annotate python/moving.py @ 105:9844c69d8fa2

added multiply method to Point
author Nicolas Saunier <nico@confins.net>
date Thu, 14 Jul 2011 19:48:30 -0400
parents 13187af8622d
children 916678481896
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1 #! /usr/bin/env python
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2 '''Libraries for moving objects, trajectories...'''
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3
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4 import utils;
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5 import cvutils;
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6
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7 from math import sqrt, hypot;
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8
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9 #from shapely.geometry import Polygon
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10
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11 __metaclass__ = type
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13 #class MovingObject:
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15 class Interval:
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16 '''Generic Interval'''
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17 def __init__(self, first=0, last=-1, revert = False):
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18 'Warning, do not revert if last<first, it contradicts the definition of empty'
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19 if revert and last<first:
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20 self.first=last
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21 self.last=first
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22 else:
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23 self.first=first
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24 self.last=last
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26 def __str__(self):
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27 return '[{0}, {1}]'.format(self.first, self.last)
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28
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29 def __repr__(self):
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30 return self.__str__()
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32 def empty(self):
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33 return self.first > self.last
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35 def length(self):
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36 '''Returns the length of the interval'''
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37 return float(max(0,self.last-self.first))
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38
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39 def equal(self, i2):
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40 return self.first==i2.first and self.last == i2.last
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41
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42 def getList(self):
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43 return [self.first, self.last]
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44
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45 def contains(self, instant):
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46 return (self.first<=instant and self.last>=instant)
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48 def inside(self, interval2):
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49 'indicates if the temporal interval of self is comprised in interval2'
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50 return (self.first >= interval2.first) and (self.last <= interval2.last)
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52 def union(self, interval2):
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53 '''Largest interval comprising self and interval2'''
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54 return TimeInterval(min(self.first, interval2.first), max(self.last, interval2.last))
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56 def intersection(self, interval2):
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57 '''Largest interval comprised in both self and interval2'''
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58 return TimeInterval(max(self.first, interval2.first), min(self.last, interval2.last))
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59
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60
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61 class TimeInterval(Interval):
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62 '''Temporal interval based on frame numbers (hence the modified length method)
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63 may be modified directly by setting first and last'''
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64
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65 def __init__(self, first=0, last=-1):
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66 Interval.__init__(self, first, last, False)
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67
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68 def __getitem__(self, i):
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69 if not self.empty():
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70 return self.first+i
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71
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72 def __iter__(self):
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73 self.iterInstantNum = 0
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74 return self
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75
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76 def next(self):
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77 if self.iterInstantNum >= self.length()-1:
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78 raise StopIteration
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79 else:
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80 self.iterInstantNum += 1
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81 return self[self.iterInstantNum]
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82
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83 def length(self):
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84 '''Returns the length of the interval'''
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85 return float(max(0,self.last-self.first+1))
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86
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87 # class BoundingPolygon:
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88 # '''Class for a polygon bounding a set of points
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89 # with methods to create intersection, unions...
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90 # '''
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91 # We will use the polygon class of Shapely
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92
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93 class STObject:
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94 '''Class for spatio-temporal object
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95 i.e. with temporal and spatial existence
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96 (time interval and bounding polygon for positions (e.g. rectangle)).
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97 It does not mean that the object is defined
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98 for all time instants within the time interval'''
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99
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100 def __init__(self, num = None, timeInterval = None, boundingPolygon = None):
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101 self.num = num
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102 self.timeInterval = timeInterval
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103 self.boundingPolygon = boundingPolygon
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104
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105 def empty(self):
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106 return self.timeInterval.empty() or not self.boudingPolygon
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107
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108 def getFirstInstant(self):
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109 return self.timeInterval.first
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110
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111 def getLastInstant(self):
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112 return self.timeInterval.last
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113
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114 def getTimeInterval(self):
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115 return self.timeInterval
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116
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117 def commonTimeInterval(self, obj2):
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118 return self.getTimeInterval().intersection(obj2.getTimeInterval())
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119
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120 class Point:
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121 def __init__(self, x, y):
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122 self.x = x
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123 self.y = y
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124
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125 def __str__(self):
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126 return '(%f,%f)'%(self.x,self.y)
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127
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128 def __repr__(self):
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129 return self.__str__()
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130
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131 def __sub__(self, other):
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132 return Point(self.x-other.x, self.y-other.y)
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133
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134 def multiply(self, alpha):
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135 return Point(self.x*alpha, self.y*alpha)
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136
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137 def draw(self, options = ''):
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138 from matplotlib.pylab import plot
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139 plot([self.x], [self.y], 'x'+options)
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140
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141 def norm2Squared(self):
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142 '''2-norm distance (Euclidean distance)'''
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143 return self.x*self.x+self.y*self.y
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144
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145 def norm2(self):
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146 '2-norm distance (Euclidean distance)'
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diff changeset
147 return sqrt(self.norm2Squared())
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148
64
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diff changeset
149 def aslist(self):
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diff changeset
150 return [self.x, self.y]
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151
98
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diff changeset
152 def project(self, homography):
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diff changeset
153 from numpy.core.multiarray import array
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diff changeset
154 projected = cvutils.projectArray(homography, array([[self.x], [self.y]]))
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diff changeset
155 return Point(projected[0], projected[1])
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156
79
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157 def inPolygon(self, poly):
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diff changeset
158 '''Returns if the point x, y is inside the polygon.
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diff changeset
159 The polygon is defined by the ordered list of points in poly
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160
92
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diff changeset
161 taken from http://www.ariel.com.au/a/python-point-int-poly.html
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162
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diff changeset
163 Use points_inside_poly from matplotlib.nxutils'''
79
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164
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165 n = len(poly);
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diff changeset
166 counter = 0;
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diff changeset
167
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168 p1 = poly[0];
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169 for i in range(n+1):
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170 p2 = poly[i % n];
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diff changeset
171 if self.y > min(p1.y,p2.y):
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172 if self.y <= max(p1.y,p2.y):
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diff changeset
173 if self.x <= max(p1.x,p2.x):
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diff changeset
174 if p1.y != p2.y:
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diff changeset
175 xinters = (self.y-p1.y)*(p2.x-p1.x)/(p2.y-p1.y)+p1.x;
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diff changeset
176 if p1.x == p2.x or self.x <= xinters:
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177 counter+=1;
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178 p1=p2
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179 return (counter%2 == 1);
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180
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181
49
1fb5606506ae re-arrangement
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diff changeset
182 @staticmethod
67
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183 def dot(p1, p2):
89
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diff changeset
184 'Scalar product'
67
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diff changeset
185 return p1.x*p2.x+p1.y*p2.y
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186
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187 @staticmethod
90
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188 def cross(p1, p2):
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189 'Cross product'
89
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diff changeset
190 return p1.x*p2.y-p1.y*p2.x
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191
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diff changeset
192 @staticmethod
38
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193 def distanceNorm2(p1, p2):
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194 return (p1-p2).norm2()
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195
64
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196 @staticmethod
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197 def plotAll(points, color='r'):
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diff changeset
198 from matplotlib.pyplot import scatter
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diff changeset
199 scatter([p.x for p in points],[p.y for p in points], c=color)
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200
7
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201 class Trajectory:
2
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202 '''Class for trajectories
22
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203 i.e. a temporal sequence of positions
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204
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diff changeset
205 the class is iterable.'''
7
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206
79
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diff changeset
207 def __init__(self, positions=None):
43
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diff changeset
208 self.positions = positions
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209
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diff changeset
210 @staticmethod
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211 def load(line1, line2):
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diff changeset
212 return Trajectory([[float(n) for n in line1.split(' ')],
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diff changeset
213 [float(n) for n in line2.split(' ')]])
7
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diff changeset
214
16
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parents: 14
diff changeset
215 def __str__(self):
39
e47168f6b694 corrected printing bug
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parents: 38
diff changeset
216 return ' '.join([self.__getitem__(i).__str__() for i in xrange(self.length())])
16
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parents: 14
diff changeset
217
69
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diff changeset
218 def __repr__(self):
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diff changeset
219 return str(self)
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diff changeset
220
23
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diff changeset
221 def __getitem__(self, i):
25
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diff changeset
222 return Point(self.positions[0][i], self.positions[1][i])
23
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parents: 22
diff changeset
223
22
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parents: 21
diff changeset
224 def __iter__(self):
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parents: 21
diff changeset
225 self.iterInstantNum = 0
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diff changeset
226 return self
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parents: 21
diff changeset
227
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parents: 21
diff changeset
228 def next(self):
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parents: 21
diff changeset
229 if self.iterInstantNum >= self.length():
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parents: 21
diff changeset
230 raise StopIteration
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parents: 21
diff changeset
231 else:
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parents: 21
diff changeset
232 self.iterInstantNum += 1
23
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parents: 22
diff changeset
233 return self[self.iterInstantNum-1]
22
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diff changeset
234
71
45e958ccd9bd added new addPosition method to Trajectory
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diff changeset
235 def addPositionXY(self, x, y):
7
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
236 if not self.positions:
71
45e958ccd9bd added new addPosition method to Trajectory
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diff changeset
237 self.positions = [[x],[y]]
7
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parents: 6
diff changeset
238 else:
71
45e958ccd9bd added new addPosition method to Trajectory
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parents: 69
diff changeset
239 self.positions[0].append(x)
45e958ccd9bd added new addPosition method to Trajectory
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diff changeset
240 self.positions[1].append(y)
7
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parents: 6
diff changeset
241
71
45e958ccd9bd added new addPosition method to Trajectory
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parents: 69
diff changeset
242 def addPosition(self, p):
79
5d487f183fe2 added method to test points in polygons and tests
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parents: 74
diff changeset
243 self.addPositionXY(p.x, p.y)
71
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parents: 69
diff changeset
244
25
28e546861263 added Point class and modified trajectory accordingly
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parents: 23
diff changeset
245 def draw(self, options = ''):
7
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
246 from matplotlib.pylab import plot
25
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parents: 23
diff changeset
247 plot(self.positions[0], self.positions[1], options)
2
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parents: 0
diff changeset
248
21
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parents: 19
diff changeset
249 def length(self):
23
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parents: 22
diff changeset
250 return len(self.positions[0])
21
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parents: 19
diff changeset
251
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parents: 19
diff changeset
252 def getXCoordinates(self):
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parents: 19
diff changeset
253 return self.positions[0]
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parents: 19
diff changeset
254
3c4629550f5f added basic getters for objects
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parents: 19
diff changeset
255 def getYCoordinates(self):
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parents: 19
diff changeset
256 return self.positions[1]
92
a5ef9e40688e makes use of matplotlib function to test if point is in a polygon
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parents: 91
diff changeset
257
a5ef9e40688e makes use of matplotlib function to test if point is in a polygon
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parents: 91
diff changeset
258 def asArray(self):
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diff changeset
259 from numpy.core.multiarray import array
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diff changeset
260 return array(self.positions)
21
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parents: 19
diff changeset
261
14
e7bbe8465591 homography and other utils
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parents: 13
diff changeset
262 def xBounds(self):
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parents: 13
diff changeset
263 # look for function that does min and max in one pass
21
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parents: 19
diff changeset
264 return [min(self.getXCoordinates()), max(self.getXCoordinates())]
14
e7bbe8465591 homography and other utils
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parents: 13
diff changeset
265
e7bbe8465591 homography and other utils
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parents: 13
diff changeset
266 def yBounds(self):
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parents: 13
diff changeset
267 # look for function that does min and max in one pass
21
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parents: 19
diff changeset
268 return [min(self.getYCoordinates()), max(self.getYCoordinates())]
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parents: 19
diff changeset
269
43
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parents: 41
diff changeset
270 def add(self, traj2):
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parents: 41
diff changeset
271 '''Returns a new trajectory of the same length'''
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parents: 41
diff changeset
272 if self.length() != traj2.length():
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parents: 41
diff changeset
273 print 'Trajectories of different lengths'
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parents: 41
diff changeset
274 return None
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parents: 41
diff changeset
275 else:
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parents: 41
diff changeset
276 return Trajectory([[a+b for a,b in zip(self.getXCoordinates(),traj2.getXCoordinates())],
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parents: 41
diff changeset
277 [a+b for a,b in zip(self.getYCoordinates(),traj2.getYCoordinates())]])
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parents: 41
diff changeset
278
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parents: 41
diff changeset
279 def subtract(self, traj2):
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parents: 41
diff changeset
280 '''Returns a new trajectory of the same length'''
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parents: 41
diff changeset
281 if self.length() != traj2.length():
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parents: 41
diff changeset
282 print 'Trajectories of different lengths'
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parents: 41
diff changeset
283 return None
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parents: 41
diff changeset
284 else:
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parents: 41
diff changeset
285 return Trajectory([[a-b for a,b in zip(self.getXCoordinates(),traj2.getXCoordinates())],
6d11d9e7ad4e methods for trajectories and objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 41
diff changeset
286 [a-b for a,b in zip(self.getYCoordinates(),traj2.getYCoordinates())]])
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parents: 41
diff changeset
287
16
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parents: 14
diff changeset
288 def norm(self):
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parents: 14
diff changeset
289 '''Returns the list of the norms at each instant'''
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parents: 14
diff changeset
290 # def add(x, y): return x+y
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parents: 14
diff changeset
291 # sq = map(add, [x*x for x in self.positions[0]], [y*y for y in self.positions[1]])
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parents: 14
diff changeset
292 # return sqrt(sq)
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parents: 14
diff changeset
293 return [hypot(x,y) for x,y in zip(self.positions[0], self.positions[1])]
14
e7bbe8465591 homography and other utils
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parents: 13
diff changeset
294
49
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diff changeset
295 def cumulatedDisplacement(self):
91
daa05fae1a70 modified the type of the result of interval lengths to float, added comments
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diff changeset
296 'Returns the sum of the distances between each successive point'
49
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diff changeset
297 displacement = 0
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parents: 43
diff changeset
298 for i in xrange(self.length()-1):
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diff changeset
299 displacement += Point.distanceNorm2(self.__getitem__(i),self.__getitem__(i+1))
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parents: 43
diff changeset
300 return displacement
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parents: 43
diff changeset
301
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parents: 43
diff changeset
302 def wiggliness(self):
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parents: 43
diff changeset
303 return self.cumulatedDisplacement()/float(Point.distanceNorm2(self.__getitem__(0),self.__getitem__(self.length()-1)))
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diff changeset
304
83
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parents: 79
diff changeset
305 def getIntersections(self, p1, p2):
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parents: 79
diff changeset
306 '''Returns a list of the indices at which the trajectory
91
daa05fae1a70 modified the type of the result of interval lengths to float, added comments
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parents: 90
diff changeset
307 intersects with the segment of extremities p1 and p2
daa05fae1a70 modified the type of the result of interval lengths to float, added comments
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diff changeset
308 the list is empty if there is no crossing'''
83
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parents: 79
diff changeset
309 indices = []
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parents: 79
diff changeset
310
41da2cdcd91c re-arranged trajectory intersections
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parents: 79
diff changeset
311 for i in xrange(self.length()-1):
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
312 q1=self.__getitem__(i)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
313 q2=self.__getitem__(i+1)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
314 p = utils.segmentIntersection(q1, q2, p1, p2)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
315 if p:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
316 if q1.x != q2.x:
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parents: 79
diff changeset
317 ratio = (p.x-q1.x)/(q2.x-q1.x)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
318 elif q1.y != q2.y:
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parents: 79
diff changeset
319 ratio = (p.y-q1.y)/(q2.y-q1.y)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
320 else:
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
321 ratio = 0
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parents: 79
diff changeset
322 indices.append(i+ratio)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
323 return indices
41da2cdcd91c re-arranged trajectory intersections
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parents: 79
diff changeset
324
43
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diff changeset
325 def getTrajectoryInInterval(self, inter):
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parents: 41
diff changeset
326 if inter.first >=0 and inter.last<= self.length():
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parents: 41
diff changeset
327 return Trajectory([self.positions[0][inter.first:inter.last],
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parents: 41
diff changeset
328 self.positions[1][inter.first:inter.last]])
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parents: 41
diff changeset
329 else:
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parents: 41
diff changeset
330 return None
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parents: 41
diff changeset
331
92
a5ef9e40688e makes use of matplotlib function to test if point is in a polygon
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parents: 91
diff changeset
332 def getTrajectoryInPolygon(self, polygon):
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parents: 91
diff changeset
333 '''Returns the set of points inside the polygon
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parents: 91
diff changeset
334 (array of Nx2 coordinates of the polygon vertices)'''
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parents: 91
diff changeset
335 import matplotlib.nxutils as nx
79
5d487f183fe2 added method to test points in polygons and tests
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parents: 74
diff changeset
336 t = Trajectory()
92
a5ef9e40688e makes use of matplotlib function to test if point is in a polygon
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parents: 91
diff changeset
337 result = nx.points_inside_poly(self.asArray().T, polygon)
79
5d487f183fe2 added method to test points in polygons and tests
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parents: 74
diff changeset
338 for i in xrange(self.length()):
92
a5ef9e40688e makes use of matplotlib function to test if point is in a polygon
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parents: 91
diff changeset
339 if result[i]:
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diff changeset
340 t.addPositionXY(self.positions[0][i], self.positions[1][i])
79
5d487f183fe2 added method to test points in polygons and tests
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parents: 74
diff changeset
341 if t.length()>0:
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diff changeset
342 return t
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parents: 74
diff changeset
343 else:
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diff changeset
344 return None
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parents: 74
diff changeset
345
5d487f183fe2 added method to test points in polygons and tests
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diff changeset
346 # version 2: use shapely polygon contains
19
5a21d2cfee44 added polygon plotting
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parents: 16
diff changeset
347
62
290fceb125d2 moved road user types and added plotting for all road users
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diff changeset
348 ##################
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
349 # Moving Objects
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parents: 58
diff changeset
350 ##################
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parents: 58
diff changeset
351
290fceb125d2 moved road user types and added plotting for all road users
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parents: 58
diff changeset
352 userTypeNames = ['car',
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parents: 58
diff changeset
353 'pedestrian',
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parents: 58
diff changeset
354 'twowheels',
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
355 'bus'
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parents: 58
diff changeset
356 'truck']
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diff changeset
357
7
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
358 class MovingObject(STObject):
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parents: 6
diff changeset
359 '''Class for moving objects
54
c354d41ef7cd corrected code for usertype in movingobject
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parents: 49
diff changeset
360 i.e. with a trajectory and a geometry (volume) (constant)
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parents: 49
diff changeset
361 and a usertype (e.g. road user)
7
ffddccfab7f9 loading shell objects from NGSIM works
Nicolas Saunier <nico@confins.net>
parents: 6
diff changeset
362 '''
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
363
54
c354d41ef7cd corrected code for usertype in movingobject
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 49
diff changeset
364 def __init__(self, num = None, timeInterval = None, positions = None, geometry = None, userType = None):
7
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
365 STObject.__init__(self, num, timeInterval)
16
9d6831cfe675 added tools for speed
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parents: 14
diff changeset
366 self.positions = positions
7
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
367 self.geometry = geometry
54
c354d41ef7cd corrected code for usertype in movingobject
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 49
diff changeset
368 self.userType = userType
7
ffddccfab7f9 loading shell objects from NGSIM works
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parents: 6
diff changeset
369 # compute bounding polygon from trajectory
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Nicolas Saunier <nico@confins.net>
parents: 6
diff changeset
370
43
6d11d9e7ad4e methods for trajectories and objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 41
diff changeset
371 def getObjectInTimeInterval(self, inter):
54
c354d41ef7cd corrected code for usertype in movingobject
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 49
diff changeset
372 '''Returns a new object extracted from self,
c354d41ef7cd corrected code for usertype in movingobject
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 49
diff changeset
373 restricted to time interval inter'''
97
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
374 intersection = inter.intersection(self.getTimeInterval())
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
375 if not intersection.empty():
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
376 trajectoryInterval = TimeInterval(intersection.first-self.getFirstInstant(), intersection.last-self.getFirstInstant())
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
377 obj = MovingObject(self.num, intersection, self.positions.getTrajectoryInInterval(trajectoryInterval), self.geometry, self.userType)
43
6d11d9e7ad4e methods for trajectories and objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 41
diff changeset
378 if self.velocities:
97
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
379 obj.velocities = self.velocities.getTrajectoryInInterval(trajectoryInterval)
43
6d11d9e7ad4e methods for trajectories and objects
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parents: 41
diff changeset
380 return obj
6d11d9e7ad4e methods for trajectories and objects
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parents: 41
diff changeset
381 else:
6d11d9e7ad4e methods for trajectories and objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 41
diff changeset
382 print 'The object does not exist at '+str(inter)
6d11d9e7ad4e methods for trajectories and objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 41
diff changeset
383 return None
6d11d9e7ad4e methods for trajectories and objects
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parents: 41
diff changeset
384
21
3c4629550f5f added basic getters for objects
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parents: 19
diff changeset
385 def length(self):
3c4629550f5f added basic getters for objects
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parents: 19
diff changeset
386 return self.timeInterval.length()
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
387
38
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
388 def getPositions(self):
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
389 return self.positions
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
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parents: 30
diff changeset
390
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
391 def getVelocities(self):
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
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parents: 30
diff changeset
392 return self.velocities
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
393
49
1fb5606506ae re-arrangement
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 43
diff changeset
394 def getSpeeds(self):
1fb5606506ae re-arrangement
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 43
diff changeset
395 return self.getVelocities().norm()
1fb5606506ae re-arrangement
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 43
diff changeset
396
38
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
397 def getPositionAt(self, i):
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
398 return self.positions[i]
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
399
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
400 def getVelocityAt(self, i):
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
401 return self.velocities[i]
0d321c23d337 added norm functions for Point and accessor methods for MovingObject
Nicolas Saunier <nico@confins.net>
parents: 30
diff changeset
402
67
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
403 def getPositionAtInstant(self, i):
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
404 return self.positions[i-self.getFirstInstant()]
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
405
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
406 def getVelocityAtInstant(self, i):
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
407 return self.velocities[i-self.getFirstInstant()]
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
408
21
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
409 def getXCoordinates(self):
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
410 return self.positions.getXCoordinates()
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
411
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
412 def getYCoordinates(self):
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
413 return self.positions.getYCoordinates()
3c4629550f5f added basic getters for objects
Nicolas Saunier <nico@confins.net>
parents: 19
diff changeset
414
25
28e546861263 added Point class and modified trajectory accordingly
Nicolas Saunier <nico@confins.net>
parents: 23
diff changeset
415 def draw(self, options = ''):
28e546861263 added Point class and modified trajectory accordingly
Nicolas Saunier <nico@confins.net>
parents: 23
diff changeset
416 self.positions.draw(options)
22
169cd4679366 made Trajectory iterable
Nicolas Saunier <nico@confins.net>
parents: 21
diff changeset
417
83
41da2cdcd91c re-arranged trajectory intersections
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
418 def getInstantsCrossingLane(self, p1, p2):
55
88d5ee5ac164 updated comments and added shell for interaction between road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 54
diff changeset
419 '''Returns the instant(s)
88d5ee5ac164 updated comments and added shell for interaction between road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 54
diff changeset
420 at which the object passes from one side of the segment to the other
88d5ee5ac164 updated comments and added shell for interaction between road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 54
diff changeset
421 empty list if there is no crossing'''
83
41da2cdcd91c re-arranged trajectory intersections
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parents: 79
diff changeset
422 indices = self.positions.getIntersections(p1, p2)
41da2cdcd91c re-arranged trajectory intersections
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 79
diff changeset
423 return [t+self.getFirstInstant() for t in indices]
27
44689029a86f updated segmentIntersection and other
Nicolas Saunier <nico@confins.net>
parents: 26
diff changeset
424
67
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
425 @staticmethod
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
426 def collisionCourseDotProduct(movingObject1, movingObject2, instant):
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
427 'A positive result indicates that the road users are getting closer'
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
428 deltap = movingObject1.getPositionAtInstant(instant)-movingObject2.getPositionAtInstant(instant)
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
429 deltav = movingObject2.getVelocityAtInstant(instant)-movingObject1.getVelocityAtInstant(instant)
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
430 return moving.Point.dot(deltap, deltav)
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
431
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
432 @staticmethod
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
433 def collisionCourseCosine(movingObject1, movingObject2, instant):
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
434 'A positive result indicates that the road users are getting closer'
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
435 deltap = movingObject1.getPositionAtInstant(instant)-movingObject2.getPositionAtInstant(instant)
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
436 deltav = movingObject2.getVelocityAtInstant(instant)-movingObject1.getVelocityAtInstant(instant)
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
437 return moving.Point.dot(deltap, deltav)/(deltap.norm2()*deltav.norm2())
2
de5642925615 started implementation of TimeInterval and Spatio-temporal object
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
438
62
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
439 def plotRoadUsers(objects, colors):
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
440 '''Colors is a PlottingPropertyValues instance'''
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
441 from matplotlib.pyplot import figure, axis
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
442 figure()
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
443 for obj in objects:
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
444 obj.draw(colors.get(obj.userType))
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
445 axis('equal')
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
446
290fceb125d2 moved road user types and added plotting for all road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 58
diff changeset
447
13
30559b2cf7a9 minimal code to load UBC data
Nicolas Saunier <nico@confins.net>
parents: 7
diff changeset
448 # need for a class representing the indicators, their units, how to print them in graphs...
6
597d61c1eebe minor doc update
Nicolas Saunier <nico@confins.net>
parents: 2
diff changeset
449 class TemporalIndicator:
597d61c1eebe minor doc update
Nicolas Saunier <nico@confins.net>
parents: 2
diff changeset
450 '''Class for temporal indicators
30
418b41056e6c after merge
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parents: 28
diff changeset
451 i.e. indicators that take a value at specific instants
418b41056e6c after merge
Nicolas Saunier <nico@confins.net>
parents: 28
diff changeset
452
58
40e1508380ed developed indicator classes
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parents: 56
diff changeset
453 values should be
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
454 * a dict, for the values at specific time instants
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
455 * or a list with a time interval object if continuous measurements
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
456
30
418b41056e6c after merge
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parents: 28
diff changeset
457 it should have more information like name, unit'''
418b41056e6c after merge
Nicolas Saunier <nico@confins.net>
parents: 28
diff changeset
458
58
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
459 def __init__(self, name, values, timeInterval=None):
30
418b41056e6c after merge
Nicolas Saunier <nico@confins.net>
parents: 28
diff changeset
460 self.name = name
74
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
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diff changeset
461 self.isCosine = name.find('Cosine')
30
418b41056e6c after merge
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parents: 28
diff changeset
462 self.values = values
58
40e1508380ed developed indicator classes
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parents: 56
diff changeset
463 self.timeInterval = timeInterval
69
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
464 if timeInterval:
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
465 assert len(values) == timeInterval.length()
58
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
466
68
846fa9dc47de empty method for indicators
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parents: 67
diff changeset
467 def empty(self):
846fa9dc47de empty method for indicators
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 67
diff changeset
468 return len(self.values) == 0
846fa9dc47de empty method for indicators
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 67
diff changeset
469
69
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
470 def __getitem__(self, i):
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
471 if self.timeInterval:
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
472 if self.timeInterval.contains(i):
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
473 return self.values[i-self.timeInterval.first]
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
474 else:
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
475 if i in self.values.keys():
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
476 return self.values[i]
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
477 return None # default
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
478
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
479 def __iter__(self):
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
480 self.iterInstantNum = 0 # index in the interval or keys of the dict
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
481 return self
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
482
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
483 def next(self):
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
484 if self.iterInstantNum >= len(self.values):#(self.timeInterval and self.iterInstantNum>=self.timeInterval.length())\
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
485 # or (self.iterInstantNum >= self.values)
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
486 raise StopIteration
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
487 else:
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
488 self.iterInstantNum += 1
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
489 if self.timeInterval:
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
490 return self.values[self.iterInstantNum-1]
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
491 else:
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
492 return self.values.values()[self.iterInstantNum-1]
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
493
93
19603b5fa578 added timeinterval computation for indicators based on dictionaries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 92
diff changeset
494 def getTimeInterval(self):
19603b5fa578 added timeinterval computation for indicators based on dictionaries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 92
diff changeset
495 if not self.timeInterval and type(self.values)==dict:
19603b5fa578 added timeinterval computation for indicators based on dictionaries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 92
diff changeset
496 instants = self.values.keys()
97
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
497 if instants:
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
498 self.timeInterval = TimeInterval(instants[0], instants[-1])
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
499 else:
b3a1c26e2f22 corrected getObjectInInterval for MovingObject and timeintervals for TemporalIndicator
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 96
diff changeset
500 self.timeInterval = TimeInterval()
93
19603b5fa578 added timeinterval computation for indicators based on dictionaries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 92
diff changeset
501 return self.timeInterval
19603b5fa578 added timeinterval computation for indicators based on dictionaries
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 92
diff changeset
502
74
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
503 def getValues(self):
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
504 if self.timeInterval:
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
505 return self.values
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
506 else:
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
507 return self.values.values()
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
508
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
509 def getAngleValues(self):
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
510 '''if the indicator is a function of an angle,
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
511 transform it to an angle (eg cos)
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
512 (no transformation otherwise)'''
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
513 from numpy import arccos
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
514 values = self.getValues()
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
515 if self.isCosine >= 0:
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
516 return [arccos(c) for c in values]
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
517 else:
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
518 return values
d3e1a7cf3375 added functions to get simply the values of indicators (and arccos transform for cosines
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 71
diff changeset
519
58
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
520 class SeverityIndicator(TemporalIndicator):
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
521 '''Class for severity indicators
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
522 field mostSevereIsMax is True
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
523 if the most severe value taken by the indicator is the maximum'''
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
524
67
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
525 def __init__(self, name, values, timeInterval=None, mostSevereIsMax=True, ignoredValue = None):
ded58c424783 added indicator computation and modified severity indicator constructor
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 66
diff changeset
526 TemporalIndicator.__init__(self, name, values, timeInterval)
58
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
527 self.mostSevereIsMax = mostSevereIsMax
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
528 self.ignoredValue = ignoredValue
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
529
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
530 def getMostSevereValue(self, minNInstants=1):
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
531 from matplotlib.mlab import find
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
532 from numpy.core.multiarray import array
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
533 from numpy.core.fromnumeric import mean
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
534 values = array(self.values.values())
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
535 if self.ignoredValue:
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
536 indices = find(values != self.ignoredValue)
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
537 else:
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
538 indices = range(len(values))
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
539 if len(indices) >= minNInstants:
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
540 values = sorted(values[indices], reverse = self.mostSevereIsMax) # inverted if most severe is max -> take the first values
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
541 return mean(values[:minNInstants])
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
542 else:
40e1508380ed developed indicator classes
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 56
diff changeset
543 return None
6
597d61c1eebe minor doc update
Nicolas Saunier <nico@confins.net>
parents: 2
diff changeset
544
65
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
545 def indicatorMap(indicatorValues, trajectory, squareSize):
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
546 '''Returns a dictionary
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
547 with keys for the indices of the cells (squares)
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
548 in which the trajectory positions are located
69
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
549 at which the indicator values are attached
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
550
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
551 ex: speeds and trajectory'''
cc192d0450b3 added full support for two implementations of indicators, with tests
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 68
diff changeset
552
65
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
553 from numpy import floor, mean
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
554 assert len(indicatorValues) == trajectory.length()
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
555 indicatorMap = {}
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
556 for k in xrange(trajectory.length()):
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
557 p = trajectory[k]
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
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558 i = floor(p.x/squareSize)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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559 j = floor(p.y/squareSize)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
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560 if indicatorMap.has_key((i,j)):
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
561 indicatorMap[(i,j)].append(indicatorValues[k])
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parents: 64
diff changeset
562 else:
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
563 indicatorMap[(i,j)] = [indicatorValues[k]]
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
564 for k in indicatorMap.keys():
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
565 indicatorMap[k] = mean(indicatorMap[k])
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
566 return indicatorMap
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
567
66
56fe4ef1377e generalized map combination to different functions
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parents: 65
diff changeset
568 def combineIndicatorMaps(maps, squareSize, combinationFunction):
65
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
569 '''Puts many indicator maps together
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parents: 64
diff changeset
570 (averaging the values in each cell
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parents: 64
diff changeset
571 if more than one maps has a value)'''
66
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parents: 65
diff changeset
572 #from numpy import mean
65
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parents: 64
diff changeset
573 indicatorMap = {}
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parents: 64
diff changeset
574 for m in maps:
75cf537b8d88 moved and generalized map making functions to the library
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parents: 64
diff changeset
575 for k,v in m.iteritems():
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
576 if indicatorMap.has_key(k):
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
577 indicatorMap[k].append(v)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
578 else:
75cf537b8d88 moved and generalized map making functions to the library
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
579 indicatorMap[k] = [v]
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
580 for k in indicatorMap.keys():
66
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 65
diff changeset
581 indicatorMap[k] = combinationFunction(indicatorMap[k])
65
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
582 return indicatorMap
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 64
diff changeset
583
2
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
584 if __name__ == "__main__":
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
585 import doctest
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
586 import unittest
43
6d11d9e7ad4e methods for trajectories and objects
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 41
diff changeset
587 suite = doctest.DocFileSuite('tests/moving.txt')
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parents: 41
diff changeset
588 #suite = doctest.DocTestSuite()
2
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
589 unittest.TextTestRunner().run(suite)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
590 #doctest.testmod()
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 0
diff changeset
591 #doctest.testfile("example.txt")
55
88d5ee5ac164 updated comments and added shell for interaction between road users
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 54
diff changeset
592