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@alexlib
Created December 3, 2019 13:54
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{
"cells": [
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import imageio\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from openpiv import process, tools\n",
"import pkg_resources as pkg\n",
"# import os\n",
"\n",
"\n",
"# if im1 is None and im2 is None:\n",
"im1 = pkg.resource_filename('openpiv','examples/test5/frame_a.tif')\n",
"im2 = pkg.resource_filename('openpiv','examples/test5/frame_b.tif')\n",
"\n",
"\n",
"frame_a = imageio.imread(im1)\n",
"frame_b = imageio.imread(im2)\n",
"\n",
"frame_a[0:32,512-32:] = 255 # white corner to identify the orientation\n",
"\n",
"imageio.imsave('1.tif',frame_a)\n",
"imageio.imsave('2.tif',frame_b)\n",
"\n",
"u, v = process.extended_search_area_piv(frame_a.astype(np.int32),frame_b.astype(np.int32),window_size=32,overlap=16)\n",
"x, y = process.get_coordinates( image_size=frame_a.shape, \n",
" window_size=32, overlap=16)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.quiver.Quiver at 0x25f9d93d7f0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(6,6))\n",
"ax.imshow(frame_a,cmap=plt.get_cmap('gray'),alpha=0.8)\n",
"ax.quiver(x,np.max(y)-y,u,v,scale=50,color='r')\n",
"# or np.flipud(y)\n",
"# plt.gca().invert_yaxis()\n",
"# plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(figsize=(6,6))\n",
"# plt.imshow(frame_a,cmap=plt.get_cmap('gray'),alpha=0.8,origin='upper')\n",
"ax.quiver(x,y,u,v,scale=50,color='b')\n",
"ax.set_aspect(1.1)\n",
"# plt.gca().invert_yaxis()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tools.save(x, y, u, v, np.ones_like(u), 'tmp.txt' )\n",
"tools.display_vector_field('tmp.txt', scale=100, width=0.0025)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tools.display_vector_field('tmp.txt', scale=100, width=0.0025,on_img=True,image_name='1.tif')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:openpiv] *",
"language": "python",
"name": "conda-env-openpiv-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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