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@xziyue
Created May 8, 2021 03:54
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graph seismic wave
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "de82b333",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import interp1d\n",
"plt.rcParams['figure.dpi'] = 200"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "e8b1f9e4",
"metadata": {},
"outputs": [],
"source": [
"time_series_length = 3000\n",
"\n",
"data_per_angle = dict()\n",
"\n",
"# generate some dummy seismic data\n",
"region_length = interp1d((0, 90), (100, 500))\n",
"region_offset = interp1d((0, 90), (400, 2300))\n",
"region_amplitude = interp1d((0, 90), (1.0, 10.0))\n",
"\n",
"for i in range(0, 91):\n",
" the_offset = int(region_offset(i))\n",
" the_length = int(region_length(i))\n",
" the_amplitude = int(region_amplitude(i))\n",
" # use a sinusodal to simulate seismic wave\n",
" ticks = np.linspace(0, 3 * np.pi, the_length)\n",
" sinusodal = the_amplitude * np.sin(ticks)\n",
" part1 = np.zeros(the_offset, np.float64)\n",
" part2 = np.zeros(time_series_length - sinusodal.size - part1.size, np.float64)\n",
" data = np.concatenate([part1, sinusodal, part2])\n",
" data_per_angle[i] = data"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "76e1a4b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_title('Spherical Wave')\n",
"ax.set_xlabel('Incident Angle ($^\\circ$)')\n",
"ax.set_ylabel('Time (ms)')\n",
"ax.invert_yaxis()\n",
"data_y = np.arange(time_series_length)\n",
"for i in range(0, 91):\n",
" # apply some transformation here to make the figure look nice!\n",
" the_data = data_per_angle[i] * 0.05\n",
" # shift the sequence to the right place\n",
" the_data = the_data + i\n",
" # plot time series\n",
" ax.plot(the_data, data_y, color='black', linewidth=0.5)\n",
" # fill regions above i\n",
" bool1 = the_data > i # find regions above i\n",
" bool2 = np.abs(the_data - i) > 0.05 # don't fill regions that are too close\n",
" bool3 = np.bitwise_and(bool1, bool2)\n",
" ax.fill_betweenx(data_y, i, the_data, where=bool3, color='black', interpolate=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4ac673b0",
"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": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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