diff --git a/12-Particle-Filters.ipynb b/12-Particle-Filters.ipynb index ce31392..2b78d2e 100644 --- a/12-Particle-Filters.ipynb +++ b/12-Particle-Filters.ipynb @@ -111,7 +111,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -524,7 +524,6 @@ "outputs": [], "source": [ "def update(particles, weights, z, R, landmarks):\n", - " weights.fill(1.)\n", " for i, landmark in enumerate(landmarks):\n", " distance = np.linalg.norm(particles[:, 0:2] - landmark, axis=1)\n", " weights *= scipy.stats.norm(distance, R).pdf(z[i])\n", @@ -679,7 +678,7 @@ "def resample_from_index(particles, weights, indexes):\n", " particles[:] = particles[indexes]\n", " weights[:] = weights[indexes]\n", - " weights.fill (1.0 / len(weights))" + " weights.fill(1.0 / len(weights))" ] }, { @@ -736,7 +735,7 @@ " mean=initial_x, std=(5, 5, np.pi/4), N=N)\n", " else:\n", " particles = create_uniform_particles((0,20), (0,20), (0, 6.28), N)\n", - " weights = np.zeros(N)\n", + " weights = np.ones(N) / N\n", "\n", " if plot_particles:\n", " alpha = .20\n", @@ -765,7 +764,7 @@ " if neff(weights) < N/2:\n", " indexes = systematic_resample(weights)\n", " resample_from_index(particles, weights, indexes)\n", - "\n", + " assert np.allclose(weights, 1/N)\n", " mu, var = estimate(particles, weights)\n", " xs.append(mu)\n", "\n", @@ -1049,7 +1048,6 @@ "\n", "```python\n", "def update(particles, weights, z, R, landmarks):\n", - " weights.fill(1.)\n", " for i, landmark in enumerate(landmarks):\n", " dist = np.linalg.norm(particles[:, 0:2] - landmark, axis=1)\n", " weights *= scipy.stats.norm(dist, R).pdf(z[i])\n", @@ -1057,8 +1055,8 @@ " weights += 1.e-300 # avoid round-off to zero\n", " weights /= sum(weights) # normalize\n", "```\n", - " \n", - "The reason for `self.weights.fill(1.)` might have confused you. In all the Bayesian filters up to this chapter we started with the probability distribution created by the `predict` step, and this appears to discard that information by setting all of the weights to 1. Well, we are discarding the weights, but we do not discard the particles. That is a direct result of applying importance sampling - we draw from the known distribution, but weight by the unknown distribution. In this case our known distribution is the uniform distribution - all are weighted equally.\n", + " \n", + "Here we compute the weight as the based on the Bayesian computation $\\| \\text{likelihood} \\times \\text{prior}\\|$\n", "\n", "Of course if you can compute the posterior probability distribution from the prior you should do so. If you cannot, then importance sampling gives you a way to solve this problem. In practice, computing the posterior is incredibly difficult. The Kalman filter became a spectacular success because it took advantage of the properties of Gaussians to find an analytic solution. Once we relax the conditions required by the Kalman filter (Markov property, Gaussian measurements and process) importance sampling and monte carlo methods make the problem tractable." ]