{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/alex/Library/Enthought/Canopy_32bit/User/lib/python2.7/site-packages/skimage/filter/__init__.py:6: skimage_deprecation: The `skimage.filter` module has been renamed to `skimage.filters`. This placeholder module will be removed in v0.13.\n", " warn(skimage_deprecation('The `skimage.filter` module has been renamed '\n" ] } ], "source": [ "import openpiv.tools\n", "import openpiv.process\n", "import openpiv.scaling\n", "import openpiv.preprocess\n", "from skimage import io\n", "\n", "%pylab inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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n1o5blAYHB2NriX6l02kzYv6YDZ/T8rKJbDEm5B3aj37xvc3NTS0vLz9v0xif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\n+8jCRhY//OEP69Of/nQgfH8uvDU8uyRt3LhRZ86ciWdyY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "file_a = 'Camera1-0101.tif'\n", "file_b = 'Camera1-0102.tif'\n", "\n", "im_a = io.imread( file_a )\n", "im_b = io.imread( file_b )\n", "imshow(np.c_[im_a,im_b],cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let's crop the region of interest\n", "frame_a = im_a[380:1980,0:1390]\n", "frame_b = im_b[380:1980,0:1390]\n", "imshow(np.c_[frame_a,frame_b],cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Process the original cropped image and see the OpenPIV result:\n", "\n", "# typical parameters:\n", "window_size = 32 #pixels\n", "overlap = 16 # pixels\n", "search_area_size = 64 # pixels \n", "frame_rate = 40 # fps\n", "\n", "# process again with the masked images, for comparison# process once with the original images\n", "u, v, sig2noise = openpiv.process.extended_search_area_piv(\n", " frame_a.astype(np.int32) , frame_b.astype(np.int32), \n", " window_size = window_size,\n", " overlap = overlap, \n", " dt=1./frame_rate, \n", " search_area_size = search_area_size, \n", " sig2noise_method = 'peak2peak')\n", "x, y = openpiv.process.get_coordinates( image_size = frame_a.shape, window_size = window_size, overlap = overlap )\n", "u, v, mask = openpiv.validation.global_val( u, v, (-300.,300.),(-300.,300.))\n", "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.1 )\n", "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3)\n", "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", "# save to a file\n", "openpiv.tools.save(x, y, u, v, mask, 'test.txt', fmt='%9.6f', delimiter='\\t')\n", "openpiv.tools.display_vector_field('test.txt', scale=50, width=0.002)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# masking using not optimal choice of the methods or parameters:\n", "masked_a = openpiv.preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.005)\n", "masked_b = openpiv.preprocess.dynamic_masking(frame_b,method='intensity',filter_size=3,threshold=0.0)\n", "imshow(np.c_[masked_a,masked_b],cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# masking using optimal (manually tuned) set of parameters and the right method:\n", "masked_a = openpiv.preprocess.dynamic_masking(frame_a,method='edges',filter_size=7,threshold=0.01)\n", "masked_b = openpiv.preprocess.dynamic_masking(frame_b,method='edges',filter_size=7,threshold=0.01)\n", "imshow(np.c_[masked_a,masked_b],cmap='gray')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Process the masked cropped image and see the OpenPIV result:\n", "\n", "# process again with the masked images, for comparison# process once with the original images\n", "u, v, sig2noise = openpiv.process.extended_search_area_piv(\n", " masked_a.astype(np.int32) , masked_b.astype(np.int32), \n", " window_size = window_size,\n", " overlap = overlap, \n", " dt=1./frame_rate, \n", " search_area_size = search_area_size, \n", " sig2noise_method = 'peak2peak')\n", "x, y = openpiv.process.get_coordinates( image_size = masked_a.shape, window_size = window_size, overlap = overlap )\n", "u, v, mask = openpiv.validation.global_val( u, v, (-300.,300.),(-300.,300.))\n", "u, v, mask = openpiv.validation.sig2noise_val( u, v, sig2noise, threshold = 1.1)\n", "u, v = openpiv.filters.replace_outliers( u, v, method='localmean', max_iter = 3, kernel_size = 3)\n", "x, y, u, v = openpiv.scaling.uniform(x, y, u, v, scaling_factor = 96.52 )\n", "# save to a file\n", "openpiv.tools.save(x, y, u, v, mask, 'test_masked.txt', fmt='%9.6f', delimiter='\\t')\n", "openpiv.tools.display_vector_field('test_masked.txt', scale=50, width=0.002)" ] } ], "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 }