{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates some basic post-processing tasks that can be performed with the Python API, such as plotting a 2D mesh tally and plotting neutron source sites from an eigenvalue calculation. The problem we will use is a simple reflected pin-cell." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from IPython.display import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import openmc\n", "from openmc.statepoint import StatePoint\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Input Files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we need to define materials that will be used in the problem. Before defining a material, we must create nuclides that are used in the material." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Instantiate some Nuclides\n", "h1 = openmc.Nuclide('H-1')\n", "b10 = openmc.Nuclide('B-10')\n", "o16 = openmc.Nuclide('O-16')\n", "u235 = openmc.Nuclide('U-235')\n", "u238 = openmc.Nuclide('U-238')\n", "zr90 = openmc.Nuclide('Zr-90')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the nuclides we defined, we will now create three materials for the fuel, water, and cladding of the fuel pin." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 1.6 enriched fuel\n", "fuel = openmc.Material(name='1.6% Fuel')\n", "fuel.set_density('g/cm3', 10.31341)\n", "fuel.add_nuclide(u235, 3.7503e-4)\n", "fuel.add_nuclide(u238, 2.2625e-2)\n", "fuel.add_nuclide(o16, 4.6007e-2)\n", "\n", "# borated water\n", "water = openmc.Material(name='Borated Water')\n", "water.set_density('g/cm3', 0.740582)\n", "water.add_nuclide(h1, 4.9457e-2)\n", "water.add_nuclide(o16, 2.4732e-2)\n", "water.add_nuclide(b10, 8.0042e-6)\n", "\n", "# zircaloy\n", "zircaloy = openmc.Material(name='Zircaloy')\n", "zircaloy.set_density('g/cm3', 6.55)\n", "zircaloy.add_nuclide(zr90, 7.2758e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With our three materials, we can now create a materials file object that can be exported to an actual XML file." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Instantiate a MaterialsFile, add Materials\n", "materials_file = openmc.MaterialsFile()\n", "materials_file.add_material(fuel)\n", "materials_file.add_material(water)\n", "materials_file.add_material(zircaloy)\n", "materials_file.default_xs = '71c'\n", "\n", "# Export to \"materials.xml\"\n", "materials_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's move on to the geometry. Our problem will have three regions for the fuel, the clad, and the surrounding coolant. The first step is to create the bounding surfaces -- in this case two cylinders and six reflective planes." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create cylinders for the fuel and clad\n", "fuel_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, R=0.39218)\n", "clad_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, R=0.45720)\n", "\n", "# Create boundary planes to surround the geometry\n", "# Use both reflective and vacuum boundaries to make life interesting\n", "min_x = openmc.XPlane(x0=-0.63, boundary_type='reflective')\n", "max_x = openmc.XPlane(x0=+0.63, boundary_type='reflective')\n", "min_y = openmc.YPlane(y0=-0.63, boundary_type='reflective')\n", "max_y = openmc.YPlane(y0=+0.63, boundary_type='reflective')\n", "min_z = openmc.ZPlane(z0=-0.63, boundary_type='reflective')\n", "max_z = openmc.ZPlane(z0=+0.63, boundary_type='reflective')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the surfaces defined, we can now create cells that are defined by intersections of half-spaces created by the surfaces." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create a Universe to encapsulate a fuel pin\n", "pin_cell_universe = openmc.Universe(name='1.6% Fuel Pin')\n", "\n", "# Create fuel Cell\n", "fuel_cell = openmc.Cell(name='1.6% Fuel')\n", "fuel_cell.fill = fuel\n", "fuel_cell.add_surface(fuel_outer_radius, halfspace=-1)\n", "pin_cell_universe.add_cell(fuel_cell)\n", "\n", "# Create a clad Cell\n", "clad_cell = openmc.Cell(name='1.6% Clad')\n", "clad_cell.fill = zircaloy\n", "clad_cell.add_surface(fuel_outer_radius, halfspace=+1)\n", "clad_cell.add_surface(clad_outer_radius, halfspace=-1)\n", "pin_cell_universe.add_cell(clad_cell)\n", "\n", "# Create a moderator Cell\n", "moderator_cell = openmc.Cell(name='1.6% Moderator')\n", "moderator_cell.fill = water\n", "moderator_cell.add_surface(clad_outer_radius, halfspace=+1)\n", "pin_cell_universe.add_cell(moderator_cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OpenMC requires that there is a \"root\" universe. Let us create a root cell that is filled by the pin cell universe and then assign it to the root universe." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create root Cell\n", "root_cell = openmc.Cell(name='root cell')\n", "root_cell.fill = pin_cell_universe\n", "\n", "# Add boundary planes\n", "root_cell.add_surface(min_x, halfspace=+1)\n", "root_cell.add_surface(max_x, halfspace=-1)\n", "root_cell.add_surface(min_y, halfspace=+1)\n", "root_cell.add_surface(max_y, halfspace=-1)\n", "root_cell.add_surface(min_z, halfspace=+1)\n", "root_cell.add_surface(max_z, halfspace=-1)\n", "\n", "# Create root Universe\n", "root_universe = openmc.Universe(universe_id=0, name='root universe')\n", "root_universe.add_cell(root_cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now must create a geometry that is assigned a root universe, put the geometry into a geometry file, and export it to XML." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create Geometry and set root Universe\n", "geometry = openmc.Geometry()\n", "geometry.root_universe = root_universe" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Instantiate a GeometryFile\n", "geometry_file = openmc.GeometryFile()\n", "geometry_file.geometry = geometry\n", "\n", "# Export to \"geometry.xml\"\n", "geometry_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the geometry and materials finished, we now just need to define simulation parameters. In this case, we will use 10 inactive batches and 90 active batches each with 5000 particles." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# OpenMC simulation parameters\n", "batches = 100\n", "inactive = 10\n", "particles = 5000\n", "\n", "# Instantiate a SettingsFile\n", "settings_file = openmc.SettingsFile()\n", "settings_file.batches = batches\n", "settings_file.inactive = inactive\n", "settings_file.particles = particles\n", "source_bounds = [-0.63, -0.63, -0.63, 0.63, 0.63, 0.63]\n", "settings_file.set_source_space('box', source_bounds)\n", "\n", "# Export to \"settings.xml\"\n", "settings_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us also create a plot file that we can use to verify that our pin cell geometry was created successfully." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Instantiate a Plot\n", "plot = openmc.Plot(plot_id=1)\n", "plot.filename = 'materials-xy'\n", "plot.origin = [0, 0, 0]\n", "plot.width = [1.26, 1.26]\n", "plot.pixels = [250, 250]\n", "plot.color = 'mat'\n", "\n", "# Instantiate a PlotsFile, add Plot, and export to \"plots.xml\"\n", "plot_file = openmc.PlotsFile()\n", "plot_file.add_plot(plot)\n", "plot_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the plots.xml file, we can now generate and view the plot. OpenMC outputs plots in .ppm format, which can be converted into a compressed format like .png with the convert utility." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Run openmc in plotting mode\n", "executor = openmc.Executor()\n", "executor.plot_geometry(output=False)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAD6AgMAAAD1grKuAAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\nTlEz/gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert OpenMC's funky ppm to png\n", "!convert materials-xy.ppm materials-xy.png\n", "\n", "# Display the materials plot inline\n", "Image(filename='materials-xy.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see from the plot, we have a nice pin cell with fuel, cladding, and water! Before we run our simulation, we need to tell the code what we want to tally. The following code shows how to create a 2D mesh tally." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Instantiate an empty TalliesFile\n", "tallies_file = openmc.TalliesFile()\n", "tallies_file.tallies = []" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create mesh which will be used for tally\n", "mesh = openmc.Mesh()\n", "mesh.dimension = [100, 100]\n", "mesh.lower_left = [-0.63, -0.63]\n", "mesh.upper_right = [0.63, 0.63]\n", "tallies_file.add_mesh(mesh)\n", "\n", "# Create mesh filter for tally\n", "mesh_filter = openmc.Filter(type='mesh', bins=[1])\n", "mesh_filter.mesh = mesh\n", "\n", "# Create mesh tally to score flux and fission rate\n", "tally = openmc.Tally(name='flux')\n", "tally.add_filter(mesh_filter)\n", "tally.add_score('flux')\n", "tally.add_score('fission')\n", "tallies_file.add_tally(tally)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Export to \"tallies.xml\"\n", "tallies_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we a have a complete set of inputs, so we can go ahead and run our simulation." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " .d88888b. 888b d888 .d8888b.\n", " d88P\" \"Y88b 8888b d8888 d88P Y88b\n", " 888 888 88888b.d88888 888 888\n", " 888 888 88888b. .d88b. 88888b. 888Y88888P888 888 \n", " 888 888 888 \"88b d8P Y8b 888 \"88b 888 Y888P 888 888 \n", " 888 888 888 888 88888888 888 888 888 Y8P 888 888 888\n", " Y88b. .d88P 888 d88P Y8b. 888 888 888 \" 888 Y88b d88P\n", " \"Y88888P\" 88888P\" \"Y8888 888 888 888 888 \"Y8888P\"\n", "__________________888______________________________________________________\n", " 888\n", " 888\n", "\n", " Copyright: 2011-2015 Massachusetts Institute of Technology\n", " License: http://mit-crpg.github.io/openmc/license.html\n", " Version: 0.7.0\n", " Git SHA1: 3df61825cc8c93656ed1458c34fca14000884e73\n", " Date/Time: 2015-09-19 07:34:09\n", " OpenMP Threads: 4\n", "\n", " ===========================================================================\n", " ========================> INITIALIZATION <=========================\n", " ===========================================================================\n", "\n", " Reading settings XML file...\n", " Reading cross sections XML file...\n", " Reading geometry XML file...\n", " Reading materials XML file...\n", " Reading tallies XML file...\n", " Building neighboring cells lists for each surface...\n", " Loading ACE cross section table: 92238.71c\n", " Loading ACE cross section table: 8016.71c\n", " Loading ACE cross section table: 92235.71c\n", " Loading ACE cross section table: 5010.71c\n", " Loading ACE cross section table: 1001.71c\n", " Loading ACE cross section table: 40090.71c\n", " Initializing source particles...\n", "\n", " ===========================================================================\n", " ====================> K EIGENVALUE SIMULATION <====================\n", " ===========================================================================\n", "\n", " Bat./Gen. k Average k \n", " ========= ======== ==================== \n", " 1/1 1.01593 \n", " 2/1 1.05332 \n", " 3/1 1.03858 \n", " 4/1 1.03420 \n", " 5/1 1.03004 \n", " 6/1 1.03899 \n", " 7/1 1.04639 \n", " 8/1 1.03921 \n", " 9/1 1.00410 \n", " 10/1 1.06702 \n", " 11/1 1.03401 \n", " 12/1 1.05518 1.04460 +/- 0.01059\n", " 13/1 1.03358 1.04092 +/- 0.00713\n", " 14/1 1.00991 1.03317 +/- 0.00925\n", " 15/1 1.04884 1.03631 +/- 0.00782\n", " 16/1 1.03449 1.03600 +/- 0.00639\n", " 17/1 1.04612 1.03745 +/- 0.00559\n", " 18/1 1.07511 1.04216 +/- 0.00675\n", " 19/1 1.01774 1.03944 +/- 0.00655\n", " 20/1 1.04054 1.03955 +/- 0.00586\n", " 21/1 1.01202 1.03705 +/- 0.00586\n", " 22/1 1.04460 1.03768 +/- 0.00538\n", " 23/1 1.04415 1.03818 +/- 0.00498\n", " 24/1 1.04222 1.03846 +/- 0.00462\n", " 25/1 1.04045 1.03860 +/- 0.00430\n", " 26/1 1.04133 1.03877 +/- 0.00403\n", " 27/1 1.03166 1.03835 +/- 0.00381\n", " 28/1 1.00701 1.03661 +/- 0.00399\n", " 29/1 1.04111 1.03685 +/- 0.00378\n", " 30/1 1.05130 1.03757 +/- 0.00366\n", " 31/1 1.02685 1.03706 +/- 0.00352\n", " 32/1 1.03458 1.03695 +/- 0.00335\n", " 33/1 1.05243 1.03762 +/- 0.00328\n", " 34/1 1.05717 1.03843 +/- 0.00324\n", " 35/1 1.07396 1.03985 +/- 0.00342\n", " 36/1 1.01690 1.03897 +/- 0.00340\n", " 37/1 1.03340 1.03877 +/- 0.00328\n", " 38/1 1.04153 1.03886 +/- 0.00316\n", " 39/1 1.01971 1.03820 +/- 0.00312\n", " 40/1 1.01491 1.03743 +/- 0.00311\n", " 41/1 1.02779 1.03712 +/- 0.00303\n", " 42/1 1.03047 1.03691 +/- 0.00294\n", " 43/1 1.02305 1.03649 +/- 0.00288\n", " 44/1 1.07854 1.03773 +/- 0.00305\n", " 45/1 1.04412 1.03791 +/- 0.00297\n", " 46/1 1.05139 1.03828 +/- 0.00291\n", " 47/1 1.05357 1.03870 +/- 0.00286\n", " 48/1 1.06435 1.03937 +/- 0.00287\n", " 49/1 1.02632 1.03904 +/- 0.00281\n", " 50/1 1.05201 1.03936 +/- 0.00276\n", " 51/1 1.04582 1.03952 +/- 0.00270\n", " 52/1 1.02056 1.03907 +/- 0.00267\n", " 53/1 1.06448 1.03966 +/- 0.00267\n", " 54/1 1.03609 1.03958 +/- 0.00261\n", " 55/1 1.02701 1.03930 +/- 0.00257\n", " 56/1 1.04865 1.03950 +/- 0.00252\n", " 57/1 1.06310 1.04000 +/- 0.00252\n", " 58/1 1.02975 1.03979 +/- 0.00247\n", " 59/1 1.03922 1.03978 +/- 0.00242\n", " 60/1 1.07259 1.04043 +/- 0.00246\n", " 61/1 1.04555 1.04053 +/- 0.00242\n", " 62/1 1.01950 1.04013 +/- 0.00240\n", " 63/1 1.04618 1.04024 +/- 0.00236\n", " 64/1 1.02489 1.03996 +/- 0.00233\n", " 65/1 1.06850 1.04048 +/- 0.00235\n", " 66/1 1.03623 1.04040 +/- 0.00231\n", " 67/1 0.99892 1.03967 +/- 0.00238\n", " 68/1 1.05557 1.03995 +/- 0.00236\n", " 69/1 1.01211 1.03948 +/- 0.00236\n", " 70/1 1.04679 1.03960 +/- 0.00233\n", " 71/1 1.03461 1.03952 +/- 0.00229\n", " 72/1 1.01993 1.03920 +/- 0.00227\n", " 73/1 1.04742 1.03933 +/- 0.00224\n", " 74/1 1.05269 1.03954 +/- 0.00222\n", " 75/1 1.05696 1.03981 +/- 0.00220\n", " 76/1 1.05904 1.04010 +/- 0.00218\n", " 77/1 1.05930 1.04039 +/- 0.00217\n", " 78/1 1.03375 1.04029 +/- 0.00214\n", " 79/1 1.07044 1.04073 +/- 0.00215\n", " 80/1 1.04144 1.04074 +/- 0.00212\n", " 81/1 1.06296 1.04105 +/- 0.00212\n", " 82/1 1.04630 1.04112 +/- 0.00209\n", " 83/1 1.03772 1.04108 +/- 0.00206\n", " 84/1 1.03774 1.04103 +/- 0.00203\n", " 85/1 1.03984 1.04101 +/- 0.00200\n", " 86/1 1.03040 1.04087 +/- 0.00198\n", " 87/1 1.03484 1.04080 +/- 0.00196\n", " 88/1 1.03820 1.04076 +/- 0.00193\n", " 89/1 1.04654 1.04084 +/- 0.00191\n", " 90/1 1.03377 1.04075 +/- 0.00189\n", " 91/1 1.03370 1.04066 +/- 0.00187\n", " 92/1 1.04172 1.04067 +/- 0.00184\n", " 93/1 1.04945 1.04078 +/- 0.00182\n", " 94/1 1.03360 1.04069 +/- 0.00181\n", " 95/1 1.06547 1.04099 +/- 0.00181\n", " 96/1 1.04340 1.04101 +/- 0.00179\n", " 97/1 1.07502 1.04140 +/- 0.00181\n", " 98/1 1.05391 1.04155 +/- 0.00179\n", " 99/1 1.05622 1.04171 +/- 0.00178\n", " 100/1 1.01519 1.04142 +/- 0.00179\n", " Creating state point statepoint.100.h5...\n", "\n", " ===========================================================================\n", " ======================> SIMULATION FINISHED <======================\n", " ===========================================================================\n", "\n", "\n", " =======================> TIMING STATISTICS <=======================\n", "\n", " Total time for initialization = 3.6600E-01 seconds\n", " Reading cross sections = 1.1500E-01 seconds\n", " Total time in simulation = 8.1308E+01 seconds\n", " Time in transport only = 8.1157E+01 seconds\n", " Time in inactive batches = 2.1600E+00 seconds\n", " Time in active batches = 7.9148E+01 seconds\n", " Time synchronizing fission bank = 1.6000E-02 seconds\n", " Sampling source sites = 9.0000E-03 seconds\n", " SEND/RECV source sites = 7.0000E-03 seconds\n", " Time accumulating tallies = 1.0000E-02 seconds\n", " Total time for finalization = 1.6400E-01 seconds\n", " Total time elapsed = 8.1856E+01 seconds\n", " Calculation Rate (inactive) = 23148.1 neutrons/second\n", " Calculation Rate (active) = 5685.55 neutrons/second\n", "\n", " ============================> RESULTS <============================\n", "\n", " k-effective (Collision) = 1.04100 +/- 0.00169\n", " k-effective (Track-length) = 1.04142 +/- 0.00179\n", " k-effective (Absorption) = 1.04380 +/- 0.00147\n", " Combined k-effective = 1.04287 +/- 0.00130\n", " Leakage Fraction = 0.00000 +/- 0.00000\n", "\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run OpenMC!\n", "executor.run_simulation()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tally Data Processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our simulation ran successfully and created a statepoint file with all the tally data in it. We begin our analysis here loading the statepoint file and 'reading' the results. By default, data from the statepoint file is only read into memory when it is requested. This helps keep the memory use to a minimum even when a statepoint file may be huge." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "# Load the statepoint file\n", "sp = StatePoint('statepoint.100.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we need to get the tally, which can be done with the ``StatePoint.get_tally(...)`` method." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tally\n", "\tID =\t10000\n", "\tName =\t\n", "\tFilters =\t\n", " \t\tmesh\t[10000]\n", "\tNuclides =\t-1 \n", "\tScores =\t['flux', 'fission']\n", "\tEstimator =\ttracklength\n", "\n" ] } ], "source": [ "tally = sp.get_tally(scores=['flux'])\n", "print(tally)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The statepoint file actually stores the sum and sum-of-squares for each tally bin from which the mean and variance can be calculated as described [here](http://mit-crpg.github.io/openmc/methods/tallies.html#variance). The sum and sum-of-squares can be accessed using the ``sum`` and ``sum_sq`` properties:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.41271426, 0. ]],\n", "\n", " [[ 0.40846766, 0. ]],\n", "\n", " [[ 0.4112029 , 0. ]],\n", "\n", " ..., \n", " [[ 0.41437289, 0. ]],\n", "\n", " [[ 0.41376468, 0. ]],\n", "\n", " [[ 0.41312074, 0. ]]])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tally.sum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the mean and standard deviation of the mean are usually what you are more interested in. The Tally class also has properties ``mean`` and ``std_dev`` which automatically calculate these statistics on-the-fly." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10000, 1, 2)\n" ] }, { "data": { "text/plain": [ "(array([[[ 0.00458571, 0. ]],\n", " \n", " [[ 0.00453853, 0. ]],\n", " \n", " [[ 0.00456892, 0. ]],\n", " \n", " ..., \n", " [[ 0.00460414, 0. ]],\n", " \n", " [[ 0.00459739, 0. ]],\n", " \n", " [[ 0.00459023, 0. ]]]),\n", " array([[[ 2.02702426e-05, 0.00000000e+00]],\n", " \n", " [[ 1.77108625e-05, 0.00000000e+00]],\n", " \n", " [[ 1.79568064e-05, 0.00000000e+00]],\n", " \n", " ..., \n", " [[ 1.83114148e-05, 0.00000000e+00]],\n", " \n", " [[ 1.69970626e-05, 0.00000000e+00]],\n", " \n", " [[ 1.92143217e-05, 0.00000000e+00]]]))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(tally.mean.shape)\n", "(tally.mean, tally.std_dev)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tally data has three dimensions: one for filter combinations, one for nuclides, and one for scores. We see that there are 10000 filter combinations (corresponding to the 100 x 100 mesh bins), a single nuclide (since none was specified), and two scores. If we only want to look at a single score, we can use the ``get_slice(...)`` method as follows." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tally\n", "\tID =\t10000\n", "\tName =\t\n", "\tFilters =\t\n", " \t\tmesh\t[10000]\n", "\tNuclides =\t-1 \n", "\tScores =\t['flux']\n", "\tEstimator =\ttracklength\n", "\n" ] } ], "source": [ "flux = tally.get_slice(scores=['flux'])\n", "fission = tally.get_slice(scores=['fission'])\n", "print(flux)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the bins into a form that we can plot, we can simply change the shape of the array since it is a numpy array." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "flux.std_dev.shape = (100, 100)\n", "flux.mean.shape = (100, 100)\n", "fission.std_dev.shape = (100, 100)\n", "fission.mean.shape = (100, 100)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DcmALSbSo48eghYlKhh2e4dt8h4/yevUhqm/EeXzqO3zkxPdZYIa64mVemWJM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\nw10n7Oqsk5U/G6H3hzboim7xJH/FR+tPc1sYZtMTJSptU8NNe8PdQf4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an6/9JXPyIN/W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\nfKEaI6E12nf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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.subplot(121)\n", "fig.imshow(flux.mean)\n", "fig2 = plt.subplot(122)\n", "fig2.imshow(fission.mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's say we want to look at the distribution of relative errors of our tally bins for flux. First we create a new variable called ``relative_error`` and set it to the ratio of the standard deviation and the mean, being careful not to divide by zero in case some bins were never scored to." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Determine relative error\n", "relative_error = np.zeros_like(flux.std_dev)\n", "nonzero = flux.mean > 0\n", "relative_error[nonzero] = flux.std_dev[nonzero] / flux.mean[nonzero]\n", "\n", "# distribution of relative errors\n", "ret = plt.hist(relative_error[nonzero], bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source Sites" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Source sites can be accessed from the ``source`` property. As shown below, the source sites are represented as a numpy array with a structured datatype." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ (1.0, [0.08159183470384083, 0.37187405724079425, -0.4569273259677805], [-0.5991379733562734, 0.6213299732428319, -0.5049581697849825], 1.4308796774550836),\n", " (1.0, [0.08159183470384083, 0.37187405724079425, -0.4569273259677805], [0.6943502674814661, -0.18996972225593808, 0.694110373553384], 1.8499326750790277),\n", " (1.0, [-0.2283457014858208, -0.3149356437736135, -0.6287339985223156], [0.22841158666373973, -0.9428738529578353, 0.24252225565130936], 2.8993105331976654),\n", " ...,\n", " (1.0, [-0.20844939420957254, 0.043779246455180054, -0.22209004880139005], [0.871391386295745, 0.3866181159860615, 0.30199914615933615], 2.2329770939373517),\n", " (1.0, [-0.20844939420957254, 0.043779246455180054, -0.22209004880139005], [-0.4649777417907873, 0.38973845929247963, 0.7949211489119309], 1.6836109244016622),\n", " (1.0, [-0.20844939420957254, 0.043779246455180054, -0.22209004880139005], [-0.4649777417907873, 0.38973845929247963, 0.7949211489119309], 1.6836109244016622)], \n", " dtype=[('wgt', '" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create log-spaced energy bins from 1 keV to 100 MeV\n", "energy_bins = np.logspace(-3,1)\n", "\n", "# Calculate pdf for source energies\n", "probability, bin_edges = np.histogram(sp.source['E'], energy_bins, density=True)\n", "\n", "# Make sure integrating the PDF gives us unity\n", "print(sum(probability*np.diff(energy_bins)))\n", "\n", "# Plot source energy PDF\n", "plt.semilogx(energy_bins[:-1], probability*np.diff(energy_bins), linestyle='steps')\n", "plt.xlabel('Energy (MeV)')\n", "plt.ylabel('Probability/MeV')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also look at the spatial distribution of the sites. To make the plot a little more interesting, we can also include the direction of the particle emitted from the source and color each source by the logarithm of its energy." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-0.5, 0.5)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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vwj8+RvQYhG1wW0wTq8HqhVjhxHXCQX1HfxJXHyc5ti2EXg+m+WhubUneqmhS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toHwWfDeugc3Ve+SUK3DeGHJ2DMU5B/BZIgEK07yLMnX0VXoUEZGUfwPJhOtdD2oBf7958iTRnY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\nguvUm7i1KqzyeXbrR1Az0sTcczGkiDiUo21czK2j9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/civFJCeH+DKurwJDroll5M+HOF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\nrb+t/9Vsf14GSwDEtQadC1GuhU/eg7F3oszdjk9KqNgLQWlgzIaWJnipA85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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.quiver(sp.source['xyz'][:,0], sp.source['xyz'][:,1],\n", " sp.source['uvw'][:,0], sp.source['uvw'][:,1],\n", " np.log(sp.source['E']), cmap='jet', scale=20.0)\n", "plt.colorbar()\n", "plt.xlim((-0.5,0.5))\n", "plt.ylim((-0.5,0.5))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }