{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "In this post, we investigate the static electric field defined by a set of discrete particles. We go on to try and reproduce a famous graph originally published by James Maxwell, the famous 19th century physicist, using `matplotlib`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you're wondering what got me started on this topic, it's this tweet:\n", "\n", "
\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background: the static electric field, forces and potential " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The static electric force created by a single fixed charge $q_1$ on another one $q_2$ is a vector force (Coulomb's law) usually written as:\n", "\n", "$$\n", "\\vec{F}=\\frac{1}{4\\pi\\varepsilon_0}\\,\\frac{q_1q_2}{r_{12}^2}\\,\\vec{e}_{12}\n", "$$\n", "\n", "(with the vector $\\vec{e}_{12}$ pointing from 2 to 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This lets us define a field which is related to the above force by the relationship\n", "\n", "$$\n", "\\vec{F} = q_1 \\vec{E}\n", "$$\n", "\n", "Intuitively, it can be explained like so:\n", "\n", "> An electric field is a vector field that associates to each point in space the Coulomb force experienced by a test charge [if it were positioned at that point]\n", "\n", "(found in the Wikipedia article about [Coulomb's law](https://en.wikipedia.org/wiki/Coulomb%27s_law))\n", "\n", "From the first formula, it follows that the field can be computed from a single charge's location with\n", "\n", "$$\n", "\\vec{E}=\\frac{1}{4\\pi\\varepsilon_0}\\,\\frac{q_2}{r_{12}^2}\\,\\vec{e}_{12}\n", "$$\n", "\n", "And if you have multiple charges, you just sum over these to get the total field:\n", "\n", "$$\n", "\\vec{E}_{total}=\\sum_i \\frac{1}{4\\pi\\varepsilon_0}\\,\\frac{q_i}{r_{i}^2}\\,\\vec{e}_{i}\n", "$$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In practice, once you know this formula, you can solve all of your electrostatic problems. To quote [Feynman's lecture on the topic](https://www.feynmanlectures.caltech.edu/II_04.html), which is well worth reading:\n", "\n", "> Given the charges, what are the fields? Answer: Do this integral. So there is nothing to the subject; it is just a case of doing complicated integrals over three dimensions—strictly a job for a computing machine! \n", "\n", "(admittedly, he's talking about the integral form and not the discrete charge formula I've used...)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A useful feature in some case, the static electric field can also be described by a potential, written $V$. The potential is a scalar field defined as a function of space, such that\n", "\n", "$$\n", "\\vec{E} = - \\vec{\\nabla} V\n", "$$\n", "\n", "A practical application of this potential is that once known, you can easily compute work done by charged particles following paths in electric field.\n", "\n", "For a discrete system of particles, the potential is then written as:\n", "\n", "$$\n", "V_{total}=\\sum_i \\frac{1}{4\\pi\\varepsilon_0}\\,\\frac{q_i}{r_{i}}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Regarding the upcoming visualisation, we're going to do two things:\n", "\n", "- draw field lines\n", "- draw isosurfaces of the potential\n", "\n", "Field lines are lines that are drawn in the direction of the field. They are obtained by just \"swimming\" with the field from a given starting point.\n", "\n", "Isosurfaces are surfaces along which the potential is constant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Implementation using Python " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first define a charged particle class that allows us to compute the field and the potential." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.style.use('bmh')\n", "\n", "class ChargedParticle:\n", " def __init__(self, pos, charge):\n", " self.pos = np.asarray(pos)\n", " self.charge = charge\n", " \n", " def compute_field(self, x, y):\n", " X, Y = np.meshgrid(x, y)\n", " u_i = np.hstack((X.ravel()[:, np.newaxis], Y.ravel()[:, np.newaxis])) - self.pos\n", " r = np.sqrt((X - self.pos[0])**2 + (Y - self.pos[1])**2)\n", " field = ((self.charge / r**2).ravel()[:, np.newaxis] * u_i).reshape(X.shape + (2,))\n", " return field\n", " \n", " def compute_potential(self, x, y):\n", " X, Y = np.meshgrid(x, y)\n", " r = np.sqrt((X - self.pos[0])**2 + (Y - self.pos[1])**2)\n", " potential = self.charge / r\n", " return potential" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can test it by creating two particles with opposite charge." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "x = np.linspace(-5, 5, 100)\n", "y = np.linspace(-4, 4, 80)\n", "\n", "Y, X = np.meshgrid(x, y)\n", "\n", "q1 = ChargedParticle((-1, 0), -1)\n", "q2 = ChargedParticle((1, 0), 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot their fields:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "Ok, I got a pretty good port of these Maxwell equation figures into Python. Heavy use of JAX and @matplotlib. I'll tidy up the code post it here later. https://t.co/Bs7GILVEgN pic.twitter.com/qXcGOkibL5
— Colin Carroll (@colindcarroll) 19 janvier 2020