{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Continuous wavelet transform\n", "\n", "In this notebook, we explore some of the benchmark signals with a different transform. Instead of the short-time Fourier transform, we'll use the continuous wavelet trasnform, or CWT. The behaviour of this transform largely depends on the 'mother' wavelet we use. In this notebook, we a Ricker wavelet, but there are a great many other choices." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that this notebook uses `bruges`, which you can install with:\n", "\n", " pip install bruges\n", " \n", "The Ricker wavelet in `bruges` has the handy feature of being defined with actual frequencies, in Hertz, rather than with a width parameter, more like a Gaussian. (Alternatively, just swap it for `scipy.signal.ricker()`, as in the first example.)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "airgun_800Hz.txt landslide_100Hz.txt seismic_250Hz.txt\r\n", "bat_96000Hz.txt ligo_4096Hz.txt synthetic_250Hz.txt\r\n", "earthquake_20Hz.txt nuclear_20Hz.txt tremor_100Hz.txt\r\n", "ecg_500Hz.txt piano_22050Hz.txt upsweep_400Hz.txt\r\n", "irma_1Hz.txt seg_44100Hz.txt\r\n" ] } ], "source": [ "ls signals/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seismic data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "signal, _ = np.loadtxt('signals/seismic_250Hz.txt')\n", "fs = 250" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from scipy.signal import cwt\n", "from scipy.signal import ricker\n", "\n", "coeffs = cwt(signal, ricker, widths=np.arange(1,31))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.image.AxesImage at 0x7fd673a5c780>" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd67d3c1518>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(coeffs, aspect='auto')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can take a bit of time to make this plot prettier." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd673a30780>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mx = np.percentile(coeffs, 99.8)\n", "fig, axs = plt.subplots(figsize=(15, 5), nrows=2, gridspec_kw={'height_ratios':[2, 5]})\n", "\n", "axs[0].plot(signal/1e4)\n", "axs[0].set_xlim(0, 450)\n", "axs[0].set_ylabel('Amplitude')\n", "axs[0].set_xticklabels([])\n", "axs[1].imshow(coeffs, cmap='magma', aspect='auto', extent=[0, 450/fs, 30, 0], vmin=-mx, vmax=mx)\n", "axs[1].set_ylabel('Scale')\n", "axs[1].set_xlabel('Time [s]')\n", "axs[1].grid(alpha=0.33)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try using a more geophysical Ricker — one defined by frequency, intead of just 'width':" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from bruges.filters import ricker as ricker_\n", "\n", "FS = fs\n", "\n", "def ricky(length, width):\n", " return ricker_(0.256, 1/FS, width)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "mi, ma = 8, 64\n", "widths = widths=np.arange(mi, ma+1)\n", "coeffs = cwt(signal, ricky, widths=widths)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd67396b780>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mx = np.percentile(coeffs, 99.8)\n", "fig, axs = plt.subplots(figsize=(15, 5), nrows=2, gridspec_kw={'height_ratios':[2, 5]})\n", "\n", "axs[0].plot(signal/1e4)\n", "axs[0].set_xlim(0, 450)\n", "axs[0].set_ylabel('Amplitude')\n", "axs[0].set_xticklabels([])\n", "axs[1].imshow(coeffs, cmap='magma', aspect='auto', extent=[0, 450/fs, mi, ma], vmin=-mx, vmax=mx, origin='lower')\n", "axs[1].set_ylabel('Central Ricker frequency [Hz]')\n", "axs[1].set_xlabel('Time [s]')\n", "axs[1].grid(alpha=0.33)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can look at the components individually — with the central frequency of the wavelet representing that scale." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd67158fa58>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(figsize=(15, 10), nrows=4)\n", "for ax, r in zip(axs, [0, 8, 24, -1]):\n", " ax.plot(coeffs[r])\n", " ax.text(0, 1.5e4, f\"{widths[r]} Hz\", va='center', ha='center')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nuclear explosion" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "signal = np.loadtxt('signals/nuclear_20Hz.txt')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "coeffs = cwt(signal, ricker, widths=np.arange(1,101, 3))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd671499550>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mx = np.percentile(coeffs, 99)\n", "fig, axs = plt.subplots(figsize=(15, 5), nrows=2, gridspec_kw={'height_ratios':[2, 5]})\n", "\n", "axs[0].plot(signal/1e6)\n", "axs[0].set_xlim(0, signal.size)\n", "axs[0].set_ylabel('Amplitude')\n", "axs[0].set_xticklabels([])\n", "axs[1].imshow(coeffs, cmap='magma', aspect='auto', vmin=-mx, vmax=mx)\n", "axs[1].set_ylabel('Scale')\n", "axs[1].grid(alpha=0.33)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Upsweep" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "signal = np.loadtxt('signals/upsweep_400Hz.txt')\n", "fs = 400" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "coeffs = cwt(signal, ricker, widths=np.arange(1,2000, 50))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd6714faac8>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mx = np.percentile(coeffs, 99)\n", "fig, axs = plt.subplots(figsize=(15, 6), nrows=3, gridspec_kw={'height_ratios':[2, 5, 5]})\n", "\n", "axs[0].plot(signal/1e4)\n", "axs[0].set_xlim(0, signal.size)\n", "axs[0].set_ylabel('Amplitude')\n", "axs[0].set_xticklabels([])\n", "\n", "axs[1].imshow(coeffs, cmap='magma', aspect='auto', vmin=-mx, vmax=mx)\n", "axs[1].set_ylabel('Scale')\n", "axs[1].grid(alpha=0.33)\n", "\n", "_ = axs[2].specgram(signal, Fs=fs, cmap='magma', aspect='auto', vmin=0)\n", "axs[2].set_ylim(0, 64)\n", "axs[2].set_ylabel('Frequency')\n", "axs[2].set_xlabel('Time [s]')\n", "axs[2].grid(alpha=0.33)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Airguns" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "signal = np.loadtxt('signals/airgun_800Hz.txt')" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "coeffs = cwt(signal, ricker, widths=np.arange(1,2000, 50))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7fd67158f128>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mx = np.percentile(coeffs, 99)\n", "fig, axs = plt.subplots(figsize=(15, 5), nrows=2, gridspec_kw={'height_ratios':[2, 5]})\n", "\n", "axs[0].plot(signal/1e4)\n", "axs[0].set_xlim(0, signal.size)\n", "axs[0].set_ylabel('Amplitude')\n", "axs[0].set_xticklabels([])\n", "axs[1].imshow(coeffs, cmap='magma', aspect='auto', vmin=-mx, vmax=mx)\n", "axs[1].set_ylabel('Scale')\n", "axs[1].grid(alpha=0.33)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "py36", "language": "python", "name": "py36" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }