import hankel2\n", "from examples.seismic.acoustic import AcousticWaveSolver\n", "from examples.seismic import Model, RickerSource, Receiver, TimeAxis, AcquisitionGeometry\n", "from devito import set_log_level\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Switch to error logging so that info is printed but runtime is hidden\n", "from devito import configuration\n", "configuration['log-level'] = 'ERROR'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Model with fixed time step value\n", "class ModelBench(Model):\n", " \"\"\"\n", " Physical model used for accuracy benchmarking.\n", " The critical dt is made small enough to ignore\n", " time discretization errors\n", " \"\"\"\n", "\n", " @property\n", " def critical_dt(self):\n", " \"\"\"Critical computational time step value.\"\"\"\n", " return .1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Verification\n", "\n", "We compute the error between the numerical and reference solutions for varying spatial discretization order and grid spacing. We also compare the time to solution to the error for these parameters." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Discretization order\n", "orders = (2, 4, 6, 8, 10)\n", "norder = len(orders)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t0, tn, dt, nt; 0.0000 150.0000 0.1000 1501\n" ] } ], "source": [ "# Number of time steps\n", "nt = 1501\n", "# Time axis\n", "dt = 0.1\n", "t0 = 0.\n", "tn = dt * (nt-1)\n", "time = np.linspace(t0, tn, nt)\n", "print(\"t0, tn, dt, nt; %.4f %.4f %.4f %d\" % (t0, tn, dt, nt))\n", "# Source peak frequency in KHz\n", "f0 = .09" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Domain sizes and gird spacing\n", "shapes = ((201, 2.0), (161, 2.5), (101, 4.0))\n", "dx = [2.0, 2.5, 4.0]\n", "nshapes = len(shapes)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Fine grid model\n", "c0 = 1.5\n", "model = ModelBench(vp=c0, origin=(0., 0.), spacing=(.5, .5), bcs=\"damp\",\n", " shape=(801, 801), space_order=20, nbl=40, dtype=np.float64)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The computational Grid has (881, 881) grid points and a physical extent of (440.0m, 440.0m)\n", "Source is at the center with coordinates (200.0m, 200.0m)\n", "Receiver (single receiver) is located at (260.0m, 260.0m) \n" ] } ], "source": [ "# Source and receiver geometries\n", "src_coordinates = np.empty((1, 2))\n", "src_coordinates[0, :] = 200.\n", "\n", "# Single receiver offset 100 m from source\n", "rec_coordinates = np.empty((1, 2))\n", "rec_coordinates[:, :] = 260.\n", "\n", "print(\"The computational Grid has (%s, %s) grid points \"\n", " \"and a physical extent of (%sm, %sm)\" % (*model.grid.shape, *model.grid.extent))\n", "print(\"Source is at the center with coordinates (%sm, %sm)\" % tuple(src_coordinates[0]))\n", "print(\"Receiver (single receiver) is located at (%sm, %sm) \" % tuple(rec_coordinates[0]))\n", " \n", "# Note: gets time sampling from model.critical_dt\n", "geometry = AcquisitionGeometry(model, rec_coordinates, src_coordinates, \n", " t0=t0, tn=tn, src_type='Ricker', f0=f0, t0w=1.5/f0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reference solution for numerical convergence" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "solver = AcousticWaveSolver(model, geometry, kernel='OT2', space_order=8)\n", "ref_rec, ref_u, _ = solver.forward()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analytical solution for comparison with the reference numerical solution\n", "\n", "The analytical solution of the 2D acoustic wave-equation with a source pulse is defined as:\n", "\n", "$$\n", "\\begin{aligned}\n", "u_s(r, t) &= \\frac{1}{2\\pi} \\int_{-\\infty}^{\\infty} \\{ -i \\pi H_0^{(2)}\\left(k r \\right) q(\\omega) e^{i\\omega t} d\\omega\\}\\\\[10pt]\n", "r &= \\sqrt{(x - x_{src})^2+(y - y_{src})^2}\n", "\\end{aligned}\n", "$$\n", "\n", "where $H_0^{(2)}$ is the Hankel function of the second kind, $F(\\omega)$ is the Fourier spectrum of the source time function at angular frequencies $\\omega$ and $k = \\frac{\\omega}{v}$ is the wavenumber.\n", "\n", "We look at the analytical and numerical solution at a single grid point. We ensure that this grid point is on-the-grid for all discretizations analyised in the further verification." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Source and receiver coordinates\n", "sx, sz = src_coordinates[0, :]\n", "rx, rz = rec_coordinates[0, :]\n", "\n", "# Define a Ricker wavelet shifted to zero lag for the Fourier transform\n", "def ricker(f, T, dt, t0):\n", " t = np.linspace(-t0, T-t0, int(T/dt))\n", " tt = (np.pi**2) * (f**2) * (t**2)\n", " y = (1.0 - 2.0 * tt) * np.exp(- tt)\n", " return y\n", "\n", "def analytical(nt, model, time, **kwargs):\n", " dt = kwargs.get('dt', model.critical_dt)\n", " # Fourier constants\n", " nf = int(nt/2 + 1)\n", " fnyq = 1. / (2 * dt)\n", " df = 1.0 / time[-1]\n", " faxis = df * np.arange(nf)\n", "\n", " wavelet = ricker(f0, time[-1], dt, 1.5/f0)\n", "\n", " # Take the Fourier transform of the source time-function\n", " R = np.fft.fft(wavelet)\n", " R = R[0:nf]\n", " nf = len(R)\n", "\n", " # Compute the Hankel function and multiply by the source spectrum\n", " U_a = np.zeros((nf), dtype=complex)\n", " for a in range(1, nf-1):\n", " k = 2 * np.pi * faxis[a] / c0\n", " tmp = k * np.sqrt(((rx - sx))**2 + ((rz - sz))**2)\n", " U_a[a] = -1j * np.pi * hankel2(0.0, tmp) * R[a]\n", "\n", " # Do inverse fft on 0:dt:T and you have analytical solution\n", " U_t = 1.0/(2.0 * np.pi) * np.real(np.fft.ifft(U_a[:], nt))\n", " \n", " # The analytic solution needs be scaled by dx^2 to convert to pressure\n", " return np.real(U_t) * (model.spacing[0]**2)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "time1 = np.linspace(0.0, 3000., 30001)\n", "U_t = analytical(30001, model, time1, dt=time1[1] - time1[0])\n", "U_t = U_t[0:1501]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Numerical data min,max,abs; -5.349877e-03 +8.529867e-03 +8.529867e-03\n", "Analytic data min,max,abs; -5.322232e-03 +8.543911e-03 +8.543911e-03\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "print(\"Numerical data min,max,abs; %+.6e %+.6e %+.6e\" % \n", " (np.min(ref_rec.data), np.max(ref_rec.data), np.max(np.abs(ref_rec.data)) ))\n", "print(\"Analytic data min,max,abs; %+.6e %+.6e %+.6e\" % \n", " (np.min(U_t), np.max(U_t), (np.max(np.abs(U_t)))))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot wavefield and source/rec position\n", "plt.figure(figsize=(8,8))\n", "amax = np.max(np.abs(ref_u.data[1,:,:]))\n", "plt.imshow(ref_u.data[1,:,:], vmin=-1.0 * amax, vmax=+1.0 * amax, cmap=\"seismic\")\n", "plt.plot(2*sx+40, 2*sz+40, 'r*', markersize=11, label='source') # plot position of the source in model, add nbl for correct position\n", "plt.plot(2*rx+40, 2*rz+40, 'k^', markersize=8, label='receiver') # plot position of the receiver in model, add nbl for correct position\n", "plt.legend()\n", "plt.xlabel('x position (m)')\n", "plt.ylabel('z position (m)')\n", "plt.savefig('wavefieldperf.pdf')\n", "\n", "# Plot trace\n", "plt.figure(figsize=(12,8))\n", "plt.subplot(2,1,1)\n", "plt.plot(time, ref_rec.data[:, 0], '-b', label='numerical')\n", "plt.plot(time, U_t[:], '--r', label='analytical')\n", "plt.xlim([0,150])\n", "plt.ylim([1.15*np.min(U_t[:]), 1.15*np.max(U_t[:])])\n", "plt.xlabel('time (ms)')\n", "plt.ylabel('amplitude')\n", "plt.legend()\n", "plt.subplot(2,1,2)\n", "plt.plot(time, 100 *(ref_rec.data[:, 0] - U_t[:]), '-b', label='difference x100')\n", "plt.xlim([0,150])\n", "plt.ylim([1.15*np.min(U_t[:]), 1.15*np.max(U_t[:])])\n", "plt.xlabel('time (ms)')\n", "plt.ylabel('amplitude x100')\n", "plt.legend()\n", "plt.savefig('ref.pdf')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.1265077536675204e-05\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "error_time = np.zeros(5)\n", "error_time[0] = np.linalg.norm(U_t[:-1] - ref_rec.data[:-1, 0], 2) / np.sqrt(nt)\n", "errors_plot = [(time, U_t[:-1] - ref_rec.data[:-1, 0])]\n", "print(error_time[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Convergence in time\n", "\n", "\n", "We first show the convergence of the time discretization for a fix high-order spatial discretization (20th order).\n", "\n", "After we show that the time discretization converges in $O(dt^2)$ and therefore only contains the error in time, we will take the numerical solution for `dt=.1ms` as a reference for the spatial discretization analysis.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "geometry.time_axes; TimeAxis: start=0, stop=150.08, step=0.08, num=1877\n", "error for dt=0.0800 is 7.419952e-06 -- ratio dt^2,ratio err; 1.562500 1.518214 \n", "\n", "geometry.time_axes; TimeAxis: start=0, stop=150, step=0.075, num=2001\n", "error for dt=0.0750 is 6.582594e-06 -- ratio dt^2,ratio err; 1.137778 1.127208 \n", "\n", "geometry.time_axes; TimeAxis: start=0, stop=150, step=0.0625, num=2401\n", "error for dt=0.0625 is 4.707689e-06 -- ratio dt^2,ratio err; 1.440000 1.398264 \n", "\n", "geometry.time_axes; TimeAxis: start=0, stop=150, step=0.05, num=3001\n", "error for dt=0.0500 is 3.144849e-06 -- ratio dt^2,ratio err; 1.562500 1.496952 \n", "\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "dt = [0.1000, 0.0800, 0.0750, 0.0625, 0.0500]\n", "nnt = (np.divide(150.0, dt) + 1).astype(int)\n", "\n", "for i in range(1, 5):\n", " # Time axis\n", " t0 = 0.0\n", " tn = 150.0\n", " time = np.linspace(t0, tn, nnt[i])\n", "\n", " # Source geometry\n", " src_coordinates = np.empty((1, 2))\n", " src_coordinates[0, :] = 200.\n", "\n", " # Single receiver offset 100 m from source\n", " rec_coordinates = np.empty((1, 2))\n", " rec_coordinates[:, :] = 260.\n", "\n", " geometry = AcquisitionGeometry(model, rec_coordinates, src_coordinates, \n", " t0=t0, tn=tn, src_type='Ricker', f0=f0, t0w=1.5/f0)\n", "\n", " # Note: incorrect data size will be generated here due to AcquisitionGeometry bug ... \n", " # temporarily fixed below by resizing the output from the solver\n", " geometry.resample(dt[i])\n", " print(\"geometry.time_axes; \", geometry.time_axis)\n", " \n", " solver = AcousticWaveSolver(model, geometry, time_order=2, space_order=8)\n", " ref_rec1, ref_u1, _ = solver.forward(dt=dt[i])\n", " ref_rec1_data = ref_rec1.data[0:nnt[i],:]\n", "\n", " time1 = np.linspace(0.0, 3000., 20*(nnt[i]-1) + 1)\n", " U_t1 = analytical(20*(nnt[i]-1) + 1, model, time1, dt=time1[1] - time1[0])\n", " U_t1 = U_t1[0:nnt[i]]\n", "\n", " error_time[i] = np.linalg.norm(U_t1[:-1] - ref_rec1_data[:-1, 0], 2) / np.sqrt(nnt[i]-1)\n", "\n", " ratio_d = dt[i-1]/dt[i] if i > 0 else 1.0\n", " ratio_e = error_time[i-1]/error_time[i] if i > 0 else 1.0\n", " print(\"error for dt=%.4f is %12.6e -- ratio dt^2,ratio err; %12.6f %12.6f \\n\" % \n", " (dt[i], error_time[i], ratio_d**2, ratio_e))\n", " errors_plot.append((geometry.time_axis.time_values, U_t1[:-1] - ref_rec1_data[:-1, 0]))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 10))\n", "theory = [t**2 for t in dt]\n", "theory = [error_time[0]*th/theory[0] for th in theory]\n", "plt.loglog([t for t in dt], error_time, '-ob', label=('Numerical'), linewidth=4, markersize=10)\n", "plt.loglog([t for t in dt], theory, '-^r', label=('Theory (2nd order)'), linewidth=4, markersize=10)\n", "for x, y, a in zip([t for t in dt], theory, [('dt = %s ms' % (t)) for t in dt]):\n", " plt.annotate(a, xy=(x, y), xytext=(4, 2),\n", " textcoords='offset points', size=20,\n", " horizontalalignment='left', verticalalignment='top')\n", "plt.xlabel(\"Time-step $dt$ (ms)\", fontsize=20)\n", "plt.ylabel(\"$|| u_{num} - u_{ana}||_2$\", fontsize=20)\n", "plt.tick_params(axis='both', which='both', labelsize=20)\n", "plt.tight_layout()\n", "plt.xlim((0.05, 0.1))\n", "plt.legend(fontsize=20, ncol=4, fancybox=True, loc='best')\n", "plt.savefig(\"TimeConvergence.pdf\", format='pdf', facecolor='white',\n", " orientation='landscape', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "stylel = ('--y', '--b', '--r', '--g', '--c')\n", "\n", "start_t = lambda dt: int(50/dt)\n", "end_t = lambda dt: int(100/dt)\n", "\n", "\n", "plt.figure(figsize=(20, 10))\n", "\n", "for i, dti in enumerate(dt):\n", " timei, erri = errors_plot[i]\n", " s, e = start_t(dti), end_t(dti)\n", " if i == 0:\n", " plt.plot(timei[s:e], U_t[s:e], 'k', label='analytical', linewidth=2)\n", " plt.plot(timei[s:e], 100*erri[s:e], stylel[i], label=\"100 x error dt=%sms\"%dti, linewidth=2)\n", "plt.xlim([50,100])\n", "plt.xlabel(\"Time (ms)\", fontsize=20)\n", "plt.legend(fontsize=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Convergence rate in time is: 1.8403\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "pf = np.polyfit(np.log([t for t in dt]), np.log(error_time), deg=1)\n", "print(\"Convergence rate in time is: %.4f\" % pf[0])\n", "assert np.isclose(pf[0], 1.9, atol=0, rtol=.1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Convergence in space\n", "We have a correct reference solution we can use for space discretization analysis" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "starting space order 2 with (201, 201) grid points the error is 0.0037682796393557704 for 0.0457010000000007 seconds runtime\n", "starting space order 2 with (161, 161) grid points the error is 0.005812459176798742 for 0.03416000000000019 seconds runtime\n", "starting space order 2 with (101, 101) grid points the error is 0.013011149171741464 for 0.021772000000000187 seconds runtime\n", "starting space order 4 with (201, 201) grid points the error is 0.0003400355796236851 for 0.05689200000000136 seconds runtime\n", "starting space order 4 with (161, 161) grid points the error is 0.0009414704657502754 for 0.04329800000000062 seconds runtime\n", "starting space order 4 with (101, 101) grid points the error is 0.00634686261474598 for 0.02876700000000098 seconds runtime\n", "starting space order 6 with (201, 201) grid points the error is 4.5490650020112585e-05 for 0.0717499999999997 seconds runtime\n", "starting space order 6 with (161, 161) grid points the error is 0.0002068743812472065 for 0.05577100000000119 seconds runtime\n", "starting space order 6 with (101, 101) grid points the error is 0.003742867493048817 for 0.033743000000000495 seconds runtime\n", "starting space order 8 with (201, 201) grid points the error is 4.1758297084644546e-05 for 0.09771699999999818 seconds runtime\n", "starting space order 8 with (161, 161) grid points the error is 7.16374344942322e-05 for 0.07235899999999956 seconds runtime\n", "starting space order 8 with (101, 101) grid points the error is 0.0025733941924053825 for 0.04383400000000102 seconds runtime\n", "starting space order 10 with (201, 201) grid points the error is 4.4878701635970325e-05 for 0.11604899999999843 seconds runtime\n", "starting space order 10 with (161, 161) grid points the error is 4.998218488476813e-05 for 0.08815700000000024 seconds runtime\n", "starting space order 10 with (101, 101) grid points the error is 0.0019484834503388081 for 0.054120000000001 seconds runtime\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "errorl2 = np.zeros((norder, nshapes))\n", "timing = np.zeros((norder, nshapes))\n", "\n", "set_log_level(\"ERROR\")\n", "ind_o = -1\n", "for spc in orders:\n", " ind_o +=1\n", " ind_spc = -1\n", " for nn, h in shapes:\n", " ind_spc += 1\n", " time = np.linspace(0., 150., nt)\n", "\n", " model_space = ModelBench(vp=c0, origin=(0., 0.), spacing=(h, h), bcs=\"damp\",\n", " shape=(nn, nn), space_order=spc, nbl=40, dtype=np.float32)\n", "\n", " # Source geometry\n", " src_coordinates = np.empty((1, 2))\n", " src_coordinates[0, :] = 200.\n", "\n", " # Single receiver offset 100 m from source\n", " rec_coordinates = np.empty((1, 2))\n", " rec_coordinates[:, :] = 260.\n", "\n", " geometry = AcquisitionGeometry(model_space, rec_coordinates, src_coordinates, \n", " t0=t0, tn=tn, src_type='Ricker', f0=f0, t0w=1.5/f0)\n", "\n", " solver = AcousticWaveSolver(model_space, geometry, time_order=2, space_order=spc)\n", " loc_rec, loc_u, summary = solver.forward()\n", "\n", " # Note: we need to correct for fixed spacing pressure corrections in both analytic \n", " # (run at the old model spacing) and numerical (run at the new model spacing) solutions\n", " c_ana = 1 / model.spacing[0]**2\n", " c_num = 1 / model_space.spacing[0]**2\n", "\n", " # Compare to reference solution\n", " # Note: we need to normalize by the factor of grid spacing squared \n", " errorl2[ind_o, ind_spc] = np.linalg.norm(loc_rec.data[:-1, 0] * c_num - U_t[:-1] * c_ana, 2) / np.sqrt(U_t.shape[0] - 1)\n", " timing[ind_o, ind_spc] = np.max([v for _, v in summary.timings.items()])\n", " print(\"starting space order %s with (%s, %s) grid points the error is %s for %s seconds runtime\" %\n", " (spc, nn, nn, errorl2[ind_o, ind_spc], timing[ind_o, ind_spc]))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stylel = ('-^k', '-^b', '-^r', '-^g', '-^c')\n", "\n", "plt.figure(figsize=(20, 10))\n", "for i in range(0, 5):\n", " plt.loglog(errorl2[i, :], timing[i, :], stylel[i], label=('order %s' % orders[i]), linewidth=4, markersize=10)\n", " for x, y, a in zip(errorl2[i, :], timing[i, :], [('dx = %s m' % (sc)) for sc in dx]):\n", " plt.annotate(a, xy=(x, y), xytext=(4, 2),\n", " textcoords='offset points', size=20)\n", "plt.xlabel(\"$|| u_{num} - u_{ref}||_{inf}$\", fontsize=20)\n", "plt.ylabel(\"Runtime (sec)\", fontsize=20)\n", "plt.tick_params(axis='both', which='both', labelsize=20)\n", "plt.tight_layout()\n", "plt.legend(fontsize=20, ncol=3, fancybox=True, loc='lower left')\n", "plt.savefig(\"TimeAccuracy.pdf\", format='pdf', facecolor='white',\n", " orientation='landscape', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "stylel = ('-^k', '-^b', '-^r', '-^g', '-^c')\n", "style2 = ('--k', '--b', '--r', '--g', '--c')\n", "\n", "plt.figure(figsize=(20, 10))\n", "for i in range(0, 5):\n", " theory = [k**(orders[i]) for k in dx]\n", " theory = [errorl2[i, 2]*th/theory[2] for th in theory]\n", " plt.loglog([sc for sc in dx], errorl2[i, :], stylel[i], label=('Numerical order %s' % orders[i]),\n", " linewidth=4, markersize=10)\n", " plt.loglog([sc for sc in dx], theory, style2[i], label=('Theory order %s' % orders[i]),\n", " linewidth=4, markersize=10)\n", "plt.xlabel(\"Grid spacing $dx$ (m)\", fontsize=20)\n", "plt.ylabel(\"$||u_{num} - u_{ref}||_{inf}$\", fontsize=20)\n", "plt.tick_params(axis='both', which='both', labelsize=20)\n", "plt.tight_layout()\n", "plt.legend(fontsize=20, ncol=2, fancybox=True, loc='lower right')\n", "# plt.xlim((2.0, 4.0))\n", "plt.savefig(\"Convergence.pdf\", format='pdf', facecolor='white',\n", " orientation='landscape', bbox_inches='tight')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Convergence rate for order 2 is 1.7764468171576273\n", "Convergence rate for order 4 is 4.197237865060114\n", "Convergence rate for order 6 is 6.331251845625753\n", "Convergence rate for order 8 is 7.619862944985301\n", "Convergence rate for order 10 is 5.803734097693632\n" ] } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "for i in range(5):\n", " pf = np.polyfit(np.log([sc for sc in dx]), np.log(errorl2[i, :]), deg=1)[0]\n", " if i==3:\n", " pf = np.polyfit(np.log([sc for sc in dx][1:]), np.log(errorl2[i, 1:]), deg=1)[0]\n", " print(\"Convergence rate for order %s is %s\" % (orders[i], pf))\n", " if i<4:\n", " assert np.isclose(pf, orders[i], atol=0, rtol=.2)" ] } ], "metadata": { "anaconda-cloud": {}, "hide_input": false, "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": "3.8.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false } }, "nbformat": 4, "nbformat_minor": 4 }