{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Brownian Motion Simulation - Diffusion\n", "\n", "**February 4, 2024** \n", "**Jake Bobowski**\n", "\n", "A toy model to simulate the diffusion of partlicles that are injected into the centre of container filled with a fluid. Like using an eyedropper to put a drop of food colouring in the middle of a jar filled with water. The simulation works as follows:\n", "\n", " - $N$ particles are placed at the centre of a 2-D chamber ($1\\rm\\ unit \\times 1\\rm\\ unit$ in size).\n", " - Binomial distributions are used to determine if each particle:\n", " - steps left or right\n", " - steps up or down\n", " - There is an equal probability that a particle steps left or right.\n", " - There is an equal probability that a particle steps up or down.\n", " - Normal distributions are used determine the size of the horizontal and vertical steps.\n", " - The particle positions are updated according to the step sizes and directions.\n", " - If an x-coordinate becomes negative, its position is changed to $1 + x$. That is particles that cross the left boundary reappear near the right boundary.\n", " - If an x-coordinate becomes greater than $1$, its position is changed to $x - 1$. That is particles that cross the right boundary reappear near the left boundary.\n", " - If a y-coordinate becomes negative, its position is changed to $1 + y$. That is, particles that cross the bottom boundary reappear near the top boundary.\n", " - If a y-coordinate becomes greater than $1$, its position is changed to $y - 1$. That is, particles that cross the top boundary reappear near the bottom boundary.\n", " - The initial positions of the $N$ particles are plotted as cyan points. In this simulation, this corresponds to a single point at $(x, y) = (0.5, 0.5)$.\n", " - The positions of the particles are updated dynamically as the loop executes. The updated positions are plotted in orange.\n", " - With each iteration of the loop, the particle number versus height in the chamber is tracked.\n", " - The counts versus height is plotted. This plot is also updated dynamically.\n", " - Initially, the particles are all at the centre of the cell, so the plot of the counts versus height is sharply peaked at $h = 0.5$.\n", " - Eventually, a new equilibrium is reach in which the particle distribution becomes uninform such that the count versus height plot appears flat.\n", " \n", "The block of code below takes approximately 2.5 minutes to run.\n", " " ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from IPython.display import display, clear_output, Markdown\n", "import time\n", "import warnings\n", "\n", "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\") # Suppress warning messages.\n", " \n", " N = int(1e4) # Number of particles\n", " num_steps = int(5e2) # Number of interations/steps\n", "\n", " x = np.ones(N)*0.5 # Step the initial coordinates of the N particles to be exactly in the centre of the 1 x 1 cell (x, y) = (0.5, 0.5).\n", " y = np.ones(N)*0.5\n", "\n", " x_initial = x.copy() # Copy in the initial coordinates.\n", " y_initial = y.copy()\n", "\n", " fig, (ax, ax1) = plt.subplots(1, 2, figsize=(15, 7)) # Set up the plots to be dynamically updated while the loop runs.\n", " ax.set_aspect('equal')\n", "\n", " h = np.linspace(0, 1, 20) # We will determine the particle density as a function of the height h from the bottom of the y-range.\n", " bin_edges = np.linspace(0, 1, 21) # We will count the particles between 0 < y < 0.05, 0.05 < y < 0.1, ..., 0.95 < y < 1.\n", "\n", " for step in range(num_steps):\n", " dx = np.random.binomial(1, 0.5, N) # For each step, the probabilty of a particle scattering left or right is the same. \n", " dy = np.random.binomial(1, 0.5, N) # For each step, the probabilty of a particle scattering up or down is the same. \n", " \n", " x_step = abs(np.random.normal(0, 1, N) * 2e-2) # Randomize the sizes of the steps in the x and y directions for each particle and each iteration of the loop.\n", " y_step = abs(np.random.normal(0, 1, N) * 2e-2)\n", "\n", " x += np.where(dx == 0, -x_step, x_step) # Update the x coordinates. \n", " x = np.where(x < 0, x + 1, x) # If x < 0, add 1. A particle that moves past the left boundary will appear near the right boundary.\n", " x = np.where(x > 1, x - 1, x) # If x > 1, subtract 1. A particle that moves past the right boundary will appear near the left boundary.\n", "\n", " y += np.where(dy == 0, -y_step, y_step) # Update the y coordinates. \n", " y = np.where(y < 0, y + 1, y) # If y < 0, add 1. A particle that moves past the bottom boundary will appear near the top boundary.\n", " y = np.where(y > 1, y - 1, y) # If x > 1, subtract 1. A particle that moves past the top boundary will appear near the bottom boundary.\n", "\n", " ax.clear()\n", " ax.scatter(x_initial, y_initial, s = 2, color='cyan', label='Initial Positions') # Plot the initial positions of the particles.\n", " ax.scatter(x, y, s=0.5, color='orange', label='Dynamic Positions') # Dynamically plot the new positions. \n", " ax.set_xlim(0, 1)\n", " ax.set_ylim(0, 1)\n", " ax.legend(loc='upper left')\n", " ax.set_xlabel(\"x position\")\n", " ax.set_ylabel(\"y position\")\n", "\n", " display(fig)\n", " clear_output(wait=True)\n", " time.sleep(1e-4)\n", "\n", " count, _ = np.histogram(y, bins=bin_edges) # Determine the particle count has a function of the height h.\n", " \n", " ax1.clear()\n", " ax1.barh(h, count, color = 'skyblue', align='center', edgecolor = 'k', height = 0.04) # Plot the particle count as a function of h.\n", " ax1.set_ylim(-0.05, 1.05)\n", " ax1.set_xlim(0, None) # Set the minimum y-range to be zero\n", " ax1.annotate(f'Step: {step}', xy=(0.02, 0.95), xycoords='axes fraction', fontsize=12, color='black')\n", " ax1.set_ylabel(\"height\")\n", " ax1.set_xlabel(\"counts\")\n", " \n", " x_bar = np.average(x)\n", " sigma_x = np.std(x)\n", " y_bar = np.average(y)\n", " sigma_y = np.std(y)\n", " ax1.annotate(f' = {x_bar}', xy=(0.02, -0.2), xycoords='axes fraction', fontsize=12, color='black')\n", " ax1.annotate(f'σx = {sigma_x}', xy=(0.02, -0.25), xycoords='axes fraction', fontsize=12, color='black')\n", " ax1.annotate(f': {x_bar}', xy=(0.02, -0.35), xycoords='axes fraction', fontsize=12, color='black')\n", " ax1.annotate(f'σy = {sigma_y}', xy=(0.02, -0.4), xycoords='axes fraction', fontsize=12, color='black')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.8" } }, "nbformat": 4, "nbformat_minor": 4 }