{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "eb3295df-442a-4176-a95d-8258fb86e248", "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams.update({\n", " 'font.family': 'serif',\n", "})\n", "\n", "from mpl_toolkits.axes_grid1.anchored_artists import AnchoredSizeBar\n", "import matplotlib.font_manager as fm" ] }, { "cell_type": "code", "execution_count": 2, "id": "89c9c6dd-2a6d-44c3-995a-f7346638d63f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Sensors parameters:\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%run ./homogeneous_medium_sensors.ipynb" ] }, { "cell_type": "markdown", "id": "c6908742-3df6-4c81-918d-378074c087a0", "metadata": {}, "source": [ "In this notebooks, we will work on simulated measurements. To make things (a tiny bit) more realistic, we'll add some coloured noise to each sensor trace" ] }, { "cell_type": "code", "execution_count": 3, "id": "f1ed1693-bf20-4760-b1c3-bba41c6618e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from jax import grad, random\n", "\n", "from jwave.signal_processing import smooth\n", "\n", "# Add colored noise\n", "noise = random.normal(random.PRNGKey(42), sensors_data.shape)\n", "for i in range(noise.shape[1]):\n", " noise = noise.at[:, i].set(smooth(noise[:, i]))\n", "\n", "noisy_data = sensors_data + 0.2 * noise\n", "\n", "# Show noisy traces\n", "_field = FourierSeries(noisy_data.T, domain)\n", "show_field(_field, \"Noisy acoustic signals\")\n", "plt.xlabel(\"Time step\")\n", "plt.ylabel(\"Sensor position\")\n", "plt.axis(\"on\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "bfcfa8a8-e86b-419f-8363-b04065b83664", "metadata": {}, "source": [ "## Automatic differentiation\n", "\n", "In `jwave`, it is possible to take the gradient with respect to any scalar loss, as shown in the following example. The gradients will have the same datatypes as the inputs of to the function, so `Field` gradients will be mapped to `Field` objects.\n", "\n", "Here, we write a simple time reversal algorithm using autodiff. Note that time-reversal is proportional to the derivative operator of the `MSE` loss with respect to the measurement data, applied with zero initial conditions." ] }, { "cell_type": "code", "execution_count": 4, "id": "a3c8b2c1-efac-4248-96c9-0f14d7efdb1f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The following uses the reciprocity of the wave equation to generate\n", "# a time reversal imaging algorithm\n", "def solver(p0):\n", " return simulate_wave_propagation(medium, time_axis, p0=p0, sensors=sensors)\n", "\n", "\n", "@jit # Compile the whole algorithm\n", "def lazy_time_reversal(measurements):\n", " def mse_loss(p0, measurements):\n", " p0 = p0.replace_params(p0.params)\n", " p_pred = solver(p0)[..., 0]\n", " return 0.5 * jnp.sum(jnp.abs(p_pred - measurements) ** 2)\n", "\n", " # Start from an empty field\n", " p0 = FourierSeries.empty(domain)\n", "\n", " # Take the gradient of the MSE loss w.r.t. the\n", " # measured data\n", " p_grad = grad(mse_loss)(p0, measurements)\n", "\n", " return -p_grad\n", "\n", "\n", "# Reconstruct initial pressure distribution\n", "recon_image = lazy_time_reversal(noisy_data)\n", "\n", "# Show reconstructed field\n", "show_field(recon_image, \"Reconstructed initial pressure using autograd\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "20d69ab3-35c0-4237-aa0e-7fc2ff75f8da", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "393 ms ± 435 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "# Timings for the reconstruction algorithm, should be\n", "# ~ 2x the forward function.\n", "%timeit lazy_time_reversal(noisy_data).params.block_until_ready()" ] }, { "cell_type": "code", "execution_count": 8, "id": "a38927f9-7b36-4aa0-a656-98f0fd1f2f2d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.interpolate import interp1d\n", "\n", "# Save for paper\n", "fig, ax = plt.subplots(1,3, figsize=(10,3), dpi=100)\n", "\n", "im1 = ax[0].imshow(p0.on_grid, cmap=\"RdBu_r\", vmin=-6, vmax=6)\n", "cbar = fig.colorbar(im1, ax=ax[0])\n", "cbar.ax.get_yaxis().labelpad = 5\n", "cbar.ax.set_ylabel('A.U.', rotation=270)\n", "ax[0].axis('off')\n", "ax[0].set_title('Initial pressure')\n", "ax[0].scatter(x, y, label=\"sensors\", marker='.')\n", "ax[0].legend(loc=\"lower right\")\n", "\n", "# Plotting traces\n", "# adapted from this gist: https://gist.github.com/kwinkunks/f594b243e582666b5a808520e9add262\n", "data = np.asarray(noisy_data).T\n", "time = np.asarray(time_axis.to_array())\n", "\n", "skip=2\n", "perc=99.0\n", "gain=1.3\n", "oversampling=100\n", "rgb=(0, 0, 0)\n", "alpha=1.0\n", "lw=0.5\n", "\n", "ntraces, nt = data.shape\n", "rgba = list(rgb) + [alpha]\n", "sc = np.percentile(data, perc) # Normalization factor\n", "wigdata = data[::skip]\n", "xpos = np.arange(ntraces)[::skip]\n", "\n", "for y_trace, trace in zip(xpos, wigdata):\n", " amp = gain * trace / sc + y_trace\n", " t = 1e6 * time\n", " hypertime = np.linspace(t[0], t[-1], (oversampling * t.size - 1) + 1)\n", " interp = interp1d(t, amp, kind='cubic')\n", " hyperamp = interp(hypertime)\n", "\n", " # Plot the line, then the fill.\n", " ax[1].plot(hypertime, hyperamp, 'k', lw=lw)\n", " ax[1].fill_between( hypertime, hyperamp, y_trace,\n", " where=hyperamp > y_trace,\n", " facecolor=rgba,\n", " interpolate=True,\n", " lw=0,\n", " )\n", "\n", "ax[1].yaxis.tick_right()\n", "ax[1].set_title('Noisy traces')\n", "ax[1].set_ylabel(\"Sensor number\")\n", "ax[1].set_xlabel(\"Time $\\mu s$\")\n", "\n", "im1 = ax[2].imshow(recon_image.on_grid, cmap=\"RdBu_r\", vmin=-0.3, vmax=0.3)\n", "cbar = fig.colorbar(im1, ax=ax[2])\n", "cbar.ax.get_yaxis().labelpad = 5\n", "cbar.ax.set_ylabel('A.U.', rotation=270)\n", "ax[2].axis('off')\n", "ax[2].set_title('Recovered initial pressure')\n", "\n", "fontprops = fm.FontProperties(size=12)\n", "scalebar = AnchoredSizeBar(\n", " ax[2].transData,\n", " 100, '1 cm', 'lower right', \n", " pad=0.3,\n", " color='black',\n", " frameon=False,\n", " size_vertical=2,\n", " fontproperties=fontprops)\n", "ax[2].add_artist(scalebar)\n", "\n", "fig.tight_layout()\n", "\n", "plt.savefig(\"initial_pressure_recon.pdf\")" ] }, { "cell_type": "code", "execution_count": null, "id": "43aae8ae-834d-4a91-8a74-c8a1627b41f8", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "formats": "ipynb,auto:light" }, "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 5 }