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@glyg
Created September 19, 2018 21:15
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"\n",
"true_signal = np.ones(256)\n",
"for i in range(13):\n",
" true_signal[(20+np.random.randint(0, 2))*i:\n",
" 20*i+8+np.random.randint(0, 2)] = 0\n",
"\n",
"fig, axes = plt.subplots(2)\n",
"axes[0].plot(true_signal, '.')\n",
"\n",
"sig_freqs = np.fft.fftfreq(256)[:128]\n",
"true_ft = np.abs(np.fft.fft(true_signal))[:128]\n",
"true_peak = sig_freqs[true_ft[1:].argmax()+1]\n",
"true_amp = true_ft[1:].max()\n",
"sigmas = np.linspace(0.1, 1)\n",
"\n",
"peak_errors = []\n",
"amp_errors = []\n",
"\n",
"for sigma in sigmas:\n",
" \n",
" noise = np.random.normal(0, sigma, size=true_signal.shape)\n",
" signal = true_signal + noise\n",
" axes[0].plot(signal, '.', alpha=0.1)\n",
" sig_ft = np.abs(np.fft.fft(signal))[:128]\n",
" axes[1].plot(sig_freqs, sig_ft, alpha=0.1)\n",
" peak_errors.append((sig_freqs[sig_ft[1:].argmax()+1] - true_peak)**2)\n",
" amp_errors.append((sig_ft[1:].max() - true_amp)**2)\n",
" \n",
" \n",
"fig.set_size_inches(6, 10)\n",
"axes[0].set_title('signal')\n",
"axes[1].set_title('FFT')\n",
"fig.savefig('sig.png')\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.plot(sigmas, peak_errors, 'ro', label='First harmonic frequency ϵ²')\n",
"ax.plot(sigmas, amp_errors, 'ko', label='First harmonic amplitude ϵ²')\n",
"\n",
"ax.set_title(\"Error\")\n",
"fig.savefig('err.png')\n",
"\n",
"_ = ax.legend(loc=2)\n"
]
},
{
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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