{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Synthetic Image Generation examples ##\n", "In this Notebook a number of test cases using the PIV sythetic image generator will be presented.\n", "\n", "The three examples shown are:\n", "1. Using a fully synthetic flow field created by a random equation\n", "2. Using pre attained experimental data\n", "3. Using flow simulation results\n", "\n", "In each of these cases the pattern to recieving the synthetic images is the same. The part that mostly varies is the data passed.\n", "\n", "1. Data is either syntheticly made or pass to the create_synimage_parameters function.\n", "2. The parameters for both images (frame_a, frame_b) are created\n", "3. The parameters are passed to the generate_particle_image function in order to create the image representation.\n", "4. Finally the images are shown on the screen as grayschale images." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import synimagegen\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import os\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1: synthetic flow field created by a random equation ###\n", "In this case no data is passed to the function, so a random equation is invoked from the cff module. (line 46,52 in synimagegen.py)\n", "\n", "This equation defines the velocities U,V for each point in the X,Y plane.\n", "\n", "This equation is ment to be changed to suit the testing needs of each users system.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requested pair loss: 10 Actual pair loss: 11\n" ] } ], "source": [ "ground_truth,cv,x_1,y_1,U_par,V_par,par_diam1,par_int1,x_2,y_2,par_diam2,par_int2 = synimagegen.create_synimage_parameters(None,[0,1],[0,1],[256,256],dt=0.0025)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "frame_a = synimagegen.generate_particle_image(256, 256, x_1, y_1, par_diam1, par_int1,16)\n", "frame_b = synimagegen.generate_particle_image(256, 256, x_2, y_2, par_diam2, par_int2,16)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'frame_b')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,10))\n", "a = fig.add_subplot(1, 2, 1,)\n", "imgplot = plt.imshow(frame_a, cmap='gray')\n", "a.set_title('frame_a')\n", "a = fig.add_subplot(1, 2, 2)\n", "imgplot = plt.imshow(frame_b, cmap='gray')\n", "a.set_title('frame_b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2: pre attained experimental data ###\n", "In this case experiment data is passed to the function, and the interpolation flag is enabled. Thus using the data to create a continous flow field by interpolation and then using the field to create the paramters." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data = np.load('PIV_experiment_data.npz')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data = np.stack([data['X'], data['Y'],data['U'] ,data['V']], axis=2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requested pair loss: 10 Actual pair loss: 11\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/user/miniconda3/envs/openpiv/lib/python3.7/site-packages/scipy/interpolate/_fitpack_impl.py:976: RuntimeWarning: No more knots can be added because the additional knot would\n", "coincide with an old one. Probable cause: s too small or too large\n", "a weight to an inaccurate data point. (fp>s)\n", "\tkx,ky=1,1 nx,ny=4,4 m=256 fp=67208.139125 s=0.000000\n", " warnings.warn(RuntimeWarning(_iermess2[ierm][0] + _mess))\n", "/home/user/miniconda3/envs/openpiv/lib/python3.7/site-packages/scipy/interpolate/_fitpack_impl.py:976: RuntimeWarning: No more knots can be added because the additional knot would\n", "coincide with an old one. Probable cause: s too small or too large\n", "a weight to an inaccurate data point. (fp>s)\n", "\tkx,ky=1,1 nx,ny=4,4 m=256 fp=120693.580633 s=0.000000\n", " warnings.warn(RuntimeWarning(_iermess2[ierm][0] + _mess))\n" ] } ], "source": [ "ground_truth,cv,x_1,y_1,U_par,V_par,par_diam1,par_int1,x_2,y_2,par_diam2,par_int2 = synimagegen.create_synimage_parameters(data,[0,1],[0,1],[256,256],inter=True,dt=0.0025)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "frame_a = synimagegen.generate_particle_image(256, 256, x_1, y_1, par_diam1, par_int1,16)\n", "frame_b = synimagegen.generate_particle_image(256, 256, x_2, y_2, par_diam2, par_int2,16)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'frame_b')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,10))\n", "a = fig.add_subplot(1, 2, 1)\n", "imgplot = plt.imshow(frame_a, cmap='gray')\n", "a.set_title('frame_a')\n", "a = fig.add_subplot(1, 2, 2)\n", "imgplot = plt.imshow(frame_b, cmap='gray')\n", "a.set_title('frame_b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 3: flow simulation results ###\n", "In this case flow simulation results are passed to the function, in the form of a tab-delimited text file.\n", "The file is parsed and the data is used in order to continous flow field by interpolation.\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/user/miniconda3/envs/openpiv/lib/python3.7/site-packages/scipy/interpolate/_fitpack_impl.py:976: RuntimeWarning: No more knots can be added because the number of B-spline\n", "coefficients already exceeds the number of data points m.\n", "Probable causes: either s or m too small. (fp>s)\n", "\tkx,ky=1,1 nx,ny=81,67 m=5106 fp=0.183584 s=0.000000\n", " warnings.warn(RuntimeWarning(_iermess2[ierm][0] + _mess))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requested pair loss: 10 Actual pair loss: 10\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/user/miniconda3/envs/openpiv/lib/python3.7/site-packages/scipy/interpolate/_fitpack_impl.py:976: RuntimeWarning: No more knots can be added because the number of B-spline\n", "coefficients already exceeds the number of data points m.\n", "Probable causes: either s or m too small. (fp>s)\n", "\tkx,ky=1,1 nx,ny=49,112 m=5106 fp=1.616903 s=0.000000\n", " warnings.warn(RuntimeWarning(_iermess2[ierm][0] + _mess))\n" ] } ], "source": [ "path_to_file = os.getcwd() + '/velocity_report.txt'\n", "ground_truth,cv,x_1,y_1,U_par,V_par,par_diam1,par_int1,x_2,y_2,par_diam2,par_int2 = synimagegen.create_synimage_parameters(None,[0,1],[0,1],[256,256],path=path_to_file,inter=True,dt=0.0025)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "frame_a = synimagegen.generate_particle_image(256, 256, x_1, y_1, par_diam1, par_int1,16)\n", "frame_b = synimagegen.generate_particle_image(256, 256, x_2, y_2, par_diam2, par_int2,16)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'frame_b')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(20,10))\n", "a = fig.add_subplot(1, 2, 1)\n", "imgplot = plt.imshow(frame_a, cmap='gray')\n", "a.set_title('frame_a')\n", "a = fig.add_subplot(1, 2, 2)\n", "imgplot = plt.imshow(frame_b, cmap='gray')\n", "a.set_title('frame_b')" ] } ], "metadata": { "kernelspec": { "display_name": "openpiv", "language": "python", "name": "openpiv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }