{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# OpenPIV tutorials\n", "\n", "\n", "In this tutorial we read the pair of images using `imread`, compare them visually \n", "and process using OpenPIV. Here the import is using directly the basic functions and methods" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from openpiv.tools import imread, save, display_vector_field\n", "from openpiv.process import extended_search_area_piv, get_coordinates\n", "from openpiv.validation import sig2noise_val\n", "from openpiv.filters import replace_outliers\n", "from openpiv.scaling import uniform\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "frame_a = imread( 'exp1_001_a.bmp' )\n", "frame_b = imread( 'exp1_001_b.bmp' )" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": 4, "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 = 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": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x, y = get_coordinates( image_size=frame_a.shape, window_size=winsize, overlap=overlap )" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "u1, v1, mask = sig2noise_val( u0, v0, sig2noise, threshold = 1.3 )" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "u2, v2 = replace_outliers( u1, v1, method='localmean', max_iter=10, kernel_size=2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x, y, u3, v3 = uniform(x, y, u2, v2, scaling_factor = 96.52 )" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "save(x, y, u3, v3, mask, 'exp1_001.txt' )" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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\n", 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