annotate python/extrapolation.py @ 250:59f547aebaac

modified prediction functions, added norm/angle representation of Points
author Nicolas Saunier <nicolas.saunier@polymtl.ca>
date Mon, 23 Jul 2012 02:50:26 -0400
parents bd8ab323c198
children 13ec22bec5d4
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1 #! /usr/bin/env python
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2 '''Library for moving object extrapolation hypotheses'''
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3
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4 import moving
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5 import math
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6
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7 class ExtrapolatedTrajectory:
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8 '''Class for extrapolated trajectories with lazy evaluation
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9 if the predicted position has not been already computed, compute it
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10
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11 it should also have a probability'''
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12 def predictPosition(self, nTimeSteps):
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13 return None
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14
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15 class ExtrapolatedTrajectoryConstant(ExtrapolatedTrajectory):
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16 '''Extrapolated trajectory at constant speed or acceleration
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17 TODO add limits if acceleration
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18 TODO generalize by passing a series of velocities/accelerations'''
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20 def __init__(self, initialPosition, initialVelocity, control = moving.NormAngle(0,0), probability = 1, maxSpeed = None):
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21 self.control = control
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22 self.maxSpeed = maxSpeed
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23 self.probability = probability
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24 self.predictedPositions = {0: initialPosition}
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25 self.predictedSpeedOrientations = {0: moving.NormAngle.fromPoint(initialVelocity)}
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27 def predictPosition(self, nTimeSteps):
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28 if nTimeSteps > 0 and not nTimeSteps in self.predictedPositions.keys():
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29 self.predictedPositions[nTimeSteps], self.predictedspeedOrientations[nTimeSteps] = predictPosition(self.predictedPositions[nTimeSteps-1], self.predictedspeedOrientations[nTimeSteps-1], self.control, maxSpeed)
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30 return self.predictedPositions[nTimeSteps]
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31
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32 class ExtrapolatedTrajectoryAdaptation(ExtrapolatedTrajectoryConstant):
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33 '''Random small adaptation of vehicle control '''
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34 def __init__(self, initialPosition, initialVelocity, accelerationBounds, steeringBounds, probability = 1, maxSpeed = None):
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35 self.accelerationBounds = accelerationBounds
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36 self.steeringBounds = steeringBounds
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37 self.maxSpeed = maxSpeed
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38 self.probability = probability
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39 self.predictedPositions = {0: initialPosition}
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40 self.predictedSpeedOrientations = {0: moving.NormAngle.fromPoint(initialVelocity)}
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41
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42 def predictPosition(self, nTimeSteps):
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43 # draw acceleration and steering
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44 # TODO should the predictPosition be in the base class ??
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45 self.control = moving.NormAngle(0,0)
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46 return ExtrapolatedTrajectoryConstant.predictPosition(self, nTimeSteps)
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47
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48 # Default values: to remove because we cannot tweak that from a script where the value may be different
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49 FPS= 25 # No. of frame per second (FPS)
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50 vLimit= 25/FPS #assume limit speed is 90km/hr = 25 m/sec
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51 deltaT= FPS*5 # extrapolatation time Horizon = 5 second
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52
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53 def motion (position, velocity, acceleration):
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54 ''' extrapolation hypothesis: constant acceleration'''
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55 from math import atan2,cos,sin
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56 vInit= velocity
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57 vInitial= velocity.norm2()
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58 theta= atan2(velocity.y,velocity.x)
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59 vFinal= vInitial+acceleration
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61 if acceleration<= 0:
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62 v= max(0,vFinal)
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63 velocity= moving.Point(v* cos(theta),v* sin(theta))
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64 position= position+ (velocity+vInit). multiply(0.5)
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65 else:
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66 v= min(vLimit,vFinal)
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67 velocity= moving.Point(v* cos(theta),v* sin(theta))
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68 position= position+ (velocity+vInit). multiply(0.5)
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69 return(position,velocity)
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70
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71 def motionPET (position, velocity, acceleration, deltaT):
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72 ''' extrapolation hypothesis: constant acceleration for calculating pPET '''
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73 from math import atan2,cos,sin,fabs
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74 vInit= velocity
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75 vInitial= velocity.norm2()
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76 theta= atan2(velocity.y,velocity.x)
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77 vFinal= vInitial+acceleration * deltaT
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78 if acceleration< 0:
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79 if vFinal> 0:
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80 velocity= moving.Point(vFinal* cos(theta),vFinal* sin(theta))
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81 position= position+ (vInit+ velocity). multiply(0.5*deltaT)
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82 else:
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83 T= fabs(vInitial/acceleration)
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84 position= position + vInit. multiply(0.5*T)
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85 elif acceleration> 0 :
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86 if vFinal<= vLimit:
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87 velocity= moving.Point(vFinal* cos(theta),vFinal* sin(theta))
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88 position= position+ (vInit+ velocity). multiply(0.5*deltaT)
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89 else:
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90 time1= fabs((vLimit-vInitial)/acceleration)
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91 velocity= moving.Point(vLimit* cos(theta),vLimit* sin(theta))
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92 position= (position+ (velocity+vInit). multiply(0.5*time1)) + (velocity.multiply (deltaT-time1))
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93 elif acceleration == 0:
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94 position= position + velocity. multiply(deltaT)
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95
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96 return position
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97
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98 def timePET (position, velocity, acceleration, intersectedPoint ):
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99 ''' extrapolation hypothesis: constant acceleration for calculating pPET '''
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100 from math import atan2,cos,sin,fabs
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101 vInit= velocity
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102 vInitial= velocity.norm2()
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103 theta= atan2(velocity.y,velocity.x)
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104 vFinal= vInitial+acceleration * deltaT
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105 if acceleration< 0:
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106 if vFinal> 0:
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107 velocity= moving.Point(vFinal* cos(theta),vFinal* sin(theta))
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108 time= fabs((intersectedPoint.x-position.x)/(0.5*(vInit.x+ velocity.x)))
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109 else:
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110 time= fabs((intersectedPoint.x-position.x)/(0.5*(vInit.x)))
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111 elif acceleration> 0 :
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112 if vFinal<= vLimit:
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113 velocity= moving.Point(vFinal* cos(theta),vFinal* sin(theta))
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114 time= fabs((intersectedPoint.x-position.x)/(0.5*(vInit.x+ velocity.x)))
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115 else:
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116 time1= fabs((vLimit-vInitial)/acceleration)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
117 velocity= moving.Point(vLimit* cos(theta),vLimit* sin(theta))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
118 time2= fabs((intersectedPoint.x-position.x)/(0.5*(vInit.x+ velocity.x)))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
119 if time2<=time1:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
120 time= time2
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
121 else:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
122 position2= (position+ (velocity+vInit). multiply(0.5*time1))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
123 time= time1+fabs((intersectedPoint.x-position2.x)/( velocity.x))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
124 elif acceleration == 0:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
125 time= fabs((intersectedPoint.x-position.x)/(velocity.x))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
126
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
127 return time
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
128
243
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 240
diff changeset
129 def motionSteering (position, velocity, deltaTheta, deltaT ):
244
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
130 ''' extrapolation hypothesis: steering with deltaTheta'''
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
131 from math import atan2,cos,sin
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
132 vInitial= velocity.norm2()
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
133 theta= atan2(velocity.y,velocity.x)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
134 newTheta= theta + deltaTheta
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
135 velocity= moving.Point(vInitial* cos(newTheta),vInitial* sin(newTheta))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
136 position= position+ (velocity). multiply(deltaT)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
137 return position
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
138
243
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parents: 240
diff changeset
139 def MonteCarlo(movingObject1,movingObject2, instant):
244
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
140 ''' Monte Carlo Simulation : estimate the probability of collision'''
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
141 from random import uniform
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
142 from math import pow, sqrt, sin, cos,atan2
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
143 N=1000
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
144 ProbOfCollision = 0
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
145 for n in range (1, N):
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
146 # acceleration limit
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
147 acc1 = uniform(-0.040444,0)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
148 acc2 = uniform(-0.040444,0)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
149 p1= movingObject1.getPositionAtInstant(instant)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
150 p2= movingObject2.getPositionAtInstant(instant)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
151 v1= movingObject1.getVelocityAtInstant(instant)
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
152 v2= movingObject2.getVelocityAtInstant(instant)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
153 distance= (p1-p2).norm2()
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
154 distanceThreshold= 1.8
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
155 t=1
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Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
156 while distance > distanceThreshold and t <= deltaT:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
157 # Extrapolation position
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
158 (p1,v1) = motion(p1,v1,acc1)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
159 (p2,v2) = motion(p2,v2,acc2)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
160 distance= (p1-p2).norm2()
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
161 if distance <=distanceThreshold:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
162 ProbOfCollision= ProbOfCollision+1
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
163 t+=1
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
164 POC= float(ProbOfCollision)/N
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
165 return POC
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
166
243
e0988a8ace0c started adapting and moving to other modules Mohamed's work
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 240
diff changeset
167 def velocitySteering(velocity,steering):
244
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
168 from math import atan2,cos,sin
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
169 vInitial= velocity.norm2()
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
170 theta= atan2(velocity.y,velocity.x)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
171 newTheta= theta + steering
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
172 v= moving.Point(vInitial* cos(newTheta),vInitial* sin(newTheta))
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
173 return v
243
e0988a8ace0c started adapting and moving to other modules Mohamed's work
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 240
diff changeset
174
e0988a8ace0c started adapting and moving to other modules Mohamed's work
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 240
diff changeset
175 def MonteCarloSteering(movingObject1,movingObject2, instant,steering1,steering2):
244
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
176 ''' Monte Carlo Simulation : estimate the probability of collision in case of steering'''
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
177 from random import uniform
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
178 from math import pow, sqrt, sin, cos,atan2
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
179 N=1000
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
180 L= 2.4
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
181 ProbOfCollision = 0
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
182 for n in range (1, N):
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
183 # acceleration limit
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
184 acc1 = uniform(-0.040444,0)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
185 acc2 = uniform(-0.040444,0)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
186 p1= movingObject1.getPositionAtInstant(instant)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
187 p2= movingObject2.getPositionAtInstant(instant)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
188 vInit1= movingObject1.getVelocityAtInstant(instant)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
189 v1= velocitySteering (vInit1,steering1)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
190 vInit2= movingObject2.getVelocityAtInstant(instant)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
191 v2= velocitySteering (vInit2,steering2)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
192 distance= (p1-p2).norm2()
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
193 distanceThreshold= 1.8
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
194 t=1
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
195 while distance > distanceThreshold and t <= deltaT:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
196 # Extrapolation position
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
197 (p1,v1) = motion(p1,v1,acc1)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
198 (p2,v2) = motion(p2,v2,acc2)
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
199 distance= (p1-p2).norm2()
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
200 if distance <=distanceThreshold:
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
201 ProbOfCollision= ProbOfCollision+1
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
202 t+=1
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
203 POC= float(ProbOfCollision)/N
5027c174ab90 moved indicators to new file, added ExtrapolatedTrajectory class to extrapolation file
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 243
diff changeset
204 return POC
243
e0988a8ace0c started adapting and moving to other modules Mohamed's work
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 240
diff changeset
205
e0988a8ace0c started adapting and moving to other modules Mohamed's work
Nicolas Saunier <nicolas.saunier@polymtl.ca>
parents: 240
diff changeset
206