{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from openpiv import windef\n", "from openpiv import tools, scaling, validation, filters, preprocess, pyprocess as process\n", "import numpy as np\n", "import os\n", "from time import time\n", "import warnings\n", "\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "'A more detailed scipt can be seen in the window_deformation notebook.'\n", "settings = windef.Settings()\n", "\n", "'Data related settings'\n", "# Folder with the images to process\n", "settings.filepath_images = '../test15/'\n", "# Folder for the outputs\n", "settings.save_path = '../test15/'\n", "# Root name of the output Folder for Result Files\n", "settings.save_folder_suffix = 'Test_15'\n", "# Format and Image Sequence\n", "settings.frame_pattern_a = '../test15/synt00_a.pgm'\n", "settings.frame_pattern_b = '../test15/synt00_b.pgm'\n", "\n", "'Processing Parameters'\n", "settings.deformation_method = 'second image'\n", "settings.correlation_method='circular' # 'circular' or 'linear'\n", "settings.normalized_correlation=False\n", "settings.num_iterations = 3 # select the number of PIV passes\n", "# rectangular windows are arrange as [y,x], scalars are assumed to be square windows\n", "settings.windowsizes = ([16,96], [16,64], 32)\n", "settings.overlap = ([8,72], [8,32], 16)\n", "settings.subpixel_method = 'gaussian'\n", "settings.use_vectorized = True\n", "settings.interpolation_order = 3\n", "\n", "'Validation Parameters'\n", "settings.validation_first_pass = True\n", "settings.median_threshold = 5 # threshold of the median validation\n", "settings.median_size=1 #defines the size of the local median\n", "settings.sig2noise_method = 'peak2peak'\n", "settings.sig2noise_mask = 2\n", "settings.sig2noise_threshold = 1\n", "\n", "'Outlier replacement or Smoothing options'\n", "settings.replace_vectors = True # Enable the replacment. Chosse: True or False\n", "settings.smoothn=True #Enables smoothing of the displacemenet field\n", "settings.smoothn_p=0.5 # This is a smoothing parameter\n", "settings.filter_method = 'localmean'\n", "settings.max_filter_iteration = 4\n", "settings.filter_kernel_size = 2 # kernel size for the localmean method\n", "\n", "'Output options'\n", "settings.show_plot = True\n", "settings.save_plot = False\n", "settings.scale_plot = 500 # select a value to scale the quiver plot of the vectorfield\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 0 bad peak(s)\n", "Found 0 bad peak(s)\n", "Found 1 bad peak(s)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Image Pair 1\n", "synt00_a.pgm synt00_b.pgm\n" ] } ], "source": [ "windef.piv(settings)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean peak-to-peak ratio: 2.5453367014155823\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we can run it from any folder\n", "path = settings.filepath_images\n", "\n", "frame_a = tools.imread( os.path.join(path,settings.frame_pattern_a)).astype(np.int32)\n", "frame_b = tools.imread( os.path.join(path,settings.frame_pattern_b)).astype(np.int32)\n", "\n", "\n", "window_size = [16,96]\n", "overlap = [8,72] # [50%, 75%] overlap\n", "\n", "u, v, sig2noise = process.extended_search_area_piv( frame_a, frame_b, \\\n", " window_size=window_size, overlap=overlap, dt=1, search_area_size=window_size, sig2noise_method='peak2peak' )\n", "print(f'Mean peak-to-peak ratio: {np.nanmean(sig2noise)}')\n", "\n", "x, y = process.get_rect_coordinates(frame_a.shape, \n", " window_size, \n", " overlap)\n", "\n", "#u, v, mask = validation.sig2noise_val( u, v, sig2noise, threshold = 1.3 )\n", "#u, v = filters.replace_outliers( u, v, method='localmean', max_iter=10, kernel_size=2)\n", "#x, y, u, v = scaling.uniform(x, y, u, v, scaling_factor = 1)\n", "x, y, u, v = tools.transform_coordinates(x, y, u, v)\n", "\n", "#tools.save(x, y, u, v, mask, 'test1.vec' )\n", "#tools.display_vector_field('test1.vec', scale=75, width=0.0035);\n", "plt.figure(figsize = (8,8))\n", "plt.quiver(x,y,u,v)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 4 }