{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Brownian Motion Simulation\n", "\n", "**February 4, 2024** \n", "**Jake Bobowski**\n", "\n", "A toy model to simulate the settling of particles suspended in a solution due to gravity. The simulation works as follows:\n", "\n", " - $N$ particles are randomly placed inside 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", " - The is an equal probability that a particle steps left or right.\n", " - To incorporate the effects of gravity, the particles are given a greater probability of stepping down than up.\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 $y = 0$. \n", " - If a y-coordinate becomes greater than $1$, its position is changed to $y = 1$. '\n", " - The initial positions of the $N$ particles are plotted as cyan points.\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 natural logarithm of the counts versus height is plotted. This plot is also updated dynamically.\n", " - Initially, the particles are distributed uniformly, so the plot of the counts versus height is flat.\n", " - Eventually, a new equilibrium is reach in which the particle distribution decreases exponentially with increasing height. This distribution is the barometric distribution.\n", " - When the new equilibrium is reached, ln(counts) versus height is linear with a negative slope.\n", " \n", "The block of code below takes approximately 2 minutes to run.\n", " " ] }, { "cell_type": "code", "execution_count": 1, "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\n", "import time\n", "import warnings\n", "\n", "with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\") # Suppress warning messages that appear when evaluating instances of ln(0) in np.log(count).\n", " \n", " N = int(1e4) # Number of particles\n", " num_steps = int(1e2) # Number of interations/steps\n", "\n", " x = np.random.rand(N) # Step the initial coordinates of the N particles.\n", " y = np.random.rand(N)\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(0.05, 1, 19) # 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(0.05, 1, 20) # We will count the particles between for 0.05 < y < 0.1, 0.1 < y < 0.15, ..., 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, 0.25, N) # There is a greater probability that a particle moves down because of gravity.\n", " \n", " x_step = abs(np.random.normal(0, 1, N) * 3e-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) * 3e-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.clip(y, 0, 1) # Particles that go beyond the top boundary (y > 1) have their y-coordinate reset to y = 1.\n", " # Particles that go beyond the lower boundary (y < 0) have their y-coordinate reset to y = 0. \n", "\n", " ax.clear()\n", " ax.scatter(x_initial, y_initial, s=0.5, 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.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 cound has a function of the height h.\n", " \n", " ax1.clear()\n", " ax1.scatter(h, np.log(count)) # Plot the ln of the particle count as a function of h. The very bottom of the particle chamber (0 < y < 0.05) is excluded. \n", " ax1.set_ylim(0, None) # Set the minimum y-range to be zero\n", " ax1.annotate(f'Step: {step}', xy=(0.02, 0.05), xycoords='axes fraction', fontsize=12, color='black')\n", " ax1.set_xlabel(\"height\")\n", " ax1.set_ylabel(\"ln(counts)\")" ] } ], "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 }