{ "cells": [ { "cell_type": "markdown", "id": "5ec6e782", "metadata": {}, "source": [ "# Application to noise correlation functions" ] }, { "cell_type": "markdown", "id": "7288df0d", "metadata": {}, "source": [ "### A test to show that the stretcher works exactly the same way for positive/negative times\n", "Thus the same approch can be used for two-sided correlation functions. \n", "See jupyter notbook named \"examples\" for details. " ] }, { "cell_type": "code", "execution_count": 1, "id": "2ab0bfa4", "metadata": {}, "outputs": [], "source": [ "import time\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from scipy.signal.windows import tukey\n", "from scipy.signal import butter, sosfiltfilt\n", "\n", "from coodddaaaa.stretching import Stretcher # This package\n", "from coodddaaaa.utils import Timer, polyspace, TukeyWindow # This package" ] }, { "cell_type": "code", "execution_count": 2, "id": "e4f3a00a", "metadata": {}, "outputs": [], "source": [ "dt = 1e-7 # sampling, sec\n", "nt = int(5e-4 // dt) # number of samples in time\n", "t0 = -2.5e-4 # start time in sec\n", "\n", "time_array = t0 + np.arange(nt) * dt # seconds (NEVER use np.linspace for time vectors)\n", "fnyquist = 0.5 / dt # Hz\n", "\n", "tmin = 0.1e-4 # begin of time window in sec\n", "tmax = 2.4e-4 # end of time window in sec\n", "fmin = 0.01 * fnyquist # lower freq Hz\n", "fmax = 0.05 * fnyquist # upper freq Hz\n", "\n", "eps_true = 0.02 # the imposed stretching coeff" ] }, { "cell_type": "code", "execution_count": 3, "id": "dad1a112", "metadata": {}, "outputs": [], "source": [ "# create the time taper\n", "tukeywin = TukeyWindow(tmin-0.01*nt*dt, tmin, tmax, tmax+0.01*nt*dt)\n", "taper = tukeywin(time_array) + tukeywin(-time_array)\n", "\n", "# and the bandpass filter\n", "sos = butter(4.0, [fmin / fnyquist, fmax / fnyquist], output=\"sos\", btype=\"band\") # for \n", "bandpass = lambda signal_array: sosfiltfilt(sos, signal_array) # predefined bandpass filter" ] }, { "cell_type": "code", "execution_count": 4, "id": "9c62551c", "metadata": {}, "outputs": [], "source": [ "# Build the reference band-pass / tapered coda\n", "y_reference = bandpass(np.random.randn(nt)) * taper\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "3253ba16", "metadata": {}, "outputs": [], "source": [ "# Build the observed signal, a stretched version of it + noise\n", "stretcher0 = Stretcher(t0=t0, nt=nt, dt=dt, eps=np.array([eps_true]), norm=False) # for stretching only\n", "y_observed = stretcher0.stretch(y_reference)[0, :] # only one trace here" ] }, { "cell_type": "code", "execution_count": 6, "id": "c3c4d980", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display\n", "plt.figure(figsize=(10, 3))\n", "plt.plot(time_array, y_reference, label=\"reference\")\n", "plt.plot(time_array, y_observed, label=\"observed\");\n", "plt.gca().legend();\n", "plt.gca().grid(True)" ] } ], "metadata": { "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 5 }