{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Excited Second Bending Mode\n",
    "\n",
    "This example shows how to simulate a simply supported beam with an excited second bending\n",
    "mode\n",
    "\n",
    "![](../assets/excited-simulation.gif)"
   ],
   "metadata": {}
  },
  {
   "outputs": [],
   "cell_type": "code",
   "source": [
    "using GXBeam, LinearAlgebra\n",
    "\n",
    "# simply-supported beam with excited second bending mode\n",
    "\n",
    "# beam properties\n",
    "L = 1\n",
    "EA = 1\n",
    "EI = 1\n",
    "ρA = 1\n",
    "\n",
    "# generate points\n",
    "nelem = 40\n",
    "x = range(0, L, length=nelem+1)\n",
    "y = zero(x)\n",
    "z = zero(x)\n",
    "points = [[x[i],y[i],z[i]] for i = 1:length(x)]\n",
    "\n",
    "# define connectivity\n",
    "start = 1:nelem\n",
    "stop = 2:nelem+1\n",
    "\n",
    "# compliance matrix for each beam element\n",
    "compliance = fill(Diagonal([1e-6, 1e-6, 1e-6, 1e-6, 1/EI, 1e-6]), nelem)\n",
    "\n",
    "# mass matrix for each beam element\n",
    "mass = fill(Diagonal([ρA, ρA, ρA, 1e-6, 1e-6, 1e-6]), nelem)\n",
    "\n",
    "# create assembly\n",
    "assembly = Assembly(points, start, stop; compliance=compliance, mass=mass)\n",
    "\n",
    "# excite the second bending mode\n",
    "delta = 1e-3 ## displacement magnitude\n",
    "uz = delta*sin.(2*pi*x/L) ## linear displacement\n",
    "u0 = [[0, 0, uz[i]] for i in eachindex(uz)]\n",
    "\n",
    "# prescribe the vertical displacement of each point\n",
    "prescribed_conditions = Dict(i => PrescribedConditions(uz = uz[i]) for i = 1:length(points))\n",
    "\n",
    "# simply supported left side\n",
    "prescribed_conditions[1] = PrescribedConditions(ux=0, uy=0, uz=0)\n",
    "\n",
    "# simply supported right side\n",
    "prescribed_conditions[nelem+1] = PrescribedConditions(uz=0)\n",
    "\n",
    "# solve for static operating conditions\n",
    "system, state, converged = static_analysis(assembly; prescribed_conditions)\n",
    "\n",
    "# extract initial conditions from the state vector\n",
    "u0 = getproperty.(state.points, :u)\n",
    "theta0 = getproperty.(state.points, :theta)\n",
    "\n",
    "# set new prescribed conditions\n",
    "prescribed_conditions = Dict(\n",
    "    # simply supported left side\n",
    "    1 => PrescribedConditions(ux=0, uy=0, uz=0, theta_x=0, theta_z=0),\n",
    "    # simply supported right side\n",
    "    nelem+1 => PrescribedConditions(uz=0)\n",
    ")\n",
    "\n",
    "# excited mode natural frequency\n",
    "ω = (2*pi/L)^2*sqrt((EI)/(ρA))\n",
    "\n",
    "# solution time vector\n",
    "t = range(0, 2*pi/ω, step=0.001)\n",
    "\n",
    "# perform time domain analysis\n",
    "system, history, converged = time_domain_analysis(assembly, t;\n",
    "    prescribed_conditions = prescribed_conditions,\n",
    "    structural_damping = false,\n",
    "    u0=u0, theta0=theta0)\n",
    "\n",
    "# write visualization file\n",
    "mkpath(\"excited-simulation\")\n",
    "write_vtk(\"excited-simulation/excited-simulation\", assembly, history, t; scaling = 100)"
   ],
   "metadata": {},
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "source": [
    "![](../assets/excited-simulation.gif)"
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "Plotting the results reveals that the analytical and computational solutions show\n",
    "excellent agreement."
   ],
   "metadata": {}
  },
  {
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "Plot{Plots.PyPlotBackend() n=2}",
      "image/png": "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",
      "text/html": [
       "<img src=\"data:image/png;base64,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\" />"
      ],
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"432pt\" height=\"288pt\" viewBox=\"0 0 432 288\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2023-04-05T00:40:49.740308</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.7.1, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 288 \n",
       "L 432 288 \n",
       "L 432 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 58.154441 258.225354 \n",
       "L 429.165354 258.225354 \n",
       "L 429.165354 19.634646 \n",
       "L 58.154441 19.634646 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_1\">\n",
       "    <path d=\"M 68.654749 26.387213 \n",
       "L 70.856072 26.474907 \n",
       "L 73.057395 26.737852 \n",
       "L 75.258717 27.17564 \n",
       "L 77.46004 27.787586 \n",
       "L 79.661363 28.572739 \n",
       "L 81.862685 29.529874 \n",
       "L 84.064008 30.6575 \n",
       "L 86.26533 31.953859 \n",
       "L 88.466653 33.416932 \n",
       "L 90.667976 35.044438 \n",
       "L 92.869298 36.833841 \n",
       "L 95.070621 38.782353 \n",
       "L 99.473266 43.144314 \n",
       "L 103.875911 48.103142 \n",
       "L 108.278557 53.627938 \n",
       "L 112.681202 59.684278 \n",
       "L 117.083847 66.234425 \n",
       "L 121.486492 73.237566 \n",
       "L 125.889137 80.650064 \n",
       "L 130.291783 88.425732 \n",
       "L 136.895751 100.66365 \n",
       "L 143.499718 113.437771 \n",
       "L 152.305009 130.993919 \n",
       "L 169.91559 166.257258 \n",
       "L 176.519558 178.96654 \n",
       "L 183.123526 191.114961 \n",
       "L 187.526171 198.817869 \n",
       "L 191.928816 206.147651 \n",
       "L 196.331461 213.058635 \n",
       "L 200.734106 219.507758 \n",
       "L 205.136752 225.454838 \n",
       "L 209.539397 230.862818 \n",
       "L 213.942042 235.698001 \n",
       "L 218.344687 239.93026 \n",
       "L 220.54601 241.8119 \n",
       "L 222.747333 243.533223 \n",
       "L 224.948655 245.091546 \n",
       "L 227.149978 246.484441 \n",
       "L 229.3513 247.709737 \n",
       "L 231.552623 248.765524 \n",
       "L 233.753946 249.650158 \n",
       "L 235.955268 250.36226 \n",
       "L 238.156591 250.90072 \n",
       "L 240.357914 251.264699 \n",
       "L 242.559236 251.45363 \n",
       "L 244.760559 251.467219 \n",
       "L 246.961881 251.305444 \n",
       "L 249.163204 250.968557 \n",
       "L 251.364527 250.457083 \n",
       "L 253.565849 249.77182 \n",
       "L 255.767172 248.913835 \n",
       "L 257.968494 247.884465 \n",
       "L 260.169817 246.685315 \n",
       "L 262.37114 245.318253 \n",
       "L 264.572462 243.78541 \n",
       "L 266.773785 242.089173 \n",
       "L 268.975108 240.232188 \n",
       "L 271.17643 238.217346 \n",
       "L 275.579075 233.726896 \n",
       "L 279.981721 228.645803 \n",
       "L 284.384366 223.005728 \n",
       "L 288.787011 216.841813 \n",
       "L 293.189656 210.192465 \n",
       "L 297.592302 203.099117 \n",
       "L 301.994947 195.605965 \n",
       "L 306.397592 187.759701 \n",
       "L 313.00156 175.435689 \n",
       "L 319.605528 162.600284 \n",
       "L 330.612141 140.562124 \n",
       "L 343.820076 114.108789 \n",
       "L 350.424044 101.311782 \n",
       "L 357.028012 89.041896 \n",
       "L 361.430657 81.240087 \n",
       "L 365.833303 73.797773 \n",
       "L 370.235948 66.761325 \n",
       "L 374.638593 60.174588 \n",
       "L 379.041238 54.078602 \n",
       "L 383.443884 48.511352 \n",
       "L 387.846529 43.507527 \n",
       "L 392.249174 39.098306 \n",
       "L 394.450497 37.125407 \n",
       "L 396.651819 35.311162 \n",
       "L 398.853142 33.658398 \n",
       "L 401.054465 32.169692 \n",
       "L 403.255787 30.847363 \n",
       "L 405.45711 29.693471 \n",
       "L 407.658432 28.709816 \n",
       "L 409.859755 27.897929 \n",
       "L 412.061078 27.259076 \n",
       "L 414.2624 26.794252 \n",
       "L 416.463723 26.504182 \n",
       "L 418.665045 26.389318 \n",
       "L 418.665045 26.389318 \n",
       "\" clip-path=\"url(#pc5321ef84a)\" style=\"fill: none; stroke: #009afa\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m14cf69cdd2\" d=\"M 0 0 \n",
       "L 0 -2.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m14cf69cdd2\" x=\"68.654749\" y=\"258.225354\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- $0.00$ -->\n",
       "      <g transform=\"translate(59.734749 267.804104) scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m14cf69cdd2\" x=\"178.72088\" y=\"258.225354\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- $0.05$ -->\n",
       "      <g transform=\"translate(169.80088 267.804104) scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m14cf69cdd2\" x=\"288.787011\" y=\"258.225354\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- $0.10$ -->\n",
       "      <g transform=\"translate(279.867011 267.804104) scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m14cf69cdd2\" x=\"398.853142\" y=\"258.225354\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- $0.15$ -->\n",
       "      <g transform=\"translate(389.933142 267.804104) scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_5\">\n",
       "     <!-- Time (s) -->\n",
       "     <g transform=\"translate(221.298101 281.826136) scale(0.11 -0.11)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-54\" d=\"M -19 4666 \n",
       "L 3928 4666 \n",
       "L 3928 4134 \n",
       "L 2272 4134 \n",
       "L 2272 0 \n",
       "L 1638 0 \n",
       "L 1638 4134 \n",
       "L -19 4134 \n",
       "L -19 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-28\" d=\"M 1984 4856 \n",
       "Q 1566 4138 1362 3434 \n",
       "Q 1159 2731 1159 2009 \n",
       "Q 1159 1288 1364 580 \n",
       "Q 1569 -128 1984 -844 \n",
       "L 1484 -844 \n",
       "Q 1016 -109 783 600 \n",
       "Q 550 1309 550 2009 \n",
       "Q 550 2706 781 3412 \n",
       "Q 1013 4119 1484 4856 \n",
       "L 1984 4856 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-29\" d=\"M 513 4856 \n",
       "L 1013 4856 \n",
       "Q 1481 4119 1714 3412 \n",
       "Q 1947 2706 1947 2009 \n",
       "Q 1947 1309 1714 600 \n",
       "Q 1481 -109 1013 -844 \n",
       "L 513 -844 \n",
       "Q 928 -128 1133 580 \n",
       "Q 1338 1288 1338 2009 \n",
       "Q 1338 2731 1133 3434 \n",
       "Q 928 4138 513 4856 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-54\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"57.958984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\" x=\"85.742188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"183.154297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"244.677734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-28\" x=\"276.464844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-73\" x=\"315.478516\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-29\" x=\"367.578125\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <defs>\n",
       "       <path id=\"mba6d90339e\" d=\"M 0 0 \n",
       "L 2.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mba6d90339e\" x=\"58.154441\" y=\"251.482876\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- $-0.0010$ -->\n",
       "      <g transform=\"translate(19.934441 254.522251) scale(0.08 -0.08)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(83.789062 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(147.412109 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(179.199219 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(242.822266 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(306.445312 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(370.068359 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mba6d90339e\" x=\"58.154441\" y=\"195.208961\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- $-0.0005$ -->\n",
       "      <g transform=\"translate(19.934441 198.248336) scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(83.789062 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(147.412109 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(179.199219 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(242.822266 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(306.445312 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(370.068359 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mba6d90339e\" x=\"58.154441\" y=\"138.935045\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- $0.0000$ -->\n",
       "      <g transform=\"translate(26.654441 141.97442) scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(222.65625 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(286.279297 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mba6d90339e\" x=\"58.154441\" y=\"82.661129\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- $0.0005$ -->\n",
       "      <g transform=\"translate(26.654441 85.700504) scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(222.65625 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" transform=\"translate(286.279297 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mba6d90339e\" x=\"58.154441\" y=\"26.387213\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- $0.0010$ -->\n",
       "      <g transform=\"translate(26.654441 29.426588) scale(0.08 -0.08)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(0 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" transform=\"translate(63.623047 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(95.410156 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(159.033203 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" transform=\"translate(222.65625 0.78125)\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" transform=\"translate(286.279297 0.78125)\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_11\">\n",
       "     <!-- $w/L$ -->\n",
       "     <g transform=\"translate(13.646784 148.39) rotate(-90) scale(0.11 -0.11)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-Oblique-77\" d=\"M 544 3500 \n",
       "L 1113 3500 \n",
       "L 1259 684 \n",
       "L 2566 3500 \n",
       "L 3231 3500 \n",
       "L 3425 684 \n",
       "L 4666 3500 \n",
       "L 5241 3500 \n",
       "L 3641 0 \n",
       "L 2969 0 \n",
       "L 2797 2900 \n",
       "L 1459 0 \n",
       "L 781 0 \n",
       "L 544 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-2f\" d=\"M 1625 4666 \n",
       "L 2156 4666 \n",
       "L 531 -594 \n",
       "L 0 -594 \n",
       "L 1625 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-Oblique-4c\" d=\"M 1075 4666 \n",
       "L 1709 4666 \n",
       "L 909 525 \n",
       "L 3181 525 \n",
       "L 3078 0 \n",
       "L 172 0 \n",
       "L 1075 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-Oblique-77\" transform=\"translate(0 0.09375)\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-2f\" transform=\"translate(81.787109 0.09375)\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-Oblique-4c\" transform=\"translate(115.478516 0.09375)\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_11\">\n",
       "    <path d=\"M 68.654749 26.387213 \n",
       "L 70.856072 26.475587 \n",
       "L 73.057395 26.74054 \n",
       "L 75.258717 27.181614 \n",
       "L 77.46004 27.79813 \n",
       "L 79.661363 28.589173 \n",
       "L 81.862685 29.55352 \n",
       "L 84.064008 30.689622 \n",
       "L 86.26533 31.995666 \n",
       "L 88.466653 33.46963 \n",
       "L 90.667976 35.109248 \n",
       "L 92.869298 36.911944 \n",
       "L 95.070621 38.874844 \n",
       "L 99.473266 43.268675 \n",
       "L 103.875911 48.263318 \n",
       "L 108.278557 53.827244 \n",
       "L 112.681202 59.925672 \n",
       "L 117.083847 66.520335 \n",
       "L 121.486492 73.569824 \n",
       "L 125.889137 81.030044 \n",
       "L 130.291783 88.854051 \n",
       "L 136.895751 101.164223 \n",
       "L 143.499718 114.007904 \n",
       "L 152.305009 131.64831 \n",
       "L 167.714267 162.689636 \n",
       "L 174.318235 175.572273 \n",
       "L 180.922203 187.93727 \n",
       "L 185.324848 195.806378 \n",
       "L 189.727493 203.318137 \n",
       "L 194.130139 210.425446 \n",
       "L 198.532784 217.083635 \n",
       "L 202.935429 223.251052 \n",
       "L 207.338074 228.888866 \n",
       "L 211.74072 233.961815 \n",
       "L 216.143365 238.437976 \n",
       "L 218.344687 240.443304 \n",
       "L 220.54601 242.289234 \n",
       "L 222.747333 243.972866 \n",
       "L 224.948655 245.491518 \n",
       "L 227.149978 246.842797 \n",
       "L 229.3513 248.024628 \n",
       "L 231.552623 249.0352 \n",
       "L 233.753946 249.872913 \n",
       "L 235.955268 250.536412 \n",
       "L 238.156591 251.02466 \n",
       "L 240.357914 251.336942 \n",
       "L 242.559236 251.472787 \n",
       "L 244.760559 251.431938 \n",
       "L 246.961881 251.214417 \n",
       "L 249.163204 250.820583 \n",
       "L 251.364527 250.251099 \n",
       "L 253.565849 249.50685 \n",
       "L 255.767172 248.588945 \n",
       "L 257.968494 247.498793 \n",
       "L 260.169817 246.238146 \n",
       "L 262.37114 244.809028 \n",
       "L 264.572462 243.213666 \n",
       "L 266.773785 241.454513 \n",
       "L 268.975108 239.534319 \n",
       "L 271.17643 237.456142 \n",
       "L 275.579075 232.839209 \n",
       "L 279.981721 227.632531 \n",
       "L 284.384366 221.868888 \n",
       "L 288.787011 215.584377 \n",
       "L 293.189656 208.818376 \n",
       "L 297.592302 201.613415 \n",
       "L 301.994947 194.014594 \n",
       "L 306.397592 186.069739 \n",
       "L 313.00156 173.613242 \n",
       "L 319.605528 160.666898 \n",
       "L 330.612141 138.499735 \n",
       "L 341.618754 116.349377 \n",
       "L 348.222722 103.429226 \n",
       "L 354.82669 91.010844 \n",
       "L 359.229335 83.097615 \n",
       "L 363.63198 75.535247 \n",
       "L 368.034625 68.37109 \n",
       "L 372.437271 61.650163 \n",
       "L 376.839916 55.414612 \n",
       "L 381.242561 49.703559 \n",
       "L 385.645206 44.552957 \n",
       "L 390.047851 39.995012 \n",
       "L 392.249174 37.94744 \n",
       "L 394.450497 36.058493 \n",
       "L 396.651819 34.331087 \n",
       "L 398.853142 32.767929 \n",
       "L 401.054465 31.371513 \n",
       "L 403.255787 30.144051 \n",
       "L 405.45711 29.087423 \n",
       "L 407.658432 28.203231 \n",
       "L 409.859755 27.492872 \n",
       "L 412.061078 26.957514 \n",
       "L 414.2624 26.598009 \n",
       "L 416.463723 26.414875 \n",
       "L 418.665045 26.408363 \n",
       "L 418.665045 26.408363 \n",
       "\" clip-path=\"url(#pc5321ef84a)\" style=\"fill: none; stroke: #e36f47\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 58.154441 258.225354 \n",
       "L 58.154441 19.634646 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 58.154441 258.225354 \n",
       "L 429.165354 258.225354 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_12\">\n",
       "    <!-- Deflection at x/L = 0.25 -->\n",
       "    <g transform=\"translate(160.203491 13.634646) scale(0.14 -0.14)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-44\" d=\"M 1259 4147 \n",
       "L 1259 519 \n",
       "L 2022 519 \n",
       "Q 2988 519 3436 956 \n",
       "Q 3884 1394 3884 2338 \n",
       "Q 3884 3275 3436 3711 \n",
       "Q 2988 4147 2022 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 1925 4666 \n",
       "Q 3281 4666 3915 4102 \n",
       "Q 4550 3538 4550 2338 \n",
       "Q 4550 1131 3912 565 \n",
       "Q 3275 0 1925 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-4c\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 531 \n",
       "L 3531 531 \n",
       "L 3531 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-3d\" d=\"M 678 2906 \n",
       "L 4684 2906 \n",
       "L 4684 2381 \n",
       "L 678 2381 \n",
       "L 678 2906 \n",
       "z\n",
       "M 678 1631 \n",
       "L 4684 1631 \n",
       "L 4684 1100 \n",
       "L 678 1100 \n",
       "L 678 1631 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-44\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"77.001953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"138.525391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"173.730469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"201.513672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"263.037109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"318.017578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"357.226562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"385.009766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"446.191406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"509.570312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"541.357422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"602.636719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"641.845703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-78\" x=\"673.632812\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2f\" x=\"732.8125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4c\" x=\"766.503906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"822.216797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-3d\" x=\"854.003906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"937.792969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" x=\"969.580078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2e\" x=\"1033.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" x=\"1064.990234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-35\" x=\"1128.613281\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_5\">\n",
       "     <path d=\"M 62.154441 254.225354 \n",
       "L 132.139441 254.225354 \n",
       "L 132.139441 221.940354 \n",
       "L 62.154441 221.940354 \n",
       "z\n",
       "\" style=\"fill: #ffffff; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_12\">\n",
       "     <path d=\"M 68.554441 231.619104 \n",
       "L 76.554441 231.619104 \n",
       "L 84.554441 231.619104 \n",
       "\" style=\"fill: none; stroke: #009afa; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_13\">\n",
       "     <!-- Analytic -->\n",
       "     <g transform=\"translate(90.954441 234.419104) scale(0.08 -0.08)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-41\" d=\"M 2188 4044 \n",
       "L 1331 1722 \n",
       "L 3047 1722 \n",
       "L 2188 4044 \n",
       "z\n",
       "M 1831 4666 \n",
       "L 2547 4666 \n",
       "L 4325 0 \n",
       "L 3669 0 \n",
       "L 3244 1197 \n",
       "L 1141 1197 \n",
       "L 716 0 \n",
       "L 50 0 \n",
       "L 1831 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-41\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"68.408203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"131.787109\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"193.066406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-79\" x=\"220.849609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"280.029297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"319.238281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"347.021484\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_13\">\n",
       "     <path d=\"M 68.554441 243.361604 \n",
       "L 76.554441 243.361604 \n",
       "L 84.554441 243.361604 \n",
       "\" style=\"fill: none; stroke: #e36f47; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- GXBeam -->\n",
       "     <g transform=\"translate(90.954441 246.161604) scale(0.08 -0.08)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-47\" d=\"M 3809 666 \n",
       "L 3809 1919 \n",
       "L 2778 1919 \n",
       "L 2778 2438 \n",
       "L 4434 2438 \n",
       "L 4434 434 \n",
       "Q 4069 175 3628 42 \n",
       "Q 3188 -91 2688 -91 \n",
       "Q 1594 -91 976 548 \n",
       "Q 359 1188 359 2328 \n",
       "Q 359 3472 976 4111 \n",
       "Q 1594 4750 2688 4750 \n",
       "Q 3144 4750 3555 4637 \n",
       "Q 3966 4525 4313 4306 \n",
       "L 4313 3634 \n",
       "Q 3963 3931 3569 4081 \n",
       "Q 3175 4231 2741 4231 \n",
       "Q 1884 4231 1454 3753 \n",
       "Q 1025 3275 1025 2328 \n",
       "Q 1025 1384 1454 906 \n",
       "Q 1884 428 2741 428 \n",
       "Q 3075 428 3337 486 \n",
       "Q 3600 544 3809 666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-58\" d=\"M 403 4666 \n",
       "L 1081 4666 \n",
       "L 2241 2931 \n",
       "L 3406 4666 \n",
       "L 4084 4666 \n",
       "L 2584 2425 \n",
       "L 4184 0 \n",
       "L 3506 0 \n",
       "L 2194 1984 \n",
       "L 872 0 \n",
       "L 191 0 \n",
       "L 1856 2491 \n",
       "L 403 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-42\" d=\"M 1259 2228 \n",
       "L 1259 519 \n",
       "L 2272 519 \n",
       "Q 2781 519 3026 730 \n",
       "Q 3272 941 3272 1375 \n",
       "Q 3272 1813 3026 2020 \n",
       "Q 2781 2228 2272 2228 \n",
       "L 1259 2228 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2741 \n",
       "L 2194 2741 \n",
       "Q 2656 2741 2882 2914 \n",
       "Q 3109 3088 3109 3444 \n",
       "Q 3109 3797 2882 3972 \n",
       "Q 2656 4147 2194 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2241 4666 \n",
       "Q 2963 4666 3353 4366 \n",
       "Q 3744 4066 3744 3513 \n",
       "Q 3744 3084 3544 2831 \n",
       "Q 3344 2578 2956 2516 \n",
       "Q 3422 2416 3680 2098 \n",
       "Q 3938 1781 3938 1306 \n",
       "Q 3938 681 3513 340 \n",
       "Q 3088 0 2303 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-47\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-58\" x=\"77.490234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-42\" x=\"145.996094\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"214.599609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"276.123047\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6d\" x=\"337.402344\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pc5321ef84a\">\n",
       "   <rect x=\"58.154441\" y=\"19.634646\" width=\"371.010914\" height=\"238.590709\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ]
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "cell_type": "code",
   "source": [
    "# Get displacements at 1/4 of the beam's length\n",
    "ipoint = div(nelem, 4) + 1\n",
    "\n",
    "# calculated deflection\n",
    "w14_gxbeam = [state.points[ipoint].u[3]/L for state in history]\n",
    "\n",
    "# analytic deflection\n",
    "w14_analytic = delta/L*cos.(ω*t)*sin(2*pi*x[ipoint]/L)\n",
    "\n",
    "# Plot\n",
    "using Plots\n",
    "pyplot()\n",
    "plot(\n",
    "    title=\"Deflection at x/L = $(x[ipoint]/L)\",\n",
    "    xlabel = \"Time (s)\",\n",
    "    ylabel = \"\\$w/L\\$\",\n",
    "    grid = false,\n",
    "    legend = :bottomleft,\n",
    "    overwrite_figure=false\n",
    "    )\n",
    "plot!(t, w14_analytic, label=\"Analytic\")\n",
    "plot!(t, w14_gxbeam, label=\"GXBeam\")"
   ],
   "metadata": {},
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "source": [
    "---\n",
    "\n",
    "*This notebook was generated using [Literate.jl](https://github.com/fredrikekre/Literate.jl).*"
   ],
   "metadata": {}
  }
 ],
 "nbformat_minor": 3,
 "metadata": {
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.8.5"
  },
  "kernelspec": {
   "name": "julia-1.8",
   "display_name": "Julia 1.8.5",
   "language": "julia"
  }
 },
 "nbformat": 4
}