fpraktikum/GL/scripts/Untitled2.ipynb
2020-01-24 21:09:12 +01:00

293 lines
305 KiB
Text

{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import imageio\n",
"from util import *\n"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Array([[0., 0., 0., ..., 0., 0., 0.],\n [0., 0., 0., ..., 0., 0., 0.],\n [0., 0., 0., ..., 0., 0., 0.],\n ...,\n [0., 0., 0., ..., 0., 0., 0.],\n [0., 0., 0., ..., 0., 0., 0.],\n [0., 0., 0., ..., 0., 0., 0.]])"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = imageio.imread('../messungen/Boettcher_Matthes/Kaustik-Messung/15_2008-07-13_03h-04m-14s_original.png')[250:350,350:450].astype(float)\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [],
"source": [
"row = np.argmax(np.max(im, axis=1)) + 1\n"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
"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\n"
],
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"r = im[row,:]\n",
"ind = np.arange(0, r.size)\n",
"fig, ax = set_up_plot()\n",
"def gauss(x, a, mu, sigma):\n",
" return a*np.exp(-(x-mu)**2/(2*sigma**2))\n",
"\n",
"opt, cov = curve_fit(gauss, ind, r,\n",
" p0=(1, r.argmax(), 100))\n",
"cov = np.sqrt(np.diag(cov))\n",
"ax.plot(im[row,:], label='Image')\n",
"ax.plot(ind, gauss(ind, *opt), label='Fit', linestyle='-.')\n",
"ax.legend()\n",
"save_fig(fig, 'peakfit', 'kaustik', size=(4,4))\n"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
"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\n"
],
"text/plain": [
"<Figure size 360x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"plt.imshow(im)\n",
"plt.axhline(row, color='red')\n",
"save_fig(plt.gcf(), 'kaust_red', 'kaustik')"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"image/png": [
"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\n"
],
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig = plt.figure()\n",
"ax = fig.gca(projection='3d')\n",
"\n",
"# Make data.\n",
"X = np.arange(0, im.shape[0])\n",
"Y = np.arange(0, im.shape[1])\n",
"X, Y = np.meshgrid(X, Y)\n",
"Z = im\n",
"\n",
"# Plot the surface.\n",
"surf = ax.plot_surface(X, Y, Z, cmap=cm.coolwarm,\n",
" linewidth=10)\n",
"\n",
"# Customize the z axis.\n",
"ax.set_zlim(-1.01, 1.01)\n",
"\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n <matplotlib.axes._subplots.Axes3DSubplot at 0x7f0f2dfa3700>)"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"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\n"
],
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_reconstruction(im)\n"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"autoscroll": false,
"collapsed": false,
"ein.hycell": false,
"ein.tags": "worksheet-0",
"slideshow": {
"slide_type": "-"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[array([0.21496948, 0.00604639, 0.00604639, 0.00427544])]"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"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\n"
],
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"find_peak_positions(im)"
]
}
],
"metadata": {
"kernelspec": {
"argv": [
"/usr/bin/python3",
"-m",
"ipykernel_launcher",
"-f",
"{connection_file}"
],
"display_name": "Python 3",
"env": null,
"interrupt_mode": "signal",
"language": "python",
"metadata": null,
"name": "python3"
},
"name": "Untitled2.ipynb"
},
"nbformat": 4,
"nbformat_minor": 2
}