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CEE1130: dml339 Assignment 2
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"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"$SO_2$ Concentration Simulation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Imports"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import math\n",
"import numpy\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline\n",
"from matplotlib import rcParams, ticker\n",
"rcParams.update({'figure.autolayout': True})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Declarations of constants"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"m = 150 # Mass flow rate\n",
"u = 2 # Wind velocity\n",
"h = 30 # Smokestack Height"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Functions to calculate standard deviation"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def sigma_y(x):\n",
" # Stability class B\n",
" a = 154.7\n",
" b = 0.8932\n",
" c = -0.006271\n",
" return a * x ** (b + c * math.log(x))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def sigma_z(x):\n",
" # Stability class B\n",
" d = 109.8\n",
" e = 1.064\n",
" f = 0.01163\n",
" assert 0.1 <= x <= 32000\n",
" return d * x ** (e + f * math.log(x))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Function to calculate concentration"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def concentration(x, y, z):\n",
" sy = sigma_y(x)\n",
" sz = sigma_z(x)\n",
" exponent = -((y**2 / (2 * sy**2)) + ((z-h)**2 / (2 * sz**2)))\n",
" return m * math.exp(exponent) / (math.pi * u * sy * sz)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The range of x values we will consider."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x_range = numpy.linspace(0.1, 20, num=1000)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"concentration_yz = numpy.vectorize(lambda x: concentration(x, 0, 0))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"concentrations = (1e6) * concentration_yz(x_range)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.title(\"$SO_2$ concentration vs downwind distance at ground level\")\n",
"plt.xscale('log')\n",
"plt.xlabel(\"Downwind distance $x$\")\n",
"plt.ylabel(\"Concentration of $SO_2$ (micrograms)\")\n",
"plt.plot(x_range, concentrations)\n",
"plt.savefig(\"assignment2_parta.pdf\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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Ec8+FZcugVauko3HOVZLa2lpqa2sLtr58EtQYSdcBGwLdgfTL6MsKFMdMYKaZ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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f81fa7a9ba8>"
]
}
],
"prompt_number": 41
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Finding Maximum Concentration"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`numpy.argmax` gives the index in the array containing the maximum value."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"index_of_max = numpy.argmax(concentrations)\n",
"index_of_max"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"6"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So the maximum concentration is"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"concentrations[index_of_max]"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"11070.25706930287"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This occurs at $x=$:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x_max = x_range[index_of_max]\n",
"x_max"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"0.21951951951951953"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": true,
"input": [
"concentration_constantx = numpy.vectorize(lambda y: concentration(x_max, y, 0))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The y range we are considering."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"y_range = numpy.linspace(-100, 100, num=1000)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"concentrations_alongy = (1e6) * concentration_constantx(y_range)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.title(\"$SO_2$ concentration vs centerline distance\")\n",
"plt.xlabel(\"Centerline distance $y$\")\n",
"plt.ylabel(\"Concentration of $SO_2$ (micrograms)\")\n",
"plt.plot(y_range, concentrations_alongy)\n",
"plt.savefig(\"assignment2_partc.pdf\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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uvi2BUyTtZWZjgbnAr8D8bAUhaW3gL2bWH8DMfjOz+cDRQMUA4IFA2+j2McBg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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f81f30f6320>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Finding Where Concentration Exceeds Maximum"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"xx, yy = numpy.meshgrid(x_range, y_range)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"concentration_xy = numpy.vectorize(lambda x, y: concentration(x, y, 0))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"concentration_grid = (1e6) * concentration_xy(xx, yy)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"exceeds_locations = numpy.where(concentration_grid > (365))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"exceeds_values = concentration_grid[exceeds_locations]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"point_area = 0.02 * 0.2\n",
"exceeds_area = point_area * len(exceeds_values)\n",
"exceeds_area"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": [
"367.344"
]
}
],
"prompt_number": 25
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Bonus: Contour and Surface Plots"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CS = plt.contour(xx, yy, concentration_grid, 20)\n",
"CB = plt.colorbar(CS, extend='both', format='%1.3e')\n",
"plt.xlim(0.1, 1)\n",
"plt.ylim(-100, 100)\n",
"plt.clabel(CS, inline=1, fontsize=10, fmt='%1.3e')\n",
"plt.title(\"Contour plot of $SO_2$ concentration (detail)\")\n",
"plt.xlabel(\"Downwind distance from smokestack\")\n",
"plt.ylabel(\"Centerline distance from smokestack\")\n",
"CB.set_label(\"Concentration (micrograms)\")\n",
"plt.savefig(\"assignment2_extra_2.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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dx+DV+TA/BJ6+CoZeAWX/I6vFekpiCry9BN77x16DYVd7xxIRrJJ6+VP4cQEs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\nc9f3nuvMAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f81f2a01ef0>"
]
}
],
"prompt_number": 34
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A filled contour plot was used below to make it clearer which regions had what concentration values."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"CS2 = plt.contourf(xx, yy, concentration_grid, 100)\n",
"CB2 = plt.colorbar(CS2, extend='both', format='%1.3e')\n",
"plt.xlim(0.1, 5)\n",
"plt.ylim(-100, 100)\n",
"plt.title(\"Contour plot of $SO_2$ concentration\")\n",
"plt.xlabel(\"Downwind distance from smokestack\")\n",
"plt.ylabel(\"Centerline distance from smokestack\")\n",
"CB2.set_label(\"Concentration (micrograms)\")\n",
"plt.savefig(\"assignment2_extra_1.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Mp9gox3GcwUGh/tPjBBPfbYTtmd8VGVtEQJ0EbEZwCbwaeH1sa1xawqu1PZvS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\nAkiaCFwcx+4CHCNp5zjmTGCRmc0Cbo7nhZB0gqS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"text": [
"<matplotlib.figure.Figure at 0x7f81f2faf908>"
]
}
],
"prompt_number": 32
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Surface plot. This was done with a reduced accuracy (smaller range, fewer points) because the plotting toolkit is very slow in 3D. First up is a meshgrid plot with contour plots projected onto the planes:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from mpl_toolkits.mplot3d.axes3d import Axes3D\n",
"from matplotlib import cm\n",
"fig = plt.figure(figsize=(14,6))\n",
"\n",
"# Use rougher range for speed\n",
"xs = numpy.linspace(0.1, 2, num=200)\n",
"ys = numpy.linspace(-150, 150, num=150)\n",
"xx3, yy3 = numpy.meshgrid(xs, ys)\n",
"zz = 1e6 * concentration_xy(xx3, yy3)\n",
"ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
"ax.elev = 45\n",
"ax.azim = 60\n",
"ax.set_xlabel('Downwind Distance')\n",
"ax.set_ylabel('Centerline Distance')\n",
"ax.set_zlabel('Concentration of $SO_2$ (micrograms)')\n",
"ax.set_title(\"Mesh Grid of $SO_2$ Concentration\")\n",
"#p = ax.plot_surface(xx3, yy3, zz, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
"p = ax.plot_wireframe(xx3, yy3, zz, rstride=4, cstride=4, cmap=cm.coolwarm)\n",
"ax.contour(xx3, yy3, zz, zdir='z', offset=0, cmap=cm.coolwarm)\n",
"ax.contour(xx3, yy3, zz, zdir='x', offset=0, cmap=cm.coolwarm)\n",
"ax.contour(xx3, yy3, zz, zdir='y', offset=-150, cmap=cm.coolwarm)\n",
"#cb = fig.colorbar(p, shrink=0.5)\n",
"#cb.set_label(\"Concentration (micrograms)\")\n",
"plt.savefig(\"assignment2_extra_3.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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vn/2kdEepw8xLL72EWbNm4bLLLkOfPn2Qn58PAJg5cyZMJhP27NmTekszEGrW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tiRm+tiskybZkG3bjaYTLlqt+PxYyuaNSOmChtVuO/9+0uqI597AlGjBnVHpk51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\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q1TJXrZAQxlguXZqphWVni4U4vvrqFX36qYkePsy2ZJsDBhgtc/QLF4pV2B4+ZLriCxZY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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1d827de0d0>"
]
}
],
"prompt_number": 36
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next is the actual surface plot:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(14,6))\n",
"ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
"ax.elev = 45\n",
"ax.azim = 60\n",
"ax.set_xlabel('Downwind Distance')\n",
"ax.set_ylabel('Centerline Distance')\n",
"ax.set_zlabel('Concentration of $SO_2$ (micrograms)')\n",
"ax.set_title(\"Surface Plot of $SO_2$ Concentration\")\n",
"p = ax.plot_surface(xx3, yy3, zz, rstride=1, cstride=1, cmap=cm.coolwarm, linewidth=0, antialiased=False)\n",
"cb = fig.colorbar(p, shrink=0.5)\n",
"cb.set_label(\"Concentration (micrograms)\")\n",
"plt.savefig(\"assignment2_extra_4.png\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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9Gi0tLZg9ezZOOOEEQ3c2V3JN46r0vGI1PR2IVw6UunWtJVNBT5cmlq+VrO70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M/caMSWdUCWL0Ri5zLXxUji+5Jqb+j0p1JGizQwh6Bb9MLtWvu1U0yGpu1QA08sMiKt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PP8+2bdvKo8kVwquvvoqDgwPe3t4oisLzzz/PlClTMDExYdOmTdja2nLjxg2uXbsGQLdu3YiO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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f1d89e24b50>"
]
}
],
"prompt_number": 40
}
],
"metadata": {}
}
]
}
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