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@ErichZimmer
Last active August 11, 2020 22:02
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OpenPIV Python flavour different graph outputs using .txt file
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{
"cells": [
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# x\ty\tu\tv\ts2n\tmask\n",
"\n",
" 16.0000\t1008.0000\t -2.4066\t 1.9846\t 1.9384\t 0.0000\n",
"\n",
" 32.0000\t1008.0000\t -2.5255\t 1.9993\t 1.8109\t 0.0000\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.quiver.Quiver at 0x15b8e7aa370>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"filename = r'C:\\Users\\Research\\Documents\\PIV\\Results\\VortexA\\Open_PIV_results_32_Results\\FieldA.txt'\n",
"\n",
"with open(filename) as f:\n",
" print(f.readline()) #header\n",
" print(f.readline()) #with commas\n",
" print(f.readline().replace(',','.')) #replace commas by dots\n",
"\n",
"c = lambda x: float(x.decode().replace(',','.') or -999)\n",
"tmp = np.genfromtxt(filename,skip_header=1,converters = {0:c, 1:c, 2:c, 3:c})\n",
"x,y,u,v = tmp[:,0],tmp[:,1],tmp[:,2],tmp[:,3]\n",
"\n",
"plt.quiver(x,y,u,v) #Making sure that the .txt file is read"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from locale import *\n",
"setlocale(LC_NUMERIC, 'English_Canada.1252')\n",
"from pivpy import io, pivpy, graphics"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"rows = np.unique(y).shape[0]\n",
"cols = np.unique(x).shape[0]\n",
"\n",
"x1 = x.reshape(rows,cols)\n",
"y1 = y.reshape(rows,cols)\n",
"u1 = u.reshape(rows,cols)\n",
"v1 = v.reshape(rows,cols)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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": [
"d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
"\n",
"graphics.quiver(d.isel(t=0));\n",
"\n",
"convert = lambda x: float(x.decode().replace(',','.') or -999)\n",
"\n",
"def load_txt_davis816(filename, frame = 0):\n",
" tmp = np.genfromtxt(filename,skip_header=1,converters = {0:convert, 1:convert, \n",
" 2:convert, 3:convert})\n",
" x,y,u,v = tmp[:,0],tmp[:,1],tmp[:,2],tmp[:,3]\n",
" rows = np.unique(y).shape[0]\n",
" cols = np.unique(x).shape[0]\n",
" x1 = x.reshape(rows,cols)\n",
" y1 = y.reshape(rows,cols)\n",
" u1 = u.reshape(rows,cols)\n",
" v1 = v.reshape(rows,cols)\n",
" d = io.from_arrays(x1,y1,u1,v1,np.ones_like(u1))\n",
" len_units,vel_units = parse_header_davis816(filename)\n",
" d.attrs['units'] = [len_units, len_units, vel_units, vel_units]\n",
" # set frame\n",
" d['t'] += frame\n",
" return d"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x15b8e879370>)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"#Vorticity \n",
"d = d.piv.vec2scal('vorticity')\n",
"graphics.contour_plot(d.isel(t=0))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x15b8fe236d0>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#Vortcity\n",
"d = d.piv.vorticity()\n",
"graphics.contour_plot(d.isel(t=0))\n",
"d.isel(t=0)['w'].plot(robust=True)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 1 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x15b90483d00>)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"#KE, TKE didn't work\n",
"graphics.contour_plot(d.piv.ke().mean(dim='t').where(d.y > 100,drop=True),units=d.attrs['units'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x15b8e0b0970>]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"#v-componet/x line graph, 20 pixel spacing in the minimum for results\n",
"d.where((d.y > 490) & (d.y < 510),drop=True).mean(dim='t').mean(dim='y').v.plot()\n",
"#Averaged values for 400<y<600 pixels\n",
"d.where((d.y > 400) & (d.y < 600),drop=True).mean(dim='t').mean(dim='y').v.plot()"
]
},
{
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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