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@moorepants
Created December 18, 2012 17:25
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Computes the benchmark bicycle parameters for Jason sitting on the Davis rigid rider instrumented bicycle.
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{
"metadata": {
"name": "jason-bicycle-parameters"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This script computes the benchmark bicycle parameters for Jason sitting on the Davis rigid rider instrumented bicycle."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import bicycleparameters as bp"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b = bp.Bicycle('Rigid', '/media/Data/Documents/School/UC Davis/Bicycle Mechanics/BicycleParameters/data')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We have foundeth a directory named: /media/Data/Documents/School/UC Davis/Bicycle Mechanics/BicycleParameters/data/bicycles/Rigid.\n",
"Found the RawData directory: /media/Data/Documents/School/UC Davis/Bicycle Mechanics/BicycleParameters/data/bicycles/Rigid/RawData\n",
"Looks like you've already got some parameters for Rigid, use forceRawCalc to recalculate.\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"b.add_rider('Jason')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"There is no rider on the bicycle, now adding Jason.\n",
"Loaded the precalculated parameters from /media/Data/Documents/School/UC Davis/Bicycle Mechanics/BicycleParameters/data/riders/Jason/Parameters/JasonRigidBenchmark.txt\n"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"bp.io.remove_uncertainties(b.parameters['Benchmark'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"{'IBxx': 14.68979624073858,\n",
" 'IBxz': -0.2587197991996151,\n",
" 'IByy': 16.471977830552007,\n",
" 'IBzz': 4.11198028556343,\n",
" 'IFxx': 0.0524475128396,\n",
" 'IFyy': 0.0983720589324,\n",
" 'IGxx': 0.0497187764522,\n",
" 'IGxz': 0.00493851583989,\n",
" 'IGyy': 0.0174089850654,\n",
" 'IGzz': 0.0621995279809,\n",
" 'IHxx': 0.343873849682,\n",
" 'IHxz': -0.0918999164196,\n",
" 'IHyy': 0.339925043172,\n",
" 'IHzz': 0.10310836332,\n",
" 'IRxx': 0.0700963804567,\n",
" 'IRyy': 0.12934189355,\n",
" 'ISxx': 0.0827160331984,\n",
" 'ISxz': -0.0350687985221,\n",
" 'ISyy': 0.0930316861848,\n",
" 'ISzz': 0.0228635034478,\n",
" 'c': 0.0599399125715,\n",
" 'g': 9.81,\n",
" 'lam': 0.317489078499,\n",
" 'mB': 106.4,\n",
" 'mF': 1.55,\n",
" 'mG': 3.35,\n",
" 'mH': 5.4,\n",
" 'mR': 4.9,\n",
" 'mS': 2.05,\n",
" 'rF': 0.335572561302,\n",
" 'rR': 0.332528026978,\n",
" 'w': 1.06378677685,\n",
" 'xB': 0.3486779831044643,\n",
" 'xG': 0.773175453165,\n",
" 'xH': 0.818396445062,\n",
" 'xS': 0.892294163528,\n",
" 'yB': 0.0,\n",
" 'zB': -1.026874672881483,\n",
" 'zG': -1.14064934606,\n",
" 'zH': -0.98585673135,\n",
" 'zS': -0.732902946335}"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"M, C1, K0, K2 = b.canonical(True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"M"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"array([[ 133.31668525, 2.43885691],\n",
" [ 2.43885691, 0.22419262]])"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"C1"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 7,
"text": [
"array([[ 0. , 44.65783277],\n",
" [ -0.3150094 , 1.46189246]])"
]
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"K0"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"array([[-116.73261635, -2.4804226 ],\n",
" [ -2.4804226 , -0.77434358]])"
]
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"K2"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 9,
"text": [
"array([[ 0. , 104.85805076],\n",
" [ 0. , 2.2968872 ]])"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = b.plot_bicycle_geometry()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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},
{
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caXZcW6ERWOqx7V+5d1DCEXWoER2GTSAipKWlIS4uzmxjajQa7N27F71799ar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\nYzjxM8aYjeHEzxhjNoYTP2OM2Zj/D65rGmrcG0jrAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig.set_size_inches(8, 6)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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zywl5bkpxWqjFreCuAgW3/FxJSQnDhg2joKCApUuX2uL5aafTybRp0xgyZAjd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\nILxwM8YYYwLhhZsxxhgTyG9fqmVjt3bfRAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
}
],
"metadata": {}
}
]
}
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