{ "cells": [ { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from PIL import Image, ImageDraw\n", "from matplotlib import pyplot as plt\n", "\n", "# Step 1: Generate the Taylor-Green vortex velocity field\n", "def taylor_green_vortex(x, y):\n", " u = np.sin(x) * np.cos(y)\n", " v = -np.cos(x) * np.sin(y)\n", " return u, v\n", "\n", "# Step 2: Create a random distribution of particles\n", "def initialize_particles(num_particles, xlim, ylim):\n", " x = np.random.uniform(xlim[0], xlim[1], num_particles)\n", " y = np.random.uniform(ylim[0], ylim[1], num_particles)\n", " return x, y\n", "\n", "# Step 3: Move the particles according to the vortex field\n", "def move_particles(x, y, dt, xlim, ylim):\n", " u, v = taylor_green_vortex(x, y)\n", " x_new = x + u * dt\n", " y_new = y + v * dt\n", " # Ensure particles stay within the limits\n", " x_new = np.mod(x_new - xlim[0], xlim[1] - xlim[0]) + xlim[0]\n", " y_new = np.mod(y_new - ylim[0], ylim[1] - ylim[0]) + ylim[0]\n", " return x_new, y_new\n", "\n", "# Step 4: Create images with particles\n", "def create_image(x, y, size, img_size):\n", " img = Image.new('L', (img_size, img_size), 0)\n", " draw = ImageDraw.Draw(img)\n", " for (x_i, y_i) in zip(x, y):\n", " radius = np.random.randint(1, 3)\n", " draw.ellipse((x_i - radius, y_i - radius, x_i + radius, y_i + radius), fill=255)\n", " return np.array(img, dtype=np.uint8)\n", "\n", "# Parameters\n", "num_particles = 1000\n", "img_size = 256\n", "xlim = (0, 2*np.pi)\n", "ylim = (0, 2*np.pi)\n", "dt = .1\n", "\n", "# Scale particles to fit the image size\n", "scale_x = img_size / (xlim[1] - xlim[0])\n", "scale_y = img_size / (ylim[1] - ylim[0])\n", "\n", "# Initialize particles\n", "x1, y1 = initialize_particles(num_particles, xlim, ylim)\n", "\n", "# Move particles\n", "x2, y2 = move_particles(x1, y1, dt, xlim, ylim)\n", "\n", "# Scale positions to image size\n", "x1_img = x1 * scale_x\n", "y1_img = y1 * scale_y\n", "x2_img = x2 * scale_x\n", "y2_img = y2 * scale_y\n", "\n", "# Create images\n", "image1 = create_image(x1_img, y1_img, num_particles, img_size)\n", "image2 = create_image(x2_img, y2_img, num_particles, img_size)\n", "\n", "# Save images\n", "# image1.save('piv_image1.png')\n", "# image2.save('piv_image2.png')\n", "\n", "# Display images\n", "fig, ax = plt.subplots(1,2)\n", "ax[0].imshow(image1, cmap='gray')\n", "ax[1].imshow(image2, cmap='gray')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 132, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Velocity difference in units of the maximum velocity')" ] }, "execution_count": 132, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from openpiv.piv import simple_piv\n", "x,y,u,v,s2n = simple_piv(image1, image2, plot=False);\n", "ug, vg = taylor_green_vortex(x/scale_x, y/scale_y)\n", "ug *= dt * scale_x\n", "vg *= dt * scale_y\n", "\n", "velocity_scale = ((ug**2 + vg**2)**0.5).max()\n", "\n", "fig, ax = plt.subplots(1,2,figsize=(10,5))\n", "ax[0].quiver(x, y, u, v, color='r',scale=75)\n", "ax[0].quiver(x, y, ug, vg, color='b',scale=75)\n", "# cm = ax[1].quiver(x, y, u-ug, v-vg, ((u-ug)**2 + (v-vg)**2)**0.5,scale=10)\n", "ax[0].set_aspect('equal')\n", "# fig.colorbar(cm, ax=ax[1], label='Velocity difference in pix')\n", "ax[1].hist((((u-ug)**2 + (v-vg)**2)**0.5).flatten()/velocity_scale, bins=100);\n", "ax[1].set_aspect('auto')\n", "ax[1].set_xlabel('Velocity difference in units of the maximum velocity')\n", "\n" ] }, { "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }