annotate python/other/bouncing_cube.py @ 299:674789d9ff37

Added a doc
author Windel Bouwman
date Sun, 01 Dec 2013 18:37:23 +0100
parents 534b94b40aa8
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1 from PyQt4.QtGui import *
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2 from PyQt4.QtCore import *
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3 from PyQt4.QtOpenGL import QGLWidget
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4 from OpenGL.GL import *
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5 from OpenGL.GLU import gluPerspective
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6 import sys
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7 from random import random
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8 from math import pi, cos, sin, fabs, sqrt
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9 from numpy import mat, array, ones, zeros, eye
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10 from numpy.linalg import norm
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11 import numpy as np
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12 import time
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13 import scipy.integrate
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14
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15 """
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16 Test script that lets a dice bounce.
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17 Converted from 20-sim equations into python code.
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18
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19 20-sim website:
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20 http://www.20sim.com
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21
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22 """
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23
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24 # OpenGL drawing madness:
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25 def drawCube(w):
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26 glBegin(GL_QUADS) # Start Drawing The Cube
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27 glColor3f(0.0,1.0,0.0) # Set The Color To Blue
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28 glVertex3f( w, w,-w) # Top Right Of The Quad (Top)
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29 glVertex3f(-w, w,-w) # Top Left Of The Quad (Top)
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30 glVertex3f(-w, w, w) # Bottom Left Of The Quad (Top)
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31 glVertex3f( w, w, w) # Bottom Right Of The Quad (Top)
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32
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33 glColor3f(1.0,0.5,0.0) # Set The Color To Orange
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34 glVertex3f( w,-w, w) # Top Right Of The Quad (Bottom)
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35 glVertex3f(-w,-w, w) # Top Left Of The Quad (Bottom)
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36 glVertex3f(-w,-w,-w) # Bottom Left Of The Quad (Bottom)
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37 glVertex3f( w,-w,-w) # Bottom Right Of The Quad (Bottom)
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38
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39 glColor3f(1.0,0.0,0.0) # Set The Color To Red
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40 glVertex3f( w, w, w) # Top Right Of The Quad (Front)
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41 glVertex3f(-w, w, w) # Top Left Of The Quad (Front)
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42 glVertex3f(-w,-w, w) # Bottom Left Of The Quad (Front)
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43 glVertex3f( w,-w, w) # Bottom Right Of The Quad (Front)
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45 glColor3f(1.0,1.0,0.0) # Set The Color To Yellow
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46 glVertex3f( w,-w,-w) # Bottom Left Of The Quad (Back)
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47 glVertex3f(-w,-w,-w) # Bottom Right Of The Quad (Back)
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48 glVertex3f(-w, w,-w) # Top Right Of The Quad (Back)
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49 glVertex3f( w, w,-w) # Top Left Of The Quad (Back)
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50
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51 glColor3f(0.0,0.0,1.0) # Set The Color To Blue
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52 glVertex3f(-w, w, w) # Top Right Of The Quad (Left)
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53 glVertex3f(-w, w,-w) # Top Left Of The Quad (Left)
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54 glVertex3f(-w,-w,-w) # Bottom Left Of The Quad (Left)
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55 glVertex3f(-w,-w, w) # Bottom Right Of The Quad (Left)
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56
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57 glColor3f(1.0,0.0,1.0) # Set The Color To Violet
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58 glVertex3f( w, w,-w) # Top Right Of The Quad (Right)
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59 glVertex3f( w, w, w) # Top Left Of The Quad (Right)
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60 glVertex3f( w,-w, w) # Bottom Left Of The Quad (Right)
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61 glVertex3f( w,-w,-w) # Bottom Right Of The Quad (Right)
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62 glEnd() # Done Drawing The Quad
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63
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64 def drawFloor(w, h):
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65 glBegin(GL_QUADS) # Start Drawing The Cube
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66 glColor3f(1.0,0.5,0.0) # Set The Color To Orange
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67 glVertex3f( w,-w,h)# Top Right Of The Quad (Bottom)
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68 glVertex3f(-w,-w,h)# Top Left Of The Quad (Bottom)
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69 glVertex3f(-w,w,h)# Bottom Left Of The Quad (Bottom)
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70 glVertex3f( w,w,h)# Bottom Right Of The Quad (Bottom)
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71 glEnd() # Done Drawing The Quad
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72
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73 def drawAxis():
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74 glLineWidth(0.5)
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75 glBegin(GL_LINES)
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76 glColor3f(1.0, 0.0, 0.0)
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77 glVertex3f(0,0,0)
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78 glVertex3f(1,0,0)
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79 glColor3f(0.0, 1.0, 0.0)
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80 glVertex3f(0,0,0)
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81 glVertex3f(0,1,0)
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82 glColor3f(0.0, 0.0, 1.0)
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83 glVertex3f(0,0,0)
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84 glVertex3f(0,0,1)
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85 glEnd()
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86
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87
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88 # Math helper functions:
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89
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90 def cross(A, B):
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91 a = A.A1
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92 b = B.A1
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93 return mat(np.cross(a, b)).T
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94
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95 def skew(X):
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96 Y = mat(zeros( (3, 3) ))
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97 a, b, c = X.A1
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98 Y[0,1] = -c
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99 Y[0,2] = b
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100 Y[1,0] = c
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101 Y[1,2] = -a
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102 Y[2,0] = -b
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103 Y[2,1] = a
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104 return Y
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105
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106 def adjoint(T):
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107 W = T[0:3, 0]
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108 V = T[3:6, 0]
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109 a = mat(zeros( (6, 6) ) )
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110 a[0:3, 0:3] = skew(W)
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111 a[3:6, 0:3] = skew(V)
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112 a[3:6, 3:6] = skew(W)
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113 return a
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114
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115 def Adjoint(H):
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116 R = H[0:3, 0:3]
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117 P = H[0:3, 3]
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118 a = mat(zeros( (6, 6) ) )
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119 a[0:3, 0:3] = R
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120 a[3:6, 3:6] = R
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121 a[3:6, 0:3] = skew(P) * R
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122 return a
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123
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124 def quatToR(q):
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125 x, y, z, w = q.A1
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126 r = mat(eye(3))
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127 r[0,0] = 1 - (2*y**2+2*z**2)
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128 r[0,1] = 2*x*y+2*z*w
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129 r[0,2] = 2*x*z - 2*y*w
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130 r[1,0] = 2*x*y-2*z*w
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131 r[1,1] = 1 - (2*x**2 + 2*z**2)
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132 r[1,2] = 2*y*z + 2*x*w
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133 r[2,0] = 2*x*z+2*y*w
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134 r[2,1] = 2*y*z - 2*x*w
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135 r[2,2] = 1 - (2*x**2+2*y**2)
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136 return r
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137
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138 def rotateAbout(axis, angle):
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139 ax, ay, az = (axis/norm(axis)).A1
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140 qx = ax*sin(angle/2.0)
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141 qy = ay*sin(angle/2.0)
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142 qz = az*sin(angle/2.0)
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143 qw = cos(angle/2.0)
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144 q = mat(array([qx,qy,qz,qw])).T
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145 return q
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146
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147 def normalizeQuaternion(quat):
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148 x,y,z,w = quat.A1
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149 magnitude = sqrt(x*x + y*y + z*z + w*w)
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150 x = x / magnitude
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151 y = y / magnitude
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152 z = z / magnitude
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153 w = w / magnitude
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154 quat[0, 0] = x
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155 quat[1, 0] = y
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156 quat[2, 0] = z
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157 quat[3, 0] = w
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158 return quat
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159
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160 def VTo4x4(V):
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161 v1, v2, v3 = V.A1
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162 return mat(array( \
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163 [[0.0, -v3, v2, -v1], \
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164 [ v3, 0.0, -v1, -v2], \
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165 [-v2, v1, 0.0, -v3], \
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166 [v1, v2, v3, 0.0] ]))
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167
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168 def homogeneous(R, p):
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169 """ Create a H matrix from rotation and position """
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170 H = mat(eye(4))
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171 H[0:3, 0:3] = R
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172 H[0:3, 3] = p
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173 return H
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174
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175
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176 class Simulation:
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177 def simulate(self, endtime, dt):
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178 """ Evaluate the state of the system over a given time """
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179 state = self.initial()
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180 times = np.arange(0.0, endtime, dt)
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181 y0 = state.T.A1
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182 def fWrapper(y, t):
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183 y = mat(y).T
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184 dy = self.rateOfChange(y, t)
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185 return dy.T.A1
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186 res = scipy.integrate.odeint(fWrapper, y0, times)
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187 states = []
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188 res = res.T
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189 r,c = res.shape
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190 for ci in range(0,c):
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191 states.append(mat(res[:,ci]).T)
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192 self.result = states
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193 return states
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194
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195
292
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196 class BouncingCube(Simulation):
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197 """ Simulation of a bouncing cube """
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198 def __init__(self):
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199 # Parameters:
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200 self.gravity = mat( array([0,0,-9.81]) ).T
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201 self.massI = mat(eye(6)) * 1.01 # Mass matrix
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202
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203 def initial(self):
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204 """ Return initial pose """
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205 PInitial = mat( zeros((6, 1)) )
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206 posInitial = mat(array([-1.2, -1.3, 2.8])).T
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207 quatInitial = rotateAbout(mat(array([0.2, 1.0, 0.4])).T, 0.5)
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208
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209 # The state vector!
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210 state = mat(zeros( (13,1) ))
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211 state[0:4, 0] = quatInitial
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212 state[4:7, 0] = posInitial
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213 state[7:13, 0] = PInitial
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214 return state
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215
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216 def rateOfChange(self, states, thetime):
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217 """ Calculates rate of change given the current states. """
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218 quat = states[0:4, 0] # Orientation (4)
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219 pos = states[4:7, 0] # Position (3)
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220 P = states[7:13, 0] # Momentum (6)
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221 massI, gravity = self.massI, self.gravity
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222 # Rigid body parts:
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223 # Forward Kinematic chain:
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224 H = homogeneous(quatToR(quat), pos) # Forward kinematics
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225
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226 AdjX2 = mat(eye(6)) # The connectionpoint in the real world
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227 adjAdjX2_1 = adjoint(AdjX2[0:6,0])
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228 adjAdjX2_2 = adjoint(AdjX2[0:6,1])
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229 adjAdjX2_3 = adjoint(AdjX2[0:6,2])
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230 adjAdjX2_4 = adjoint(AdjX2[0:6,3])
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231 adjAdjX2_5 = adjoint(AdjX2[0:6,4])
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232 adjAdjX2_6 = adjoint(AdjX2[0:6,5])
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233 AdjInv2 = Adjoint(H.I)
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234 M2 = AdjInv2.T * (massI * AdjInv2) # Transfor mass to base frame
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235 MassMatrix = M2
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236
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237 wrenchGrav2 = mat( zeros((1,6)) )
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238 wrenchGrav2[0, 0:3] = -cross(gravity, pos).T
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diff changeset
239 wrenchGrav2[0, 3:6] = gravity.T
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240
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241 Bk = mat( zeros( (6,6) ))
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242 Bk[0:3, 0:3] = skew(P[0:3, 0])
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243 Bk[3:6, 0:3] = skew(P[3:6, 0])
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244 Bk[0:3, 3:6] = skew(P[3:6, 0])
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245
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246 # TODO: do this a cholesky:
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247 v = np.linalg.solve(MassMatrix, P) # Matrix inverse like thingy !
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248
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249 T2_00 = v # Calculate the relative twist!
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250 TM2 = T2_00.T * M2
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251 twistExternal = T2_00 # Twist van het blokje
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252 TMSum2 = TM2
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253
292
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254 PDotBodies = mat( zeros( (6,1)) )
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255 PDotBodies[0,0] = TMSum2 * (adjAdjX2_1 * T2_00)
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diff changeset
256 PDotBodies[1,0] = TMSum2 * (adjAdjX2_2 * T2_00)
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257 PDotBodies[2,0] = TMSum2 * (adjAdjX2_3 * T2_00)
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258 PDotBodies[3,0] = TMSum2 * (adjAdjX2_4 * T2_00)
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259 PDotBodies[4,0] = TMSum2 * (adjAdjX2_5 * T2_00)
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260 PDotBodies[5,0] = TMSum2 * (adjAdjX2_6 * T2_00)
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261
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262 PDot = -PDotBodies - Bk * v
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263 PDot += wrenchGrav2.T
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264
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265 ##### Contact wrench part:
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266 HB_W = H # Is H-matrix van het blokje
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267 WrenchB = mat(zeros( (1,6) ))
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diff changeset
268 for px in [-0.5, 0.5]:
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diff changeset
269 for py in [-0.5, 0.5]:
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270 for pz in [-0.5, 0.5]:
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271 HB1_B = homogeneous(mat(eye(3)), mat([px,py,pz]).T)
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272 HB1_W = HB_W * HB1_B
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273 HW1_W = homogeneous(mat(eye(3)), HB1_W[0:3,3])
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diff changeset
274 HW_W1 = HW1_W.I
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diff changeset
275 HB_W1 = HW_W1 * HB_W
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276
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277 AdjHB_W1 = Adjoint(HB_W1)
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diff changeset
278 TB_W1_W1 = AdjHB_W1 * twistExternal
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diff changeset
279 z = HB1_W[2, 3]
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diff changeset
280 vx, vy, vz = TB_W1_W1[3:6, 0].A1
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281 if True:
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282 # Contact forces:
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283 Fx = 0 #np.exp(-5.0*vx)
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diff changeset
284 Fy = 0 # np.exp(-5.0*vy)
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diff changeset
285 Fz = np.exp(-z*10.0)
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286 else:
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diff changeset
287 Fx = 0.0
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diff changeset
288 Fy = 0.0
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diff changeset
289 Fz = 0.0
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diff changeset
290 # TODO: reflect impulse
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diff changeset
291 WrenchW1 = mat([0,0,0,0,0,Fz])
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diff changeset
292 # Transform it back:
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293 WrenchB += (AdjHB_W1.T * WrenchW1.T).T
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diff changeset
294 ##### End of contact wrench
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295
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296 PDot += (WrenchB * AdjInv2).T
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297
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298 # Position and orientation rates:
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299 QOmega = VTo4x4(v[0:3, 0])
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diff changeset
300 quatDot = 0.5 * QOmega * quat
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diff changeset
301 vel = v[3:6, 0]
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diff changeset
302 posDot = skew(v[0:3]) * pos + vel
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diff changeset
303 # The rate vector:
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diff changeset
304 rates = mat(zeros( (13,1) ))
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diff changeset
305 rates[0:4, 0] = quatDot
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diff changeset
306 rates[4:7, 0] = posDot
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diff changeset
307 rates[7:13, 0] = PDot
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diff changeset
308 return rates
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cbf199e007c2 Added some demo applications
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309
292
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diff changeset
310 def draw(self, state):
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diff changeset
311 Dicequat = state[0:4, 0]
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diff changeset
312 Dicepos = state[4:7, 0]
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313
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diff changeset
314 x, y, z = Dicepos.A1
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diff changeset
315 R = quatToR(Dicequat)
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diff changeset
316
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diff changeset
317 glTranslatef(x, y, z)
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diff changeset
318 # Trick to rotate the openGL matrix:
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diff changeset
319 r = R.A1
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diff changeset
320 rotR = (r[0], r[3], r[6], 0.0,
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diff changeset
321 r[1], r[4], r[7], 0.0,
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diff changeset
322 r[2], r[5], r[8], 0.0,
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diff changeset
323 0.0, 0.0, 0.0, 1.0)
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diff changeset
324 glMultMatrixd(rotR)
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diff changeset
325
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diff changeset
326 drawCube(0.6)
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327
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328
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329 class RollingPendulum(Simulation):
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330 """ A 2D pendulum with a rolling contact. """
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331 def __init__(self):
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332 self.R = 0.01
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333 self.L = 1
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334 self.M = 1
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335 self.g = 9.81
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336
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337 def initial(self):
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338 i = mat(zeros((2,1)))
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diff changeset
339 i[0, 0] =
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340 return i
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341
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342 def rateOfChange(self, states, thetime):
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343 phi, omega = states[0:2, 0]
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344 rates = mat(zeros((2,1)))
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345 return rates
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346
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347 def draw(self, state):
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348 pass
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349 #drawCube(0.6)
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350
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351
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352 class WobbelingWheel(Simulation):
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353 """ A wheel pushed sideways over a surface """
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diff changeset
354 def __init__(self):
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355 self.r1 = 0.5
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356 self.r2 = 0.05
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357
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358 def initial(self):
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359 i = mat(zeros((5,1)))
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360 return i
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361
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362 def rateOfChange(self, states, thetime):
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363 x, y = states[0:2, 0]
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364 rates = mat(zeros((5,1)))
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365 return rates
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366
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367 def draw(self, state):
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368 pass
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369 #drawCube(0.6)
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370
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371
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372 class W(QGLWidget):
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373 time = 0.0
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374 index = 0
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375 def __init__(self, sim):
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376 super().__init__()
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377 self.firstRun = True
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378 self.savePNGS = False
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379 self.index = 0
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380 self.sim = sim
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381 self.resize(500,500)
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382 self.UP()
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383 t = QTimer(self)
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384 t.timeout.connect(self.UP)
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385 t.start(40)
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386
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387 def UP(self):
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388 if self.sim.result:
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389 if self.index + 1 < len(self.sim.result):
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390 self.index += 1
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391 else:
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392 self.index = 0
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393 # Paint:
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394 self.update()
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395
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396 if self.firstRun:
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397 # Create png images for the movie:
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398 if self.savePNGS:
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399 pm = self.renderPixmap()
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400 pm.save('image'+str(self.index)+'.png')
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401
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402 def initializeGL(self):
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403 glClearColor(0.0, 0.5, 0.0, 1.0)
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404 glEnable(GL_DEPTH_TEST)
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405 glDepthFunc(GL_LESS)
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406 glShadeModel(GL_SMOOTH)
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407
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408 def resizeGL(self,w,h):
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409 glViewport(0, 0, w, h)
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410 glMatrixMode(GL_PROJECTION)
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411 glLoadIdentity()
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412 gluPerspective(45.0, float(w)/float(h), 0.1, 100.0)
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413 glMatrixMode(GL_MODELVIEW)
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414
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415 def paintGL(self):
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416 glClear(GL_COLOR_BUFFER_BIT | GL_DEPTH_BUFFER_BIT) # Clear buffers
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417 glLoadIdentity() # Reset The View
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418 glTranslatef(0.0,-2.0,-10.0) # Move Left And Into The Screen
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419 glRotatef(-90.0, 1.0, 0.0, 0.0)
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420 drawFloor(2.0, 0.0)
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421 drawAxis()
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422 self.renderText(1.0, 0.0, 0.0, 'X')
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423 self.renderText(0.0, 1.0, 0.0, 'Y')
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424 self.renderText(0.0, 0.0, 1.0, 'Z')
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425 self.renderText(0.0,0.0,1.2,str(self.time))
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426 if self.sim.result:
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427 self.sim.draw(self.sim.result[self.index])
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428
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429
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430 et = 1.5
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431 dt = 0.04
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432 # sim = BouncingCube()
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433 sim = WobbelingWheel()
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434 print('starting integration... endtime =', et, ' stepsize =', dt)
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435 t0 = time.time()
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436 states = sim.simulate(et, dt)
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437 t1 = time.time()
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438 print('That was heavy, it took me ', t1 -t0, ' seconds!')
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439 app = QApplication(sys.argv)
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440 w = W(sim)
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441 w.show()
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442 sys.exit(app.exec_())
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443