{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Table of Contents\n", "* [Title/authors](#The-non-Toy-problem)\n", "* [Introduction](#Introduction)\n", "* [Code](#Code)\n", "\t* [Retrieve the GW template](#Retrieve-the-GW-template)\n", "\t* [Check out the template signal and window it](#Check-out-the-template-signal-and-window-it)\n", "\t* [Modify the amplitude of the ringdown of the template to create a faux non-GR perturbation; We will try to recover this perturbation at the end](#Modify-the-amplitude-of-the-ringdown-of-the-template-to-create-a-faux-non-GR-perturbation;-We-will-try-to-recover-this-perturbation-at-the-end)\n", "\t* [Create family of templates for match filtering w/ various ringdown amplitude perturbations](#Create-family-of-templates-for-match-filtering-w/-various-ringdown-amplitude-perturbations)\n", "\t* [add noise to a perturbed template to make some faux data](#add-noise-to-a-perturbed-template-to-make-some-faux-data)\n", "\t* [match filtering function](#match-filtering-function)\n", "\t* [SNR distribution](#SNR-distribution)\n", "\t* [Mass distribution](#Mass-distribution)\n", "\t* [Match filter the faux data against the template bank for different noise_levels](#Match-filter-the-faux-data-against-the-template-bank-for-different-noise_levels)\n", "\t* [Plot the noise level and recovered amplitude deviations](#Plot-the-noise-level-and-recovered-amplitude-deviations)\n", "\t* [Match filter the faux data against the template bank for different SNRs](#Match-filter-the-faux-data-against-the-template-bank-for-different-SNRs)\n", "\t* [Plot the SNR pdfs for stacked data](#Plot-the-SNR-pdfs-for-stacked-data)\n", "\t* [try trimming the SNR pdfs before stacking them & get the widths](#try-trimming-the-SNR-pdfs-before-stacking-them-&-get-the-widths)\n", "\t* [Plot the recovered amplitude deviations and number of stacked and trimmed events](#Plot-the-recovered-amplitude-deviations-and-number-of-stacked-and-trimmed-events)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The non-Toy problem\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Missy McIntosh\n", "\n", "Advised by Craig Cahillane, Alan Weinstein, Kent Blackburn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Current gravitational wave (GW) analysis is dominated by systematic error. Stacking many GW signals may increase the SNR/reduce the systematic error to the point that statistical error becomes the primary source of error. However, calibration errors (CEs) provide a significant contribution to these systematic errors. It's unknown whether these CEs are great enough to disguise any non-GR perturbations that may exist in GW signals which would otherwise be revealed by stacking many GW signals. If they are great enough, it is unknown if implementing a calibration error model would reduce the CE impact enough to see these non-GR perturbations. This ipython notebook is a test of concept for these ideas: What calibration accuracy do we need before statistical error dominates? For large SNR, how well can we constrain a parameter? With an additional distorted calibration, how well can we constrain that parameter? Which parameters in Craig's model are impacted by calibration errors the most? For which masses does the CE matter? Which parameters should we do our best to measure? How well should we measure them for N events?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Code" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:08.782872", "start_time": "2016-08-16T12:16:02.619676" }, "collapsed": true }, "outputs": [], "source": [ "import os \n", "import sys\n", "path = '/Users/mmcintosh/GoogleDrive/LIGO/tutorials/'\n", "sys.path.insert(0, path)\n", "os.chdir(path)\n", "\n", "import numpy as np\n", "from scipy import signal\n", "from scipy.interpolate import interp1d\n", "from scipy.signal import butter, filtfilt, iirdesign, zpk2tf, freqz\n", "import h5py\n", "import json\n", "\n", "%matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "import matplotlib.pyplot as plt\n", "import matplotlib.mlab as mlab\n", "\n", "# LIGO-specific readligo.py \n", "# I used python-modernize on this so it works with 3.4\n", "import readligo as rl" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieve the GW template" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:08.848873", "start_time": "2016-08-16T12:16:08.784815" }, "collapsed": false }, "outputs": [], "source": [ "# Get the boxing day template and matched filter engine from losc event tutorial, \n", "# https://losc.ligo.org/s/events/GW151226/LOSC_Event_tutorial_GW151226.html\n", "\n", "fnjson = \"O1_events.json\"\n", "events = json.load(open(fnjson,\"r\"))\n", "eventname = 'GW151226' \n", "\n", "event = events[eventname]\n", "fn_H1 = event['fn_H1'] # File name for H1 data\n", "fn_L1 = event['fn_L1'] # File name for L1 data\n", "fn_template = event['fn_template'] # File name for template waveform\n", "fs = event['fs'] # Set sampling rate\n", "NFFT = 4*fs\n", "tevent = event['tevent'] # Set approximate event GPS time\n", "fband = event['fband'] # frequency band for bandpassing signal\n", "\n", "\n", "# get the template\n", "f_template = h5py.File(fn_template, \"r\")\n", "#extract metadata from the template file:\n", "template_p, template_c = f_template[\"template\"][...]\n", "t_m1 = f_template[\"/meta\"].attrs['m1']\n", "t_m2 = f_template[\"/meta\"].attrs['m2']\n", "t_a1 = f_template[\"/meta\"].attrs['a1']\n", "t_a2 = f_template[\"/meta\"].attrs['a2']\n", "t_approx = f_template[\"/meta\"].attrs['approx']\n", "f_template.close()\n", "\n", "# the template extends to roughly 16s, zero-padded to the 32s data length. The merger will be roughly 16s in.\n", "template_offset = 16.\n", "GRtemplate = (template_p + template_c*1.j) \n", "\n", "#_, time, _ = rl.loaddata(fn_L1, 'L1')\n", "time = np.linspace(-16,16,len(GRtemplate))\n", "\n", "# complex template:\n", "ctemplate = (template_p + template_c*1.j) \n", "ttime = time-time[0]-template_offset\n", "\n", "# whiten the templates:\n", "#template_p_whiten = whiten(template_p,psd_H1,dt)\n", "#template_c_whiten = whiten(template_c,psd_H1,dt)\n", "#template_p_whitenbp = filtfilt(bb, ab, template_p_whiten)\n", "#template_c_whitenbp = filtfilt(bb, ab, template_c_whiten)\n", "\n", "\n", "#time = np.linspace(0,16, len(template_p))\n", "#ttime = time-time[0]-template_offset\n", "dt = time[1] - time[0]\n", "\n", "data = (template_p + template_c*1.j) " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:08.858313", "start_time": "2016-08-16T12:16:08.850298" }, "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "4095.9687500000018" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "1/dt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check out the template signal and window it" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:13.221669", "start_time": "2016-08-16T12:16:08.860988" }, "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mmcintosh/anaconda/lib/python3.4/site-packages/numpy/core/numeric.py:482: ComplexWarning: Casting complex values to real discards the imaginary part\n", " return array(a, dtype, copy=False, order=order)\n" ] }, { "data": { "image/png": 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6U+quMmuW9JznEMwBAJtizzkAdNHYmDRvnnT66dLnP19215GSawOAYUU4B4Ap\niJCWLJEuuUQ65xzp/PNzVwQAGASEcwBoIUJavVq65RbpwgulCy6Qrr46d1UAgEFGOAcwtCKkVauk\n+fOl3/0u7QW/7DLp3ntzV9YbdGsBgPIQzgEMnIg0POGyZdIdd0g33pjC9zXXSNdfn7s6AABaI5wD\n6AtjY9K6ddLChdJ990m33y7deqt0883STTelvd8AAPQ7wjmAnokYD9krV0qPPCItWCD98Y8pcN99\nd+rffccd6WBLzCy6tQBAeQjnADoSMd5dZO3a1GVk0SLp4YfT3uyHHpIefDCF7PnzU+BesCB31QAA\n9BfCOTCgIqTRUWn9emnNGmnFCmn5cmnp0hSqlyyRFi9Oe69r08KFKWw/8EAapQQAAPQW4RzosVpo\n3rgxBed169Ke6NWrU1ePlStTiK4P00uWpD3VS5aMT4sXp5C9bFnuV4R+RbcWACgP4RxDJSKdPn3j\nxhSQ6/cur12bAnFECsirV6dpzZo03N6qVen+FSvSvMuXjy9TC8vLlqXrS5em7h8AAACTQThHV9X6\nJY+NpdC72Wbje4fXrUuhuHb/mjUpBK9Zk+bZsCHdvnp1Cr61vs3r1qVgXLteC8erV6cuGOvXj4fp\nuXNTMF6+PC0DAADQTwjnA2LDBumKK6Q51Tu6fHkKq+vXjwfmtWvTVAvCtS4UtUBbC8KzZqX7H3hg\nPPja0uabpwP8Fi9OIVpKt61bl+91A5g6urUAQHkI5wPiS1+STjih989LMAcAAOieWbkLQHd885u5\nKwAAAMB0Ec4HxGab5a4AQL+hWwsAlIdwPiBmz85dAQAAAKaLcD4g2AMGAADQ/wjnADCk+FIPAOUh\nnAMAAACFIJwDAAAAhSCcDwh+ngYwWWw3AKA8hHMAAACgEIRzAAAAoBCE8wHBz9MAJovtBgCUh3AO\nAAAAFCJ7OLf9VNun2V5ge63teba/bHub3LUBAAAAvTQn55Pb3lPSVZJ2lHS+pFslvVTScZJea/sV\nEbE4Y4kAMLDo1gIA5cm95/wUpWB+bES8OSI+HhEHS/qypGdJ+lzW6voI/2QBAAD6nyNTqqv2mt8h\naV5E7Nlw31aSHpQUknaKiNUtHiMkKddrKMkzniHddVfuKgD0kwcekHbeOXcVANAfbEuSIsIz+Tw5\n95wfVF1e1HhHRKyU9CtJj5f0sl4WBQDDgv0aAFCenOH8WdXl7S3uv6O63KsHtQAAAADZ5QznW1eX\ny1rcX7t1F/U1AAAYN0lEQVSdUVsAAAAwFLKO1gIAyOeYY6QnPzl3FQBK9/SnSyeemLuK4ZEznNf2\njG/d4v7a7UsneqBaB/1mTjrpJI2MjEyqsH7UpgkAoKkLLshdAYB+8KIXDU84HxkZ0ac//emsNeQM\n57dWl89qcX+tr3mrPumPYrQWAJi8j31M2mOP3FUAKN322+euoHdGRkZa7tRttzO4m3IOpbiHpDsl\nzZP0jKgrxPYTJD2gNJTikyJiTYvHYCjFyl57SXfembsKAP2ETScAdG7gh1KMiLuVhlHcXdIHGu7+\ntKQtJZ3VKpgDAAAAgybbnnPp0b3nV0l6kqSfKHV1eamkAyXdJmm/iFjSZnn2nFee+Uzpjjsmng8A\nath0AkDnBn7PufTo3vMXSzpDKZR/WGlP+lckvaxdMAcAAAAGTfahFCPiPklH564DAAAAyC3rnnMA\nAAAA4wjnA4K+owAAAP2PcD4gRkdzVwAAAIDpIpwPCMI5AABA/yOcD4iLL85dAQAAAKYr6zjn08U4\n54/Vo7PKAhgQbDoBoHNDMc45AAAAgHGEcwAAAKAQhHMAAACgEIRzAAAAoBCEcwAAAKAQhHMAAACg\nEIRzAAAAoBCEcwAAAKAQhPMBcsQRuSsAAADAdHCG0AGycaO0cqW0dm06858tbdggrVolrVmTrs+e\nLa1fLy1Zku6bNSvNv2JFWn7NGmnOnHTbokXp/pUr0+3r16f5Nt88PeayZdLSpem2LbZIj79gwfj8\no6PSZpul5wFQHjadANC5Xp0hlHCOLMbG0jQ6mr4AbNyY/l6+PF1GpGnNmvQFYP369IVh7Vpp3bo0\nrVwprV6dll+xIi1bu23FinQZkS6XLUv3LVyYrgMgnAPAZBDOO0A4RzfVvhBI6QvC6Gj6AlEL/LUv\nCLUvEatWpetr1kgPPZS+EKxdO/4lYcWK8V8XFi1Kv1YsW5b3NQL12HQCQOcI5x0gnGNQ1L4YjI6m\nbkDr1qXQv3p1+hKwYsX4rwO1wL90aQr8ixePT4sWSQ8/zK8D6AybTgDoHOG8A4RzoHON4b/W/acW\n8B95JE0PP5x+CVi4UHrwwTQtWECQG0S8pwDQOcJ5BwjnQD61sF8L+kuXplD/wAMp2C9YkP6+7z7p\n7rulu+7KXTEasekEgM4RzjtAOAf6Wy3cr1iR9tjfe680f750zz0pzN90k3TrrYTImUK7AkDnCOcd\nIJwDw6e2x37JkvG98jffnIL8TTdJN96Yu8L+waYTADpHOO8A4RxAOxFpmM6lS6U775Suu0665hrp\nN7+Rbrkld3X5sekEgM4RzjtAOAfQDbXhMW++WbriCunyy6ULL8xd1cxj0wkAnSOcd4BwDqAXRkfT\nAa6XXir97GfSeeflrqg72HQCQOcI5x0gnAPIbfVq6Ve/kn7wA+m7381dzeSw6QSAzhHOO0A4B1Ci\niDTizHe+I33+87mraY1NJwB0jnDeAcI5gH4xOpr6sp94onT11bmrSdh0AkDnCOcdIJwD6FdjY9LF\nF0vveEca4z0HNp0A0LlehfNZM/ngAIDmZs2SDjkknVU1Ih1w+oY35K4KAJAbe84BoDALF0oHH5xO\nqjST2HQCQOfYcw4AQ2qnndKZTiOk730vdzUAgF5izzkA9IHrr5de9KLuPiabTgDoHHvOAQCPeuEL\nU5j+9a9zVwIAmEmEcwDoIy99aQrpxx2XuxIAwEygWwsA9KmFC6Wdd5768mw6AaBzjHPeAcI5gGEX\nkYZlnOqyAIDO0OccADAhO4Xs5zwndyUAgG4gnAPAALj5ZgI6AAwCurUAwADxJH5sZdMJAJ2jWwsA\nYNJGR3NXAACYDsI5AAyQWbOkW27JXQUAYKro1gIAA6iT7i1sOgGgc3RrAQBM2caNuSsAAEwF4RwA\nBtDs2dLTn567CgDAZNGtBQAG1Pr10uabt76fTScAdI5uLQCAaZk7N3cFAIDJIpwDwAD76U9zVwAA\nmAy6tQDAgGs1cgubTgDoHN1aAAAAgCFDOAeAAXf00bkrAAB0im4tADDgFi2Sdthh09vZdAJA53rV\nrYVwDgBDoFm/czadANA5+pwDAAAAQ4ZwDgAAABSCcA4AQ+B978tdAQCgE4RzABgCf/3XuSsAAHSC\nA0IBYAiMjUmzZz/2NjadANC5gT8g1PYc28fZPt329bbX2x6z/Ve5agKAQTWL30kBoC/MyfjcW0n6\nsqSQtFDSA5KeVl0HAAAAhk7OfSmrJB0q6ckR8WRJp2esBQAAAMgu257ziNgg6cJczw8AAACUhl6I\nAAAAQCEI5wAwJF7yktwVAAAmQjgHgCFx8MG5KwAATGRa4dz2/Gr4w06ns7pVOABgcg47LHcFAICJ\nTPeA0DslrZ7E/PdP8/kAAFPkGT1tBgCgG6a15zwi/jwi/mQS0wndKrye7ZbTyMjITDwlAPSdffbJ\nXQEAlG1kZKRlpuwVRyHnb7Y9IulTkt4bEad1uExIUimvAQBKV///hU0nAHSuFtAjYkaTOgeEAgAA\nAIXIuufc9gmSnl1dfaGkvSVdpdSXXZKujIjvtlmePecAMAnsOQeAqenVnvPc4fxSSQdIaizC1W1n\nRsTRbZYnnAPAJBDOAWBqhiKcTxfhHAAmh3AOAFNDn3MAAABgyBDOAQAAgEIQzgEAAIBCEM4BAACA\nQhDOAQAAgEIQzgEAAIBCEM4BAACAQhDOAQAAgEIQzgEAAIBCEM4BAACAQhDOAQAAgEIQzgEAAIBC\nEM4BAACAQhDOAQAAgEIQzgEAAIBCEM4BAACAQhDOAQAAgEIQzgEAAIBCEM4BAACAQhDOAQAAgEIQ\nzgEAAIBCEM4BAACAQhDOAQAAgEIQzgEAAIBCEM4BAACAQhDOAQAAgEIQzgFgiLz61bkrAAC0QzgH\ngCGy7ba5KwAAtEM4BwAAAApBOAcAAAAKQTgHgCFi564AANAO4RwAAAAoBOEcAAAAKAThHAAAACgE\n4RwAAAAoBOEcAAAAKAThHAAAACgE4RwAAAAoBOEcAIYI45wDQNkI5wAwRObMyV0BAKAdwjkADJGX\nvzx3BQCAdgjnADBEdt89dwUAgHYI5wAAAEAhCOcAAABAIQjnAAAAQCEI5wAAAEAhCOcAAABAIQjn\nAAAAQCEI5wAAAEAhCOcAAABAIQjnAAAAQCEI5wAAAEAhCOcAAABAIQjnAAAAQCEI5wAAAEAhCOcA\nAABAIQjnAAAAQCEI5wAAAEAhCOcAAABAIQjnAAAAQCGyhXPbe9n+mO1LbN9re53tB22fb/vAXHUB\nAAAAuczJ+NyflfRWSTdJ+pmkxZKeLemNkt5o+7iI+FrG+gBg4Mydm7sCAEA7jog8T2wfJen6iLih\n4fb9Jf1SUkjaLSIebPMYIUm5XgMA9JsHH5R22SX9zaYTADpnW5IUEZ7J58nWrSUizmwM5tXtV0i6\nXNJcSfv1vDAAGGCe0X8pAIDpKvWA0A0NlwAAAMDAKy6c295V0sGSVkm6InM5AAAAQM/kPCB0E7Y3\nl3SOUpeWT0TEsswlAQAAAD0zrT3ntufbHpvEdFabx5ot6SylfubnRsS/TKc2AAAAoN9Mt1vLnZJu\nncR0f7MHqYL52ZIOl/QDSe+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Aqxx0ULg3plQrzo/3vEe69lpp5Mj094369VpS8GdJ20taIulZSVtJ+oG7HxtT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\nRlm3Sbz2Bn3PKjTt2htkX6+98R5rnNfeTOVNi98kXnuz7TM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OASAjEdLnPifZ0h57EMwBYNDQcw4AJdu8Wfryl6VTT+3u+zKsBQDyQzgHgC6L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\npOtKLgcAAADomjIPCN2O7R0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6qUh/8YsmWVkE2G4709WoIBcCiYgC5RUUvO7cjw1Yb3MJgnIOiIioztRqS0GY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jXqOtSpIkSapHk08IXdNxL0mSJI21RobziNgEeEX148/rrEWSJEkalUaGc+Cj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\nksbYVL3nHjolaTD2nEuSZm3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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 265, "width": 371 } }, "output_type": "display_data" } ], "source": [ "\n", "plt.plot(time, data)\n", "plt.title('Template, time, unaltered')\n", "plt.show()\n", "freq_data = np.fft.rfft(data)\n", "infreq = np.fft.rfftfreq(data.size)\n", "plt.title('Template, frequency, unaltered')\n", "plt.loglog(infreq, np.sqrt(freq_data))\n", "plt.show()\n", "\n", "plt.title('Template, FFT->iFFT, unaltered')\n", "plt.plot(time, np.fft.irfft(freq_data))\n", "plt.show()\n", "\n", "#data_bp = filtfilt(bb, ab, data)\n", "#plt.title('Template, time, bandpassed')\n", "#plt.plot(time, data_bp)\n", "#plt.show() \n", "\n", "# Take the Fourier Transform (FFT) of the template (with dwindow)\n", "dwindow = signal.tukey(data.size, alpha=1./8)\n", "datafreq = np.fft.rfftfreq(data.size) * fs\n", "data_fft = np.fft.rfft(data*dwindow) / fs\n", "plt.title('Template, frequency, windowed')\n", "plt.loglog(datafreq, np.sqrt(data_fft))\n", "plt.show()\n", "\n", "processed_data = np.fft.irfft(data_fft)\n", "plt.title('Template, FFT->iFFT, windowed')\n", "plt.plot(time, processed_data)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modify the amplitude of the ringdown of the template to create a faux non-GR perturbation\n", "We will try to recover this perturbation at the end" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:15.108838", "start_time": "2016-08-16T12:16:13.834055" }, "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mmcintosh/anaconda/lib/python3.4/site-packages/ipykernel/__main__.py:30: RuntimeWarning: overflow encountered in exp\n" ] }, { "data": { "image/png": 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OAAAABATlHAAAAAgIyjkAAAAQEJRzAAAAICCyfQcAAAD+mJnvCACaYeYcAAAA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\nAEBA9Lhybmb7mdlVZvaSma03s4iZbTK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00rpSlIMHD3L33Xdz7733As7VbJPr1dMmJiby61//GoBZs2bx4IMP1s2Sb9my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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 278, "width": 379 } }, "output_type": "display_data" } ], "source": [ "# modify the amplitude of the template\n", "# this is my code now\n", "\n", "GRtemplate = processed_data\n", "\n", "import cmath as c\n", "'''\n", "\n", "def shiftphase(rectangular_coords, phase_shift):\n", " r, phi = cmath.polar(rectangular_coords)\n", " shifted_phi = phi + phase_shift\n", " shifted_rectangular = c.rect(r,shifted_phi)\n", " return(shifted_rectangular)\n", "def modifyringdown(template,time,amplitude,phase):\n", " max_index = np.argmax(template)\n", " mod_ringdown = [shiftphase(x,phase)*amplitude for x in template[max_index:]]\n", " #f = interp1d(time[max_index:], mod_ringdown, kind='cubic')\n", " mod_template = np.concatenate([template[:max_index], mod_ringdown])\n", " return(mod_template)\n", "'''\n", "\n", "def modifyringdown(template,amplitude,phase,time):\n", " \n", " # and then smoothly damp it:\n", " # logistic function\n", " t0 = 0.\n", " tau = 0.002\n", " delta = 0.3\n", "\n", " damped_modified_ht = amplitude*template*(1.-(1.-delta)/(1.+np.exp(-(time-t0)/tau)))\n", " idx = np.argmin(np.abs(time))\n", " mod_template = np.concatenate([template[:idx], damped_modified_ht[idx:]])\n", " return(mod_template)\n", "\n", "# 50% decrease in amplitude\n", "amp = 0.5\n", "phase = 0\n", "mod_template = modifyringdown(GRtemplate,amp,phase, time)\n", "\n", "\n", "\n", "plt.plot(time, GRtemplate, alpha = 0.5, label=\"template\")\n", "plt.plot(time,mod_template, alpha=0.5,label=\"modified\")\n", "plt.legend(loc=0)\n", "plt.show()\n", "\n", "ax = plt.gca()\n", "ax.ticklabel_format(useOffset=False)\n", "plt.xticks(rotation=45)\n", "ax.plot(time, GRtemplate, label=\"template\")\n", "ax.plot(time,mod_template, alpha=0.5,label=\"modified\")\n", "plt.xlim(-0.001,0.01)\n", "plt.legend(loc=0)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2016-08-12T11:31:29.367157", "start_time": "2016-08-12T11:31:29.364889" } }, "source": [ "## Create family of templates for match filtering w/ various ringdown amplitude perturbations" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:15.536379", "start_time": "2016-08-16T12:16:15.110571" }, "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mmcintosh/anaconda/lib/python3.4/site-packages/ipykernel/__main__.py:30: RuntimeWarning: overflow encountered in exp\n" ] }, { "data": { "image/png": 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9FfdXgYkuiskosVKeeKCI6fQ5cQIqlaX52UVERERWOoX7NjN/86qBade+8kjc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\nUDs3BrVz/VMb179aCfchn847FuhvNMa0ApcBS4AB4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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 261, "width": 379 } }, "output_type": "display_data" } ], "source": [ "# number of templates\n", "n = 10\n", "frac_deviation = 0.5\n", "\n", "import cmath as c\n", "# make a family of templates\n", "class Template(object):\n", " number = 0\n", " timeseries = []\n", " amp = 0\n", " phase = 0\n", " m1 = 0.0\n", " m2 = 0.0\n", "\n", " def __init__(self, number, timeseries, amp, phase, m1, m2):\n", " self.number = number\n", " self.timeseries = timeseries\n", " self.amp = amp\n", " self.phase = phase\n", " self.m1 = m1 \n", " self.m2 = m2\n", "\n", "def make_template(number, timeseries, amp, phase, m1, m2):\n", " template = Template(number, np.real(timeseries), amp, phase, m1, m2)\n", " return(template)\n", "\n", "amps = np.linspace(1-frac_deviation,1+frac_deviation,n)\n", "phases = np.zeros(n)#np.linspace(0,2*np.pi,n)\n", "m1 = 14.2\n", "m2 = 7.5\n", "plt.plot(time, GRtemplate, label=\"template\")\n", "templates = []\n", "i = 10\n", "for amp in amps:\n", " #for phase in phases: \n", " timeseries = modifyringdown(GRtemplate,amp,phase,time)\n", " template = make_template(i,timeseries,amp,phase,m1,m2)\n", " templates.append(template)\n", " if (i % 10) == 0:\n", " plt.plot(time,template.timeseries, alpha=0.5)\n", " #i+=1\n", "scale = 10**(-23)\n", "plt.ylim(-6*scale,6*scale)\n", "#plt.xlim(7.999,8.005)\n", "plt.xlim(-0.001,0.01)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2016-08-15T11:19:59.695168", "start_time": "2016-08-15T11:19:59.692445" } }, "source": [ "## Scale by mass" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:16:15.888186", "start_time": "2016-08-16T12:16:15.537737" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 270, "width": 384 } }, "output_type": "display_data" } ], "source": [ "#m^-1 power law from 5 to 45 solar masses for a mass distribution\n", "\n", "min_mass = 5.\n", "max_mass = 45.\n", "\n", "mass_distribution = (1/(np.random.power(2, size=100)))*10\n", "mass_distribution = mass_distribution[np.where(mass_distribution > min_mass)[0]]\n", "mass_distribution = mass_distribution[np.where(mass_distribution < max_mass)[0]]\n", "plt.hist(mass_distribution)\n", "plt.xlabel(\"Mass value\")\n", "plt.ylabel(\"frequency\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:19:00.737574", "start_time": "2016-08-16T12:18:58.806738" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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MMiRJkiRJUmEYZEiSJEmSpMIwyJAkDdiRpffdc61CkiRJjcQgQ5JUs/fkXYAkSZIaRogx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\nXk6dOpXf/OY37LvvvnR2dnLGGWeUbWP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7j/+gYvv2uGMoi7Zu3crjjz9OCIGLL7447jgAXHDBBQA89NBD1DTTazrjtuwv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/NGjHhs+QJEmSmmMgQ/V56KEQLBg2LBR+XGON8PC+7LLhwf6ii2rP5b/iipCh\nMGBAeMhqxB/+EF7/8Y/wms4QWGCBUKTy+eezz4+iEPSYMCF7/9JLl5aHDs0+ZuONw3SLNdes3NfZ\nWTn9Yq+9wj2T0t0zZs6EtdcuD4K8+mpp+ZZbyosx5o0NwveezP746U8rj/nxj7PPzQvy/PvfoWNI\nT7nmGthtt/qPrxZYWWaZ0hSSuecOAYtiEKMo+f4/+mj5vjFjsoM59dp00+bPbbUVVywtZ9UHqeau\nu0KmkSRJkjSLMpCh+hx/fMhM+OUvs/cffngIbmSZMSN8/ec/Yb3RIEa93n47FKlceGEYMqRy/5xz\n5p+bTKXPO66zM2SK5O3bc08488zStiFDSjUvit5/vzzYsskmlQ/bSY12lMj7+RRdf31j17vsssaO\nb1SjvwtdXeVTOJLTYZL1SrbZBm66qfzc0aPLu4GkM1riGOadNxRNPf30xsYFIVjWG91RanngAdho\no/CzGzy4uWKhs0NmiiRJkmZbBjJUn48/DtMv8vztb2EayLe/HR4Gky69FH7wg54dH4Rsi2HDQnHJ\nm28ubf/HP0KRzWLNgCyXXhpqZ3zve/mBjI6O6oGM9FSFzs7Ka517bvgqqhbE6GlRVP7wX68f/jC8\nn/ff3737b7JJyKL48Y/LM0mKbrsNVlmlPLugqytsT64X1fpeilNK8sRxKFDaTBADwu9Hre4uvWHc\nuPLpSdWyePL05nQiSZIkqUEGMlSfdNHItDPOCK/bbVcKZHR1ha9a57bahAnhU/pFFw1TO665JnxV\nc9NN4evJJ/MDHqNH5z+onnFGaJmaVC3w0ZP+9a8QQPna1/KPWWWVME1mvfUqa3vcfnvI7Lj77srz\nhg8vFSc95ZTQFrYZ225bmh60ySZhutIzz5Qf09lZ/kAOYYpT0tixpeXkw3fWg3g60LHAAuVTjW65\npbzrS6PqaS9by/Dh5YGapO9/P9RpqSXdVjb9vtbh2QMOICe/SpIkSWo726+qPvUGI5I1Bq69NjzI\nH3RQz4wpz6hR4UG9WLyzkWDCX/4Siopm2Wef7FaZEB4wi1Nnir73vfy2pRttlD39pRU6OiprcXzz\nm+XrxeyRrIKXQ4eG9y/v2kVzzFFfW9Ys6aBC1sN2o1kBjQYy0kGSww4rz+TpDenaJOmfW1K9bVSv\nuKL58RT00G+mJEmS1BIGMpTtn/+EnXYKhS3326/+lpjf/GbIypg4sfczMdJuuimM5cor6z8n3X4z\nfW7yQbNY/4KzAAAgAElEQVSeT8fzfPe7PTfd5te/rix6mp66Ufw+0oGMRRbJniZTlNx+/PFhukaj\nNRhOPBH+9Kfax9Uz7WXrrUvLtaaZpLdl1YHo7d/ZDz8sX09Py0p65x1YcMGeHU9BckJUjT4ykiRJ\nUq8zkKFso0eHNqfPPJP9wL7BBtnnPfZYmDKw8cZw7LE9O8ZaHnywsrtJUlYgIZm9sdRSoYBnssZA\n8UF34YVh333Lu500Yvz4UJy0XqeeWv+xU6bAVVeVb0t/0t/REaZRpKdqfPABDBqUnRmw5ZaV1508\nufE6G488EmquJG2zTeVxWdc96qjyh/3k+58MZGT93NNZGlmFRtPvR09Lfo/nnRcygvIss0z9WRkt\nlNMHSJIkSWobAxnKlveJfFGtKQXPPVfeRrQeyy8fggb/+Af8/e/wxBMwcmTIrDjiCNhll8auV01n\nJ/z5z5UP0FOnlpaLD75Zn9IXtzX7Cf6kSaHdZzXFqTEQ2tYWnXBCeXcUCDUmirICAOnAxHvvVQYT\nkop1MJLmnx/mm6982yOP5F8jz8iRoa1r0nrrVR636abw17+Wb+voCLU5ih57rLQ8zzyV00WS0rVP\nWpF9seOOcMghzZ9fbBdbtMgi+cd++ilMn978vZq0V6/fUZIkSarOQIay1Qpk7LFHmFrQbEZC0k47\nhYfTZ58NU1i+9a3Q/WTttUPxwx12gN//PtTcuOeeEOhIFzRsxMMPlz6Nr/YwW9yXVW8hL8jxyCOh\nrWcy2+Pyy+FHPyo/LorKp2R873uV99hss8qxFM/9zW9K6x0dsNVWpfWsQEa6EOW774askEbcdFPo\n6FEcy9SpISOjGaNGwX//G5ZPOgl++9vKYw48sDJrJl3/47nnSstvvhk6dtSrVnHOoUMrA0Zpq60W\nuuS0ypFH5u/7yU+af78lSZKk2YhdS5Qt+Ql/0v77w+KLhwfMeeaBxx8PD5DN2HHHMAXl298O2Rj1\n2Hzz8LrssuG+e+7Z+H2TD/rVCkpWy8goPlCm9801Fxx+eFguThOIIthrr1DYMR3QKDrttNBh5Q9/\nKG1LXjs9DSJdlyLdlSUdzMjqxpEszFp0xx2w+uqw2GIhayPt2GPD99fZGbJZRo2qPKYeN94YuqWM\nHw9nnZV9zOWXV27LKmRajzPOgKOPbuycjTaqnnm0yirhPWhVy9Vnn62cupPWzPcuSZIkzWb8v2Jl\nS6f+F/3856GY5DzzhPVamRtZllgCvv51+OlP4bjj6g9iJG26acjkOPnk6m1GsyQDBIceGrI90rbd\nFg4+OCzfdFPIAsmSTvXPCnpEUWgxmsy6SGdkLLlkaHualAyypK+76qrlx2VNBak1rqxAxjbbhPoS\nzWaqNKL4UN7Iw/lvfhOmGaXtvnv187IKexbtv38p+FT0gx+EgqSHHJIfrDn55PB7kvVvoFqtizwX\nXBBqlFTz5JO5u6bm7pEkSZJmLwYy1Jj0Q9sGG4SgQiOOOy58Il/MrmjW3HPDiBHws5/Vd/x884WM\ngpVXLm3bfffsB+OddioFHhZaKL+gZTHYUVR8yE8eH8fwwAOVHSmSgYwNNyzvYLH//vDWW6X1ZNDg\ntNPg/vvLr3XHHeX3W2yx8v1ZQYe8TIKurupBiiuuCK1Ku1sY8/XXw7SMrGyRRn3ySfX9v/hF/r4o\nCmNJSgZXVl4ZLrqofP+VV4bfEQidcZL1TAAuvbT6eHrAPL1+R0mSJKk9DGSoMelAxkknwfnn13/+\no4+GGhittNlm5RkKeaZMCQGUJZYobbv77uxP8w89tFQf4dxzw/SXpGKBx3Q2wcyZofZCsojoI4/U\nLnz68MPl61ddFWqDFJ1+emk5q9tG0uKLw+DB5dsOOKDyuKyMDAjZCBMm5F//gANCh41WuOWW8vVi\ncKBRWRkkq69eWq7WWWXllUP9laRkkGnxxUNg6fnnQxvbW24JU5qSdVrSAa1GO7lIkiRJqpuBDNVv\n0KDw4J/WyBSDCy6oPQ2iESNHhkDDK6/Ud3w6EPPaa5X1JdLHZk19KO5LX2/DDUMmR7LGyB/+EKbk\nJC2yCPzwh+Xb5pyztJxsA7vggqGLS9GgQdnHFaf7rLhifT+Tb3wjvA6YhUrlLLpo9vasQExS1vf7\nfKJxaDKwkO4Wc9xxleemMzCuuioERn784zCVaaWVYNq03OGMSgbLZmE1+uZIkiRJsyQDGarf+++H\nlqhF06aFFPvrrqv/GhdfHL7uvReeeqr5sXz6aWgfesEF4eGyVpZCUTooUa3GR7VARrX6DlmBgWSQ\nAsIn+Kuskn9M8hrJYEV6PXlccfniixvLkklfP+mKK+C7363/Wt2V93NMByrSRV5rBW6S+1dcseYw\nugYO5Nlnn+X222/nmeHDKzNyxo7lynnmYcUoIkoXXgWuu/rqz5er5La0XY0JOZIkSdIsyUCGGpNM\n4Z8wIXTjOPXUxq4xfjxssQUcdBCMHg1vv934OM44I2QqXH99Y+c9+WSoeXHYYWG9WqHJ4r6sYEde\nRgZkBwbS2y67DO66K/+YvOX0elYgo9ZY0uaeu3y6TdKuu8K669a+RtIGG4QpRNOmwRtvhKKY9Uz9\ngTCOrBaq3/lOeXeT3XcvC6DFNQIZnyRqaKySCiAdnxGImDxpEkOHDmXf4cN5M12EteBbwBLA2hn7\nzkgsL1R1ZPnOAL7Y5Ln1OruHry9JkiT1BAMZakwykFGts0U9HnoIhgyB3XYLtSteeCH/2OnT4Zln\n4He/C5kLJ57Y/H0nTgzBlF13hQMPzD/u1VdD4GPKlMp9Z54ZHs7TRTehvkDGEUeEugtJeVNLkstR\nVB48qRbwyNo2cmSYFpG00kohmFQM7iR1dMDCC4efUz2efz7U+1h//dC6dOmlYcQI4sceI56nejnK\nVzbemOs//pif//WvTEuN+8vf/jZrHnPM5+tb7LEHy+6yy+fr96aDQinTE9NARqemIZ0EpCeJLACs\nA9wAbFvluv8HPFFlf70yGs1yAfA8cGtq+2stuF/RX4GHax4lSZIkzVpmocnxmiV1dpYHLM46Cy6/\nPNR32Gef1txj1KhQ5HH++WHYsPBgvfrq4RP9BRcMrWDfegv+97/W3A/C93TjjdWPue666tNmXnop\nfKUVH8K33x522SXUd6gnMyIv0yK5vbOzPIskedwee4ROMMVpF4MGhbauzzzz+SGfDRtGx8CBZRHM\naZ99xrjnn2fx0aNZJDWkC/70JyZNmcKkPffk6N//ngVyuoP8F9gHGLP66uSUEAXgHiCvV83mo0bx\nZqHV6dFAsmHq+2+/XZadMA8wPrFeqwlwZc5F+bWy8jkep/bUi8E19uf5BEj2sBmW2n8w8E5heTsg\nWTq0iWbFVVmWVJIkSX1NFFtd/3NRFMUAvieEjgyTJsHZZ8NPftLYuV/+cphaMCsYORK2zfhMfdFF\n4YMPGrvW0UeH9+Wkkyp2xcceC3PMQfTLXzLzy1+m89FH+fQrX2Ha177GAkcfzfT112eu//4XgPe3\n2YZBhekKH6+wAgsUplK8O2QIi7/8MgDvDRrEYu+/D8CnAwYwZ6F2xKWrrMIOr73GooWOI29FEUsV\nfl9PI3x6X8xN2ALYEfhpYpz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5RcmuK78lTImAUrZH8jrF9SsJ9SeKxT5r1Z34O73XuWIK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\ngvfeg7vuguuvh3/8o/l77rAD3HgjjBpVHsjI8um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yNm92iadEbNgQPFLN//5v8PLycmn+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MCRctLxERERFJOAoyRCT2VB/4WVXlthaJb9WXl4iIiIhIQlCQISKxp1Mnb1bGnj2wapXr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\nieJ44EagAfBra+1fy5yfAYwFn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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 261, "width": 381 } }, "output_type": "display_data" } ], "source": [ "# massscaling \n", "\n", "def m_chirp(m1,m2):\n", " m_tot = m1 + m2\n", " # symmetric mass ratio\n", " nu = (m1 * m2)/(m_tot)\n", " # chirp mass\n", " m_chirp = nu**(3/5)*m_tot\n", " return(m_chirp)\n", " \n", "\n", "def scale_waveform(m1,m2,template, time, plots=False):\n", " \n", " # original template is 14.2 and 7.5 solar masses\n", " template_chirp_mass = m_chirp(14.2,7.5)\n", " new_chirp_mass = m_chirp(m1,m2)\n", " scale = (new_chirp_mass/template_chirp_mass)\n", "\n", " # stretched time\n", " stime = time*scale\n", " stemplate = scale*np.interp(time,stime,template)\n", "\n", " if plots: \n", "\n", " plt.plot(time, template, 'k', label=\"original\")\n", " plt.plot(time, stemplate, 'r--', label=\"scaled\")\n", " plt.ylim(-10.e-23,10.e-23)\n", " plt.legend(bbox_to_anchor=(0., 0.2, 1.5, .102))\n", " plt.show()\n", "\n", " plt.plot(time, template,'k', label=\"original\")\n", " plt.plot(time, stemplate, 'r--', label=\"scaled\")\n", " plt.ylim(-10.e-23,10.e-23)\n", " plt.xlim(-0.01,0.01)\n", " plt.legend(bbox_to_anchor=(0., 0.2, 1.5, .102))\n", " plt.show()\n", " \n", " \n", " return(stemplate)\n", "'''\n", "\n", "\n", "\n", "\n", "# transform to freq domain\n", "Nt = len(template)\n", "template_freqs = np.fft.fftfreq(Nt, dt)\n", "template_hf = np.fft.fft(template)\n", "\n", "\n", "template_merger_freq = template_freqs[np.argmax(template_hf)]\n", "new_merger_freq = 220*(20/(m1+m2))\n", "freq_shift = (new_merger_freq/template_merger_freq)\n", "new_freqs = template_freqs*freq_shift\n", "\n", "\n", "new_hf = template_hf*scale\n", "new_freqs_interp = interp1d(template_freqs,template_hf,fill_value='extrapolate')\n", "interp_new_hf = new_freqs_interp(new_freqs)*scale\n", "\n", "\n", "if plots: \n", " print(template_merger_freq)\n", " print(new_merger_freq)\n", " print(np.min(template_freqs), np.max(template_freqs))\n", " print(np.min(new_freqs), np.max(new_freqs))\n", "\n", " plt.plot(template_freqs, template_hf)\n", " plt.axvline(template_merger_freq,ymin=0, ymax=450,linestyle='--',color='r')\n", " plt.axvline(new_merger_freq,ymin=0, ymax=450,linestyle='-.',color='g')\n", " plt.show()\n", "\n", " plt.plot(new_freqs, new_hf)\n", " plt.axvline(template_merger_freq,ymin=0, ymax=450,linestyle='--',color='r')\n", " plt.axvline(new_merger_freq,ymin=0, ymax=450,linestyle='-.',color='g')\n", " plt.show()\n", "\n", " plt.plot(new_freqs, interp_new_hf)\n", " plt.axvline(template_merger_freq,ymin=0, ymax=450,linestyle='--',color='r')\n", " plt.axvline(new_merger_freq,ymin=0, ymax=450,linestyle='-.',color='g')\n", " plt.show()\n", "\n", "# then transform back\n", "#modified_template = np.fft.ifft(interp_new_hf, n=Nt) \n", "modified_template = np.fft.ifft(new_hf, n=Nt)\n", "return(modified_template)\n", "'''\n", "\n", "# check if it stays the same\n", "temp = scale_waveform(14.2,7.5, GRtemplate, time, plots=True)\n", "print(np.sum(GRtemplate-temp))\n", "\n", "\n", "temp = scale_waveform(5,40, GRtemplate, time,plots=True)\n", "plt.plot(time,GRtemplate)\n", "plt.show()\n", "plt.plot(time,temp)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:20:47.250026", "start_time": "2016-08-16T12:20:45.425993" }, "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 10.06375179 12.96315677 15.86256176 18.76196675 21.66137173\n", " 24.56077672 27.4601817 30.35958669 33.25899167 36.15839666]\n" ] }, { "data": { "image/png": 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Y+BPdccd/r7W1P5AkbW5+VBcvvq6/GkKWLapavbPfphAayrIFSVvfsvY613m+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\nXhARERERUVWEEPemP/D/0PQvtHnzZgwePBht27bF0aNHH3Y49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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 298, "width": 527 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "550\n" ] } ], "source": [ "# add more templates, now varying the masses\n", "\n", "# number of mass templates\n", "n = 10\n", "mass_min = np.min(mass_distribution)\n", "mass_max = np.max(mass_distribution)\n", "\n", "m1_arr = np.linspace(mass_min,mass_max,n)\n", "m2_arr = m1_arr.copy()\n", "print(m1_arr)\n", "\n", "mtemplates = []\n", "i = 0\n", "for m1 in m1_arr:\n", " for m2 in m2_arr:\n", " if m2 < m1: \n", " continue\n", " for template in templates:\n", " mtimeseries = scale_waveform(m1,m2, template.timeseries, time)\n", " mtemplate = make_template(i,mtimeseries,template.amp,template.phase,m1,m2)\n", " mtemplates.append(mtemplate)\n", " if (i % 10) == 0:\n", " plt.plot(time,mtemplate.timeseries, alpha=0.5, label='m1:{0:.2f},m2:{0:.2f}'.format(m1,m2))\n", "\n", " i+=1\n", "\n", "plt.legend(bbox_to_anchor=(0., 0.2, 1.5, .102))\n", "\n", "plt.show()\n", "print(len(mtemplates))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## add noise to a perturbed template to make some faux data" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:21:13.350095", "start_time": "2016-08-16T12:21:12.264465" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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DWmv/Ma36AAAYhl7DeVX9bpJ/Tje37PNnT31WVXvNMx0aAACsO72F89HcwGcm2ZrkzkI4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\nSX6vtfaOOV7fq7V2zQT7MZX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1Uri4aHeFP/vNUri45jZ3f7WA7Q9X6qKadRVGOZik1AgPM9z9orT175R0hsKf019TGHVg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\nxagrAAA0hXAOAFVi//2jrgAA0BRz96h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QLFpUpr1bbTVYY40yhV3HyEgZZ7xwIdx5J2y9Nay3Xhn2MH9+CcKd23RZvhyu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\nSfUYzmsynEvTKxN+8Ysybn7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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 265, "width": 371 } }, "output_type": "display_data" } ], "source": [ "# now let's add some noise to the data\n", "\n", "# I want a noise_level of 1 to give ~10**-23\n", "def whitenoise(noise_level, n, scale=10**-23):\n", " white_noise = np.random.normal(0,1,n)*noise_level*scale\n", " return(white_noise)\n", "\n", "def colorit(white_noise, debug=False):\n", " n = 1\n", " NFFT = n*fs\n", "\n", " # make ASD for the white noise\n", " strain, freqs = mlab.psd(white_noise, Fs = fs, NFFT = NFFT)\n", " \n", " # FFT the white noise\n", " Nt = len(white_noise)\n", " fft_white_noise = np.fft.fft(white_noise)#, len(freqs))\n", " wn_freqs = np.fft.fftfreq(Nt,dt)\n", "\n", " white_noise_interp = interp1d(freqs, strain)\n", " white_noise_asd = np.sqrt(white_noise_interp(np.abs(wn_freqs)))\n", " if debug: \n", " print(np.mean(white_noise_asd), np.std(white_noise_asd))\n", "\n", "\n", " # Here is an approximate, smoothed ASD for H1 during O1, with no lines. \n", " # From https://losc.ligo.org/s/events/GW151226/LOSC_Event_tutorial_GW151226.html \n", " Pxx = (1.e-22*(18./(0.1+np.abs(wn_freqs)))**2)**2+0.7e-23**2+((np.abs(wn_freqs)/2000.)*4.e-23)**2\n", " #psd_smooth = interp1d(np.abs(wn_freqs), Pxx)\n", " fitted_asd = np.sqrt(Pxx)\n", "\n", " # scale white noise in frequency domain by desired asd/original asd\n", " # to get colored noise in frequency domain; transform back to time domain\n", " colored_hf = fft_white_noise * (fitted_asd / white_noise_asd) * np.sqrt(2)\n", " colored_ht = np.fft.ifft(colored_hf, n=Nt)\n", "\n", " if debug:\n", " # plot the asds to double check it worked\n", " plt.loglog(wn_freqs, fitted_asd,'g',label='H1 strain, O1 smooth model')\n", " plt.loglog(wn_freqs, white_noise_asd, label=\"white noise asd\")\n", "\n", " # take the asd of the new colored noise\n", " cstrain, cfreqs = mlab.psd(colored_ht, Fs = fs, NFFT = NFFT)\n", " colored_ht_interp = interp1d(cfreqs, cstrain)\n", " colored_ht_asd = np.sqrt(colored_ht_interp(cfreqs))\n", " print(np.mean(colored_ht_asd), np.std(colored_ht_asd))\n", "\n", " plt.loglog(cfreqs, colored_ht_asd,c='r',alpha=0.4, label='colored noise asd')\n", "\n", " plt.grid('on')\n", " plt.ylabel('ASD (strain/rtHz)')\n", " plt.xlabel('Freq (Hz)')\n", " plt.xlim(10, 10**4)\n", " plt.ylim(1.e-25,1.e-21)\n", " plt.title('NFFT={0}'.format(n))\n", " plt.legend(bbox_to_anchor=(0., 0.5, 1.7, .102))\n", " plt.show()\n", "\n", " return(np.abs(colored_ht))\n", "\n", "\n", "def addnoise(template, noise_level, ctype):\n", " '''\n", " # in freq\n", " if noise_level==0:\n", " return(template)\n", " else:\n", " Nt = len(template)\n", " freqs = np.fft.rfftfreq(Nt, dt)\n", " hf = np.fft.rfft(template)\n", " white_noise = whitenoise(noise_level, len(hf))\n", " if ctype == 'white':\n", " noisy_data = hf+white_noise\n", " data = np.fft.irfft(noisy_data, n=len(template))\n", " data[0] = 0\n", " return(data)\n", " elif ctype == 'colored':\n", " colored_noise = colorit(template, white_noise)\n", " noisy_data = template+colored_noise\n", " data = np.fft.irfft(noisy_data, n=len(template))\n", " data[0] = 0\n", " return(data)\n", " else:\n", " print('ctype=white or ctype=colored')\n", "\n", " '''\n", " # in time\n", " if noise_level==0:\n", " return(template)\n", " else:\n", " \n", " white_noise = whitenoise(noise_level, len(template))\n", " if ctype == 'white':\n", " #print(np.median(white_noise))\n", " noisy_data = template+white_noise\n", " return(noisy_data)\n", " elif ctype == 'colored':\n", " scale = 10**-5.7\n", " colored_noise = colorit(white_noise)\n", " noisy_data = template+colored_noise*scale\n", " #print(np.median(colored_noise))\n", " return(noisy_data)\n", " else:\n", " print('ctype=white or ctype=colored')\n", " \n", "\n", "noise_level = 0.1\n", "plt.title('With no noise')\n", "plt.plot(time, GRtemplate)\n", "plt.show()\n", "plt.title('With white noise')\n", "noisy_data = addnoise(GRtemplate, noise_level, ctype='white')\n", "plt.plot(time, np.real(noisy_data))\n", "plt.axhline(np.mean(noisy_data),xmin=0, xmax=450,linestyle='--',color='r')\n", "plt.show()\n", "\n", "noisy_data = addnoise(GRtemplate, noise_level, ctype='colored')\n", "plt.title('With colored noise')\n", "plt.plot(time, np.real(noisy_data))\n", "plt.axhline(np.mean(noisy_data),xmin=0, xmax=450,linestyle='--',color='r')\n", "plt.show()\n", "#plt.xlim(scale+19.99,scale+20.01)" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2016-08-12T11:33:17.362309", "start_time": "2016-08-12T11:33:17.360318" } }, "source": [ "## match filtering function" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:21:18.469892", "start_time": "2016-08-16T12:21:18.424628" }, "collapsed": true }, "outputs": [], "source": [ "# this whole function is from \n", "# https://losc.ligo.org/s/events/GW151226/LOSC_Event_tutorial_GW151226.html\n", "\n", "def matchfiltering(template, data):\n", " \n", " # -- To calculate the PSD of the data, choose an overlap and a window (common to all detectors)\n", " # that minimizes \"spectral leakage\" https://en.wikipedia.org/wiki/Spectral_leakage\n", " NFFT = 4*fs\n", " psd_window = np.blackman(NFFT)\n", " # and a 50% overlap:\n", " NOVL = NFFT/2\n", "\n", " # define the complex template, common to both detectors:\n", " #template = (template_p + template_c*1.j) \n", "\n", " # We will record the time where the data match the END of the template.\n", " etime = time+template_offset\n", " # the length and sampling rate of the template MUST match that of the data.\n", " datafreq = np.fft.fftfreq(template.size)*fs\n", " df = np.abs(datafreq[1] - datafreq[0])\n", "\n", " # to remove effects at the beginning and end of the data stretch, window the data\n", " # https://en.wikipedia.org/wiki/Window_function#Tukey_window\n", " try: dwindow = signal.tukey(template.size, alpha=1./8) # Tukey window preferred, but requires recent scipy version \n", " except: dwindow = signal.blackman(template.size) # Blackman window OK if Tukey is not available\n", "\n", " # prepare the template fft.\n", " template_fft = np.fft.fft(template*dwindow) / fs \n", "\n", " # -- Calculate the PSD of the data. Also use an overlap, and window:\n", " data_psd, freqs = mlab.psd(data, Fs = fs, NFFT = NFFT, window=psd_window, noverlap=NOVL)\n", "\n", " # Take the Fourier Transform (FFT) of the data and the template (with dwindow)\n", " data_fft = np.fft.fft(data*dwindow) / fs\n", "\n", " # -- Interpolate to get the PSD values at the needed frequencies\n", " power_vec = np.interp(np.abs(datafreq), freqs, data_psd)\n", "\n", " # -- Calculate the matched filter output in the time domain:\n", " # Multiply the Fourier Space template and data, and divide by the noise power in each frequency bin.\n", " # Taking the Inverse Fourier Transform (IFFT) of the filter output puts it back in the time domain,\n", " # so the result will be plotted as a function of time off-set between the template and the data:\n", " optimal = data_fft * template_fft.conjugate() / power_vec\n", " optimal_time = 2*np.fft.ifft(optimal)*fs\n", "\n", " # -- Normalize the matched filter output:\n", " # Normalize the matched filter output so that we expect a value of 1 at times of just noise.\n", " # Then, the peak of the matched filter output will tell us the signal-to-noise ratio (SNR) of the signal.\n", " sigmasq = 1*(template_fft * template_fft.conjugate() / power_vec).sum() * df\n", " sigma = np.sqrt(np.abs(sigmasq))\n", " SNR_complex = optimal_time/sigma\n", "\n", " # shift the SNR vector by the template length so that the peak is at the END of the template\n", " peaksample = int(data.size / 2) # location of peak in the template\n", " SNR_complex = np.roll(SNR_complex,peaksample)\n", " SNR = abs(SNR_complex)\n", "\n", " # find the time and SNR value at maximum:\n", " indmax = np.argmax(SNR)\n", " timemax = time[indmax]\n", " SNRmax = SNR[indmax]\n", "\n", "\n", " \n", " return(SNRmax)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:21:19.327677", "start_time": "2016-08-16T12:21:19.322428" }, "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "amplitude perturbation: 38.8888888889 %\n" ] } ], "source": [ "# choose the template to perturb\n", "\n", "number = int(len(templates)/1.2)\n", "datatemplate = templates[number]\n", "print('amplitude perturbation:',(datatemplate.amp-1)*100,'%')" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2016-08-12T11:33:26.097218", "start_time": "2016-08-12T11:33:26.094846" } }, "source": [ "## SNR distribution" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T12:21:24.396670", "start_time": "2016-08-16T12:21:24.107488" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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gUEkuTPKVJeNWOhrhcqUAALAJTRIMuvv6U7wOAAAwG1OdYwAAAGxheyUYVNXVquq6e+O1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\nH0/yv6d9SQAA2Iu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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 270, "width": 387 } }, "output_type": "display_data" } ], "source": [ "# SNR distribution 1/SNR^4 minimum value is ~11 (threshhold for detection)\n", "# right now, my code only works for large SNR for some reason\n", "min_snr = 10\n", "scale_factor = 100\n", "\n", "snr_distribution = scale_factor*np.random.power(3/4., size=100)\n", "snr_distribution = snr_distribution[np.where(snr_distribution > min_snr)[0]]\n", "plt.hist(snr_distribution)\n", "plt.xlabel(\"SNR value\")\n", "plt.ylabel(\"frequency\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T14:04:23.463733", "start_time": "2016-08-16T13:25:01.551824" }, "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [] } ], "source": [ "# I have this scaling factor, noise_level, for how much white noise I'm adding\n", "# we tend to detect signals with a SNR of ~11\n", "# what the relationship between input noise_level and output SNR? \n", "# I need to generate signals with resulting SNR following the distribution above\n", "\n", "template_bank = mtemplates #templates\n", "\n", "high = [500, 1000, 2000, 5000, 10000, 20000, 50000, 100000]\n", "medium = np.linspace(1,200,50)\n", "low = np.linspace(0,1,20)\n", "noise_levels = np.concatenate([low,medium,high])\n", "meansnrs = []\n", "from tqdm import tqdm\n", "for i in tqdm(range(len(noise_levels))):\n", " noise_level = noise_levels[i]\n", " data = addnoise(datatemplate.timeseries, noise_level, ctype=\"colored\")\n", " meansnr = np.mean([matchfiltering(template.timeseries,data) for template in template_bank])\n", " meansnrs.append(meansnr)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T14:08:08.746365", "start_time": "2016-08-16T14:08:07.869092" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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ser2VVuraczJtGmy6aW6YlyRlhpYCWWkp3sc+Bl/6Evz5z3DllbDLLkWPSFIr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\nz29V59w9sAR4UVuePKT+96m/OGyX5KED65QR63y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GSNSMT0RE4iJKQUadOjB4sN1XlSmR6FKQEZLbbtvxseeeK/w4REREqhOFHhkVBesyxo3T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\nkCFJkiSpVv8F+wevK4BWvnAAAAAASUVORK5CYII=\n", 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pvW8JPFLVkzrnGgAPApuBXt77S7z31wMdgfeB051zZ1X1+HHy+ut217t79+x2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\nsQwNDY16PdkLgxwsLq6WLxhh217ARsCVmbl6issC7AolSZKkwTLIweI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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 270, "width": 395 } }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "0.0\n", "0.0\n" ] } ], "source": [ "plt.plot(noise_levels, meansnrs)\n", "plt.xlabel('noise level')\n", "plt.ylabel('SNR')\n", "plt.show()\n", "\n", "plt.plot(noise_levels, meansnrs)\n", "plt.xlabel('noise level')\n", "plt.ylabel('SNR')\n", "plt.xlim(0,100)\n", "plt.show()\n", "plt.plot(noise_levels, meansnrs)\n", "plt.xlabel('noise level')\n", "plt.ylabel('SNR')\n", "plt.xlim(0,1)\n", "plt.show()\n", "\n", "def snr_to_noise_level(snr, meansnrs, noise_levels):\n", " noise_level = np.interp(snr, meansnrs[::-1],noise_levels[::-1])\n", " return(noise_level)\n", "\n", "print(snr_to_noise_level(100, meansnrs, noise_levels))\n", "print(snr_to_noise_level(10, meansnrs, noise_levels))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Match filter the faux data against the template bank for different noise_levels" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T14:58:25.569443", "start_time": "2016-08-16T14:09:33.108685" }, "collapsed": false }, "outputs": [], "source": [ "snrs_arr = []\n", "template_bank = mtemplates #templates\n", "amps = [template.amp for template in template_bank]\n", "damps = list(np.asarray(amps)-1)\n", "#phases = [template.phase for template in templates]\n", "for noise_level in noise_levels: \n", " \n", " # make faux data\n", " # scale template by mass\n", " m1, m2 = np.random.choice(mass_distribution, 2)\n", " scaled_template = scale_waveform(m1,m2, datatemplate.timeseries,time)\n", " scaled_template = datatemplate.timeseries\n", " #plt.plot(time,scaled_template)\n", " #plt.show()\n", " \n", " # add noise\n", " data = addnoise(scaled_template, noise_level, ctype='colored')\n", " #plt.plot(time, data)\n", " #plt.show()\n", " \n", " # match filter\n", " snrs = [matchfiltering(template.timeseries,data) for template in template_bank]\n", " snrs_arr.append(snrs)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the noise level and recovered amplitude deviations" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2016-08-16T14:58:30.043576", "start_time": "2016-08-16T14:58:25.606183" }, "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mmcintosh/anaconda/lib/python3.4/site-packages/matplotlib/collections.py:590: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if self._edgecolors == str('face'):\n" ] }, { "data": { "image/png": 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P5XZBQc7ymLKzQ4YPh1atvD/mpqqgwCns+sc/OjNsoqKcoOSGG5p4aFQyOP184lcUkoiI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\nTe1aY20miWlGzezZs63WnTx5shRCyPj4ePVafX299Pf3l0IImZSU1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