{ "cells": [ { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u7pb7IvjdawgYYXh3fHxcFvB9s1x2LuaBETT2hN/hxXQ6jYuLi4LAiWzRP8sW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\nE/9mAJSPsXzzv+c0o7/sKGupoWXfnQa6KZK2gbJ8Zp2jb6Rj6CfymZ0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qW91I9ngS5PTk7qC3SNTNyXzqCxY7MRdrju/nM/e1Bnh7a0tBS7u7t1UgoKyjnGGdk42nCdsiGm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\nZDKpk5049cXFxdje3r7AjTJRP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# %load red_Cell.py\n", "import openpiv.tools\n", "import openpiv.process\n", "import openpiv.scaling\n", "import numpy as np\n", "from skimage import data, io, filter\n", "import matplotlib.pyplot as plt\n", "from scipy import ndimage\n", "from skimage import feature\n", "from PIL import Image\n", "from pylab import *\n", "%matplotlib inline\n", "from skimage.color import rgb2gray\n", "from skimage import img_as_uint\n", "\n", "frame_a = io.imread('Y4-S3_Camera000398.tif') \n", "frame_b = io.imread('Y4-S3_Camera000399.tif')\n", "\n", "# for whatever reason the shape of frame_a is (3, 284, 256)\n", "# so we first tranpose to the RGB image and then convert to the gray scale\n", "\n", "frame_a = img_as_uint(rgb2gray(transpose(frame_a,[1,2,0])))\n", "frame_b = img_as_uint(rgb2gray(transpose(frame_b,[1,2,0])))\n", "\n", "\n", "#matshow ( frame_a, cmap=cm.Greys_r )\n", "#mage = data.coins() # or any NumPy array!\n", "io.imshow(np.c_[frame_a,frame_b])\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#u, v, sig2noise = openpiv.process.extended_search_area_piv( frame_a, frame_b, window_size=24, overlap=12, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", "u, v, sig2noise = openpiv.pyprocess.piv( frame_a, frame_b, window_size=32, overlap=8, dt=.1, sig2noise_method='peak2peak' )\n", "x, y = openpiv.process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "dtype('uint16')" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "frame_a.dtype" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PgZ+G1Z/UITcb90xmKsTM3jGzL+J+57LPdxjw67qNnKTF8HQVHxGK/+BpRWIxLsgtJ5Vb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\npKVLo1rwMbCVhSueAknL4IWHVzWzuN2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ulevxGnAFMH1pnzVwV6EBOya+l0YAzwRd1ook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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", "quiver(x,y,u,v)" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pjyJgmND+O4WTTWX/P4QbzNPA6jFMSqwl8VOJqyWeJ3R0N2MHifk7LiSc+wPp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\nzSXgOWMdi5kv+KHhdsP8hp8alk6gYcN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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "openpiv.tools.save(x, y, u, v, mask, 'Y4-S3_Camera000398.txt' )\n", "openpiv.tools.display_vector_field('Y4-S3_Camera000398.txt', scale=3, width=0.0125)\n", "# frame_vectors = io.imshow(vectors)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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38PuYsgP+gWe/3KeoBG9ZuWdkxIL0OLAinr2zhB0jKrYewAXAxhX7RkSSXY3j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\nYO8Edv8+uB6ZHfegupn49Q3WBsYGDrc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "u, v, sig2noise = openpiv.process.extended_search_area_piv(frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=32, overlap=8, dt=0.02, search_area_size=64, sig2noise_method='peak2peak' )\n", "x, y = openpiv.process.get_coordinates( image_size=frame_a.shape, window_size=32, overlap=8 )\n", "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", "openpiv.tools.save(x, y, u, v, mask, 'Y4-S3_Camera000398.txt' )\n", "openpiv.tools.display_vector_field('Y4-S3_Camera000398.txt', scale=10, width=0.005)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/alex/Library/Enthought/Canopy_32bit/User/lib/python2.7/site-packages/IPython/kernel/__main__.py:1: RuntimeWarning: deprecated\n", " if __name__ == '__main__':\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "----------------------------------------------------------\n", "|-----> || The Open Source P article |\n", "| Open || I mage |\n", "| PIV || V elocimetry Toolbox |\n", "| <-----|| www.openpiv.net version 1.0 |\n", "----------------------------------------------------------\n", " \n", "Algorithm : WiDIM\n", " \n", "Parameters \n", "-----------------------------------\n", " Size of image | [284, 256]\n", " total number of iterations | 4\n", " overlap ratio | 0.25\n", " coarse factor | 2\n", " time step | 0.019999999553\n", " validation method | mean_velocity\n", " number of validation iterations | 2\n", " subpixel_method | gaussian\n", " Nrow | [ 5 11 23 23]\n", " Ncol | [ 5 10 21 21]\n", " Window sizes | [64 32 16 16]\n", "-----------------------------------\n", "| STARTING |\n", "-----------------------------------\n", " \n", "//////////////////////////////////////////////////////////////////\n", " \n", "ITERATION # 0\n", " \n", "..[DONE]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "Performing interpolations : 100% [------------------] Time: 0:00:00 8.55 kB/s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --residual : 1.00000001255\n", "no validation : trusting 1st iteration\n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "..[DONE] -----> going to iteration 1\n", " \n", " \n", "//////////////////////////////////////////////////////////////////\n", " \n", "ITERATION # 1\n", " \n", "..[DONE]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n", "Validation : 0% [ ] ETA: --:--:-- 0.00 B/s\r", "Validation : 9% [-- ] ETA: 0:00:00 1.36 kB/s\r", "Validation : 18% [----- ] ETA: 0:00:00 1.14 kB/s\r", "Validation : 27% [-------- ] ETA: 0:00:00 1.08 kB/s\r", "Validation : 36% [----------- ] ETA: 0:00:00 1.17 kB/s\r", "Validation : 45% [-------------- ] ETA: 0:00:00 1.24 kB/s\r", "Validation : 54% [----------------- ] ETA: 0:00:00 1.27 kB/s\r", "Validation : 63% [-------------------- ] ETA: 0:00:00 1.32 kB/s\r", "Validation : 72% [----------------------- ] ETA: 0:00:00 1.35 kB/s\r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --residual : 0.227272730125\n", "Starting validation..\n", "Validation, iteration number 0\n", " \n", "Validation, iteration number " ] }, { "name": "stderr", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [ " 1\n", " \n", "..[DONE]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Validation : 100% [---------------------------------] Time: 0:00:00 934.13 B/s\r\n", "Performing interpolations : 0% [ ] ETA: --:--:-- 0.00 B/s\r", "Performing interpolations : 4% [ ] ETA: 0:00:00 1.62 kB/s\r", "Performing interpolations : 8% [- ] ETA: 0:00:00 1.09 kB/s\r", "Performing interpolations : 13% [-- ] ETA: 0:00:00 1.04 kB/s\r", "Performing interpolations : 17% [--- ] ETA: 0:00:00 994.44 B/s\r", "Performing interpolations : 21% [--- ] ETA: 0:00:00 984.44 B/s\r", "Performing interpolations : 26% [---- ] ETA: 0:00:00 1.05 kB/s\r", "Performing interpolations : 30% [----- ] ETA: 0:00:00 1.05 kB/s\r", "Performing interpolations : 34% [------ ] ETA: 0:00:00 1.08 kB/s\r", "Performing interpolations : 39% [------- ] ETA: 0:00:00 1.13 kB/s\r", "Performing interpolations : 43% [------- ] ETA: 0:00:00 1.08 kB/s\r", "Performing interpolations : 47% [-------- ] ETA: 0:00:00 1.05 kB/s\r", "Performing interpolations : 52% [--------- ] ETA: 0:00:00 1.11 kB/s\r", "Performing interpolations : 56% [---------- ] ETA: 0:00:00 1.14 kB/s\r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "..[DONE] -----> going to iteration " ] }, { "name": "stderr", "output_type": "stream", "text": [ "Performing interpolations : 100% [------------------] Time: 0:00:00 1.03 kB/s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " 2\n", " \n", " \n", "//////////////////////////////////////////////////////////////////\n", " \n", "ITERATION # 2\n", " \n", "..[DONE]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --residual : 0.642911634961\n", "Starting validation..\n", "Validation, iteration number 0\n", " \n", "Validation, iteration number " ] }, { "name": "stderr", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [ " 1\n", " \n", "..[DONE]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Validation : 100% [---------------------------------] Time: 0:00:00 331.69 B/s\n", "Performing interpolations : 100% [------------------] Time: 0:00:00 54.20 kB/s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " \n", "going to next iteration.. \n", "performing interpolation of the displacement field\n", " \n", "..[DONE] -----> going to iteration 3\n", " \n", " \n", "//////////////////////////////////////////////////////////////////\n", " \n", "ITERATION # 3\n", " \n", "..[DONE]" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " --residual : 0.632014827589\n", "Starting validation..\n", "Validation, iteration number 0\n", " \n", "Validation, iteration number " ] }, { "name": "stderr", "output_type": "stream", "text": [] }, { "name": "stdout", "output_type": "stream", "text": [ " 1\n", " \n", "..[DONE]\n", " \n", "//////////////////////////////////////////////////////////////////\n", "end of iterative process.. Re-arranging vector fields..\n", "...[DONE]\n", "-------------------------------------------------------------\n", "[DONE] ..after -55.2994248867 seconds \n", "-------------------------------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Validation : 86% [---------------------------- ] ETA: 0:00:00 464.05 B/s\r", "Validation : 91% [------------------------------ ] ETA: 0:00:00 473.55 B/s\r", "Validation : 95% [------------------------------- ] ETA: 0:00:00 477.48 B/s\r", "Validation : 100% [---------------------------------] Time: 0:00:00 481.29 B/s\r\n" ] } ], "source": [ "x,y,u,v, mask = openpiv.process.WiDIM( frame_a.astype(np.int32), frame_b.astype(np.int32), ones_like(frame_a).astype(np.int32), min_window_size=16, overlap_ratio=0.25, coarse_factor=2, dt=0.02, validation_method='mean_velocity', trust_1st_iter=1, validation_iter=2, tolerance=0.7, nb_iter_max=4, sig2noise_method='peak2peak')" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JyLUi8qSIXCMig0qcw0Rkoog8LiKbtSo/Y86Av2tjsSxD3wb2EKFvhSKHQpdw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\nLhdx10hn7IQ1nThShKEB+6MwxxkecIB/Aid5HX4apPbHNF08cgUPA7s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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "openpiv.tools.save(x, y, u, v, zeros_like(u), 'Y4-S3_Camera000398.txt' )\n", "openpiv.tools.display_vector_field('Y4-S3_Camera000398.txt', scale=3000, width=0.005)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 0 }