{ "cells": [ { "cell_type": "markdown", "id": "2dc89e28-fd85-4ece-93f4-0de191eab1fd", "metadata": {}, "source": [ "## Estimation the energy of *Trinity* test explosion" ] }, { "cell_type": "markdown", "id": "c04cf02b-ffb3-4130-8aae-15e05e139c02", "metadata": {}, "source": [ "> *Trinity* was the code name of the first detonation of a nuclear weapon, conducted on July 16, 1945, as part of the Manhattan Project." ] }, { "cell_type": "markdown", "id": "16387e57-015b-4ca2-bd2e-180af0d1c514", "metadata": {}, "source": [ "In this notes we estimate the energy released in the *Trinity* test explosion from the obsevational data\n", "gathered from public sources back in 1949, when the energy yield was still classified information." ] }, { "attachments": { "b16de451-5a6a-445c-86be-a2c930cab4d4.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "bdabd59e-565d-4671-8848-aac96b9b5fd1", "metadata": {}, "source": [ "![trinity.png](attachment:b16de451-5a6a-445c-86be-a2c930cab4d4.png)\n", "\n", "A photograph of *Trinity* explosion, 25 ms after detonation." ] }, { "cell_type": "markdown", "id": "984db28c-1413-4231-86f0-6721b113be2d", "metadata": {}, "source": [ "To determine the time dependence of the radius of a fireball, one needs to solve the equations describing \n", "the conservation of momentum, mass, and energy, and the equation of state of the hot gas inside the ball. \n", "The result is that the radius of the ball $R(t)$ is related to\n", "the energy of the explosion $E$, the density of air $\\rho_{\\mathrm{air}}$, and time $t$ through the relation\n", "$$R(t) = 𝐸^{\\frac{1}{5}} \\, \\rho_{\\mathrm{air}}^{-\\frac{1}{5}} \\, t^{\\frac{2}{5}}$$." ] }, { "cell_type": "markdown", "id": "d761d33f-7cef-4e5f-aefe-f45648b684c9", "metadata": {}, "source": [ "Taking the density of air at the time and altitude of the test to be $\\rho_{\\mathrm{air}} = 1.2 \\; \\mathrm{kg/m}^3$, \n", "we estimate the yield of the Trinity nuclear explosion. We state the answer both in Joules and in kilotons of\n", "TNT, where the energy released by 1 kiloton of TNT is $4.184 \\times 10^{12}$J." ] }, { "cell_type": "code", "execution_count": null, "id": "481d019b-fbe6-451f-bf31-89abce196ac5", "metadata": {}, "outputs": [], "source": [ "using DelimitedFiles\n", "using PyPlot" ] }, { "cell_type": "code", "execution_count": null, "id": "ad75bddf-255d-4f96-877d-bd068c7c071f", "metadata": {}, "outputs": [], "source": [ "url = \"https://raw.githubusercontent.com/rozmanmg/downloads-phys2200-2024/main/trinity-test.data\"" ] }, { "cell_type": "code", "execution_count": null, "id": "6da99d2f-1b07-49e6-b059-0cce5c729b90", "metadata": {}, "outputs": [], "source": [ "obsevations = download(url) # Download the data to a temporary file" ] }, { "cell_type": "code", "execution_count": null, "id": "892ada44-66a5-46a8-9005-5ec1dd277757", "metadata": {}, "outputs": [], "source": [ "dat = readdlm(obsevations, comments=true, comment_char='#') # Read the data from the temporary file, ignore comments" ] }, { "cell_type": "code", "execution_count": null, "id": "1829e108-cfd5-4917-9fb3-9665db591ace", "metadata": {}, "outputs": [], "source": [ "time = dat[:, 1] # time in ms\n", "radius = dat[:, 2] # radius in m\n", "np = length(time) # number of data points" ] }, { "cell_type": "markdown", "id": "6cdfee77-79f5-471e-a8f1-b0ca8f28571e", "metadata": {}, "source": [ "Let's plot the data in double logarithmic axes:" ] }, { "cell_type": "code", "execution_count": null, "id": "ef9d1372-d0dc-4489-9b35-fd0705a7aad8", "metadata": {}, "outputs": [], "source": [ "loglog(time, radius, \"bo\", label=\"observations\")\n", "grid(true)\n", "xlabel(\"t (ms)\")\n", "ylabel(\"R (m)\")\n", "title(\"Trinity fireball radius as a function of time\");" ] }, { "cell_type": "markdown", "id": "799587f0-11bb-48b4-b583-3f94ee5e2e96", "metadata": {}, "source": [ "$$\\log(R) = \\log(𝐸^{\\frac{1}{5}} \\, \\rho_{\\mathrm{air}}^{-\\frac{1}{5}}) + \\frac{2}{5} \\log(t)$$" ] }, { "cell_type": "markdown", "id": "ca0ad731-8371-467f-80d0-5feec5e6bdb8", "metadata": {}, "source": [ "Let's simplify notations:\n", "$$\\alpha = \\log(𝐸^{\\frac{1}{5}} \\, \\rho_{\\mathrm{air}}^{-\\frac{1}{5}}), \\qquad\n", "x = \\log(t), \\qquad y = \\log(R), \\qquad \\beta = \\frac{2}{5}.$$\n", "Then, the theory predicts that\n", "$$y = \\alpha + \\beta x.$$" ] }, { "cell_type": "markdown", "id": "3f7f339f-a9a3-4cc5-959b-ce959858b6fb", "metadata": {}, "source": [ "### Least squares approach to estimation of parameters" ] }, { "cell_type": "markdown", "id": "5fc460ec-dd6a-4e6e-a1da-9f4839252e74", "metadata": {}, "source": [ "Suppose we conduct an experiment where we observe $n$ data pairs and\n", "call them $(x_i, y_i)$, $i = 1, \\dots, n$. We want to describe the\n", "underlying relationship between $y_i$ and $x_i$ involving the error of\n", "the measurements, $\\varepsilon_i$, by the following relation:\n", "\n", "$$y_i = \\alpha + \\beta x_i + \\varepsilon_i$$ .\n", "\n", "Out goal is to find estimated value, $\\widehat{\\alpha}$\n", "for the parameter $\\alpha$ which would\n", "provide the \"best\" fit in some sense for the data points\n", "$(x_i, y_i)$. We chose the best fit in the *least-squares* sense: the\n", "best-fit line minimizes the sum of squared residuals,\n", "$\\widehat{\\varepsilon}_i$, which are the differences between measured\n", "and predicted values of the dependent variable y:\n", "\n", "$$\\widehat{\\varepsilon}_i = y_i - \\widehat{\\alpha} - \\beta x_i.$$\n", "\n", "That is, we are looking for the value $\\widehat{\\alpha}$ \n", "that is the solutions of the following minimization problem:\n", "find $\\min_{\\widehat{\\alpha}} Q(\\widehat{\\alpha})$,\n", "where\n", "\n", "$$Q(\\widehat{\\alpha}) = \\sum_{i=1}^n \\widehat{\\varepsilon}_i^2 =\n", " \\sum_{i=1}^n \\left(y_i - \\widehat{\\alpha} - \\beta x_i\\right)^2 .$$ \n", "\n", "To find a minimum, we take the derivative of $Q$ with respect to\n", "$\\widehat{\\alpha}$ and equate it to zero:\n", "\n", "$$\\frac{\\mathrm{d}}{\\mathrm{d} \\widehat{\\alpha}} Q(\\widehat{\\alpha }) = \n", " -2 \\sum_{i=1}^n \\left(\n", " y_i - \\widehat{\\alpha} - \\beta x_i\n", " \\right) = 0 ,$$\n", "or\n", "\n", "$$\\sum_{i=1}^n \\left(y_i - \\widehat{\\alpha} - \\beta x_i \\right) = 0 .$$\n", "\n", "Rearranging the terms, we get\n", "\n", "$$\\sum_{i=1}^n \\widehat{\\alpha} = \\sum_{i=1}^n y_i - \\beta \\sum_{i=1}^n x_i .$$\n", "\n", "Since $\\sum_{i=1}^n \\widehat{\\alpha} = n \\widehat{\\alpha}$,\n", "\n", "$$n \\widehat{\\alpha} = \\sum_{i=1}^n y_i - \\beta \\sum_{i=1}^n x_i ,$$\n", "\n", "or\n", "\n", "$$\\widehat{\\alpha} = \\frac{1}{n} \\sum_{i=1}^n y_i - \\beta \\, \\left(\\frac{1}{n} \\sum_{i=1}^n x_i\\right) .$$\n", "\n", "Introducing $\\bar{x}$ and $\\bar{y}$, the average\n", "values of the $x_i$ and $y_i$, respectively:\n", "\n", "$$\\bar{x} \\equiv \\frac{1}{n} \\sum_{i=1}^n x_i, \\qquad\n", " \\bar{y} \\equiv \\frac{1}{n} \\sum_{i=1}^n y_i ,$$\n", " \n", "we obtain:\n", "\n", "$$\\widehat{\\alpha} = \\bar{y} - \\beta \\bar{x} ,$$ \n", "\n", "or\n", "\n", "$$\\bar{y} = \\widehat{\\alpha} + \\beta \\bar{x} .$$\n", "\n", "The last relation can be interpreted as follows: the best\n", "fit line passes through the *center of mass* of the data points." ] }, { "cell_type": "code", "execution_count": null, "id": "7106375c-e63f-49cc-ab73-c2e6602384d6", "metadata": {}, "outputs": [], "source": [ "# The results of the theory\n", "const beta = 2 / 5\n", "rad(t, alpha) = alpha * t^beta;" ] }, { "cell_type": "code", "execution_count": null, "id": "0918cc19-135f-4925-afd8-ecfff46c867f", "metadata": {}, "outputs": [], "source": [ "# LSq fit for alpha\n", "nexcl = 2 # Exclude the first 'nexcl' data points from the analysis\n", "ind = (nexcl+1):np\n", "tlogbar = sum(log.(time[ind])) / length(ind)\n", "rlogbar = sum(log.(radius[ind])) / length(ind)\n", "alphalog = rlogbar - beta * tlogbar\n", "alpha = exp(alphalog)\n", "println(\"α = $alpha\")" ] }, { "cell_type": "code", "execution_count": null, "id": "7715de38-a101-4d24-94a5-ac450a3b7dc7", "metadata": {}, "outputs": [], "source": [ "loglog(time, radius, \"bo\", label=\"observations\")\n", "loglog(time, rad.(time, alpha), \"-\", label=\"theory\")\n", "\n", "grid(true)\n", "xlabel(\"t (ms)\")\n", "ylabel(\"R(t) (m)\")\n", "title(\"Trinity fireball radius as a function of time\")\n", "legend();" ] }, { "cell_type": "code", "execution_count": null, "id": "7c25cb28-1861-41ed-9eb9-14ce61be5bc7", "metadata": {}, "outputs": [], "source": [ "# Estimate the energy of explosion in J and the equivalent amount of TNT \n", "const scale = 1.0e6 # Extra factor due to measuring time in ms\n", "const rho = 1.2 # Density of air in kg/m^3 at T = 20 C\n", "const tnt = 4.184e12 # J per 1 kt of TNT\n", "energyJ = scale * alpha^5 * rho \n", "println(\"E = $(round(energyJ, sigdigits=3)) Joules\")\n", "energyT = energyJ / tnt # Equivalent amount of TNT in kilotons\n", "println(\"E = $(round(energyT, sigdigits=3)) kilotons of TNT\")" ] }, { "cell_type": "code", "execution_count": null, "id": "dec2ff66-de1a-48b5-860a-ab07b8586f15", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.10.5", "language": "julia", "name": "julia-1.10" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.10.5" } }, "nbformat": 4, "nbformat_minor": 5 }