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@ -67,7 +67,7 @@ def estimate_pose(particles_list):
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sin_certainty = np.average([abs(np.sin(theta) - i) for i in sin_values])
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sin_certainty = np.average([abs(np.sin(theta) - i) for i in sin_values])
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certainty = np.average([x_certainty, y_certainty, cos_certainty, sin_certainty])
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certainty = np.average([x_certainty, y_certainty, cos_certainty, sin_certainty])
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return Particle(x, y, theta), certainty
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return Particle(x, y, theta)
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def move_particle(particle, delta_x, delta_y, delta_theta):
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def move_particle(particle, delta_x, delta_y, delta_theta):
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@ -199,7 +199,7 @@ try:
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num_particles = 2000
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num_particles = 2000
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particles = initialize_particles(num_particles)
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particles = initialize_particles(num_particles)
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est_pose, _ = particle.estimate_pose(particles) # The estimate of the robots current pose
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est_pose = particle.estimate_pose(particles) # The estimate of the robots current pose
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# Driving parameters
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# Driving parameters
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velocity = 0.0 # cm/sec
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velocity = 0.0 # cm/sec
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@ -252,10 +252,8 @@ try:
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p.setWeight(1.0/num_particles)
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p.setWeight(1.0/num_particles)
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particle.add_uncertainty(particles, SIGMA, SIGMA_THETA)
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particle.add_uncertainty(particles, SIGMA, SIGMA_THETA)
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est_pose, certainty = particle.estimate_pose(particles) # The estimate of the robots current pose
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est_pose = particle.estimate_pose(particles) # The estimate of the robots current pose
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print("Certainty: ", certainty)
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print(calc_weight(est_pose, landmark_values))
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if certainty < 1:
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break
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if showGUI:
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if showGUI:
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# Draw map
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# Draw map
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