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@dstndstn
Created January 15, 2019 13:17
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{
"cells": [
{
"cell_type": "code",
"execution_count": 259,
"metadata": {},
"outputs": [],
"source": [
"import wave\n",
"import numpy as np\n",
"import tempfile\n",
"import os\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 319,
"metadata": {},
"outputs": [],
"source": [
"def write_mp3(signal, samplerate, outfn):\n",
" # *signal*: -32k to 32k\n",
" tf = tempfile.NamedTemporaryFile(suffix='.wav', delete=False)\n",
" fn = tf.name\n",
" tf.close()\n",
" w = wave.open(fn, 'wb')\n",
" w.setnchannels(1)\n",
" w.setsampwidth(2)\n",
" w.setframerate(samplerate)\n",
" w.setnframes(len(signal))\n",
" f16 = signal.astype(np.dtype('<i2'))\n",
" w.writeframesraw(f16.data)\n",
" w.close()\n",
" os.system('avconv -i %s %s' % (fn, outfn))\n",
" os.unlink(fn)"
]
},
{
"cell_type": "code",
"execution_count": 335,
"metadata": {},
"outputs": [],
"source": [
"# Duration of sound to generate\n",
"dur = 4 #seconds\n",
"# time when pulse hits the top of the band\n",
"t_signal = 2.\n",
"\n",
"samplerate = 44100\n",
"# sample time in seconds\n",
"t = np.arange(samplerate*dur) / float(samplerate)\n",
"\n",
"# range of frequencies (Hz)\n",
"f_max = 800\n",
"f_min = 400\n",
"# \"dispersion measure\" in weird units\n",
"dm = 500_000.\n",
"\n",
"#dm = 40_000_000\n",
"#f_max = 8000.\n",
"#f_min = 4000.\n",
"\n",
"f_top = f_max\n",
"t_top = dm * (1./f_top**2)\n",
"\n",
"t0 = t_signal - t_top\n",
"\n",
"#f = 1./np.sqrt(((t+t_top) / dm))\n",
"# Compute 1/f**2 of frequency seen at a given time\n",
"invf2 = ((t-t0) / dm)\n",
"# Clip to frequencies within the band\n",
"good = (invf2 > 1./f_max**2) * (invf2 < 1./f_min**2)\n",
"f = np.zeros(len(t), np.float32)\n",
"f[good] = 1./np.sqrt(invf2[good])\n",
"# Convert frequency-at-time into a smooth phase curve\n",
"dt = t[1]-t[0]\n",
"dphase = f * dt * 2.*np.pi\n",
"phase = np.cumsum(dphase)\n",
"# Create (in-phase) signal\n",
"signal = np.sin(phase)\n",
"\n",
"# Add realistic noise by (windowed) short-time-Fourier-transform\n",
"chunksize = samplerate//10\n",
"stepsize = chunksize//2\n",
"nsteps = int(np.ceil(len(t) / stepsize))\n",
"noise = np.zeros(chunksize * nsteps)\n",
"# Also track the variance of noise added, for later normalization\n",
"noisevar = np.zeros(chunksize * nsteps)\n",
"# Window is just a triangle /\\\n",
"window = np.ones(chunksize, np.float32)\n",
"window[:len(window)//2] = np.linspace(0., 1., len(window)//2)\n",
"window[len(window)//2:] = np.linspace(1., 0., len(window)//2)\n",
"# FFT of noise\n",
"noisespectrum = np.zeros(chunksize//2+1, np.complex128)\n",
"# frequency bins to fill with noise\n",
"flo = int(chunksize * f_min / samplerate)\n",
"fhi = int(chunksize * f_max / samplerate)\n",
"for i in range(nsteps):\n",
" noisespectrum[flo:fhi] = np.random.normal(size=(fhi-flo)) + np.random.normal(size=(fhi-flo))*(0+1j)\n",
" noisesig = np.fft.irfft(noisespectrum)\n",
" noisesig *= window\n",
" noise[i*stepsize : i*stepsize+len(noisesig)] += noisesig\n",
" noisevar[i*stepsize:i*stepsize+len(noisesig)] += window**2\n",
"noisevar = noisevar[:len(signal)]\n",
"noise = noise[:len(signal)]\n",
"noise /= np.sqrt(np.maximum(0.5, noisevar))\n",
"noise /= np.std(noise)\n",
"\n",
"measured = np.clip(signal * 5000 + noise * 5000, -30000, 30000)\n",
"write_mp3(measured, samplerate, '/tmp/out.mp3')\n",
"#os.system('open /tmp/out.mp3')\n",
"\n",
"measured2 = np.clip(signal * 2500 + noise * 5000, -30000, 30000)\n",
"write_mp3(measured2, samplerate, '/tmp/out2.mp3')\n",
"os.system('open /tmp/out2.mp3');"
]
},
{
"cell_type": "code",
"execution_count": 339,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"stepsize = 100\n",
"chunksize = 4000\n",
"nsteps = (len(measured)-chunksize) // stepsize\n",
"fft = []\n",
"for i in range(nsteps):\n",
" chunk = measured[i*stepsize : i*stepsize + chunksize]\n",
" fft.append(np.fft.rfft(chunk))\n",
"spec = np.vstack([np.hypot(f.real, f.imag) for f in fft]).T\n",
"freqs = int(chunksize * f_top / 44100)\n",
"plt.figure(figsize=(8,6))\n",
"plt.imshow(spec[:freqs,:], origin='lower', aspect='auto',\n",
" extent=[0,dur, 0, f_max]);\n",
"#plt.ylim(f_min, f_max)\n",
"plt.xlabel('Time (seconds)')\n",
"plt.xticks(np.arange(dur+1))\n",
"plt.ylabel('Frequency (Hz)')\n",
"plt.title('Simulated FRB Spectrum');\n",
"plt.savefig('/tmp/spec.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Make video frames\n",
"for i in range(dur*10):\n",
" plt.figure(figsize=(8,6))\n",
" plt.subplots_adjust(left=0.1, bottom=0.1, top=0.95, right=0.99)\n",
" plt.imshow(spec[:freqs,:], origin='lower', aspect='auto',\n",
" extent=[0,dur, 0, f_max]);\n",
" t = (i+0.5)*0.1\n",
" plt.axvline(t, color='r', lw=2)\n",
" plt.xlabel('Time (seconds)')\n",
" plt.xticks(np.arange(dur+1))\n",
" plt.ylabel('Frequency (Hz)')\n",
" plt.title('Simulated FRB Spectrum');\n",
" plt.savefig('/tmp/spec-%03i.png' % i)"
]
},
{
"cell_type": "code",
"execution_count": 338,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Looking at the signal directly isn't very relevant for CHIME, since the intensity samples\n",
"# bin many cycles of the signal.\n",
"plt.figure(figsize=(8,6))\n",
"plt.subplots_adjust(left=0.1, bottom=0.1, top=0.95, right=0.99)\n",
"plt.plot(t, measured, 'k-')\n",
"plt.axhline(0, color='k', alpha=0.2)\n",
"plt.plot(t, signal*5000 + 20000, 'r-')\n",
"plt.axhline(20000, color='r', alpha=0.2)\n",
"plt.plot(t, noise*5000 + 40000, 'g-')\n",
"plt.axhline(40000, color='g', alpha=0.2)\n",
"plt.xlim(2., 2.05);\n",
"plt.xlabel('Time (seconds)')\n",
"plt.ylabel('Signal (V)')\n",
"plt.title('Green=Noise, Red=Signal, Black=Signal+Noise')\n",
"plt.yticks([]);\n",
"plt.savefig('/tmp/waveform.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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