{ "cells": [ { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# %loadpy tutorial-part1.py" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# import sys\n", "# sys.path.append('/Users/alex/Documents/OpenPIV/openpiv-python')\n", "\n", "\n", "import openpiv.tools\n", "import openpiv.process\n", "import openpiv.scaling\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "frame_a = openpiv.tools.imread( 'exp1_001_a.bmp' )\n", "frame_b = openpiv.tools.imread( 'exp1_001_b.bmp' )" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DB+nr65NJTVRwosofGBiQ3Ud1dTVr167lhRdeQK/Xy9ev0+mYNWsWer2e0dFR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1,2)\n", "ax[0].imshow(frame_a,cmap=plt.cm.gray)\n", "ax[1].imshow(frame_b,cmap=plt.cm.gray)\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "winsize = 24 # pixels\n", "searchsize = 64 # pixels, search in image B\n", "overlap = 12 # pixels\n", "dt = 0.02 # sec\n", "\n", "\n", "u0, v0, sig2noise = openpiv.process.extended_search_area_piv( frame_a.astype(np.int32), frame_b.astype(np.int32), window_size=winsize, overlap=overlap, dt=dt, search_area_size=searchsize, sig2noise_method='peak2peak' )" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x, y = openpiv.process.get_coordinates( image_size=frame_a.shape, window_size=winsize, overlap=overlap )" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0\n" ] } ], "source": [ "u1, v1, mask = openpiv.validation.sig2noise_val( u0, v0, sig2noise, threshold = 1.3 )\n", "print np.nansum((u1 - u0)**2)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0\n" ] } ], "source": [ "u2, v2 = openpiv.filters.replace_outliers( u1, v1, method='localmean', max_iter=10, kernel_size=2)\n", "print np.nansum((u2 - u1)**2)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "836665.088096\n" ] } ], "source": [ "x, y, u3, v3 = openpiv.scaling.uniform(x, y, u2, v2, scaling_factor = 96.52 )\n", "print np.nansum((u3 - u2)**2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "openpiv.tools.save(x, y, u3, v3, mask, 'exp1_001.txt' )" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Cywa3Ey2qa91XUGOXUraWAW8GjgsBC855HApHu9jQrQYOdZgK7aLNWpO1ARjY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\nNnAPUd2ZgebCBMqm35LHiHlrG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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "openpiv.tools.display_vector_field('exp1_001.txt', scale=100, width=0.0025)" ] } ], "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 }