{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[Table of Contents](./table_of_contents.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Particle Filters" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "from __future__ import division, print_function" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#format the book\n", "import book_format\n", "book_format.set_style()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Motivation\n", "\n", "Here is our problem. We have moving objects that we want to track. Maybe the objects are fighter jets and missiles, or maybe we are tracking people playing cricket in a field. It doesn't really matter. Which of the filters that we have learned can handle this problem? Unfortunately, none of them are ideal. Let's think about the characteristics of this problem. \n", "\n", "* **multimodal**: We want to track zero, one, or more than one object simultaneously.\n", "\n", "* **occlusions**: One object can hide another, resulting in one measurement for multiple objects.\n", "\n", "* **nonlinear behavior**: Aircraft are buffeted by winds, balls move in parabolas, and people collide into each other.\n", "\n", "* **nonlinear measurements**: Radar gives us the distance to an object. Converting that to an (x,y,z) coordinate requires a square root, which is nonlinear.\n", "\n", "* **non-Gaussian noise:** as objects move across a background the computer vision can mistake part of the background for the object. \n", "\n", "* **continuous:** the object's position and velocity (i.e. the state space) can smoothly vary over time.\n", "\n", "* **multivariate**: we want to track several attributes, such as position, velocity, turn rates, etc.\n", "\n", "* **unknown process model**: we may not know the process model of the system\n", "\n", "None of the filters we have learned work well with all of these constraints. \n", "\n", "* **Discrete Bayes filter**: This has most of the attributes. It is multimodal, can handle nonlinear measurements, and can be extended to work with nonlinear behavior. However, it is discrete and univariate.\n", "\n", "* **Kalman filter**: The Kalman filter produces optimal estimates for unimodal linear systems with Gaussian noise. None of these are true for our problem.\n", "\n", "* **Unscented Kalman filter**: The UKF handles nonlinear, continuous, multivariate problems. However, it is not multimodal nor does it handle occlusions. It can handle noise that is modestly non-Gaussian, but does not do well with distributions that are very non-Gaussian or problems that are very nonlinear.\n", "\n", "* **Extended Kalman filter**: The EKF has the same strengths and limitations as the UKF, except that is it even more sensitive to strong nonlinearities and non-Gaussian noise." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Monte Carlo Sampling\n", "\n", "In the UKF chapter I generated a plot similar to this to illustrate the effects of nonlinear systems on Gaussians:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import kf_book.pf_internal as pf_internal\n", "pf_internal.plot_monte_carlo_ukf()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The left plot shows 3,000 points normally distributed based on the Gaussian\n", "\n", "$$\\mu = \\begin{bmatrix}0\\\\0\\end{bmatrix},\\, \\, \\, \\Sigma = \\begin{bmatrix}32&15\\\\15&40\\end{bmatrix}$$\n", "\n", "The right plots shows these points passed through this set of equations:\n", "\n", "$$\\begin{aligned}x&=x+y\\\\\n", "y &= 0.1x^2 + y^2\\end{aligned}$$ \n", "\n", "Using a finite number of randomly sampled points to compute a result is called a [*Monte Carlo*](https://en.wikipedia.org/wiki/Monte_Carlo_method) (MC) method. The idea is simple. Generate enough points to get a representative sample of the problem, run the points through the system you are modeling, and then compute the results on the transformed points. \n", "\n", "In a nutshell this is what particle filtering does. The Bayesian filter algorithm we have been using throughout the book is applied to thousands of particles, where each particle represents a *possible* state for the system. We extract the estimated state from the thousands of particles using weighted statistics of the particles." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generic Particle Filter Algorithm\n", "\n", "1. **Randomly generate a bunch of particles**\n", " \n", " Particles can have position, heading, and/or whatever other state variable you need to estimate. Each has a weight (probability) indicating how likely it matches the actual state of the system. Initialize each with the same weight.\n", " \n", "2. **Predict next state of the particles**\n", "\n", " Move the particles based on how you predict the real system is behaving.\n", "\n", "3. **Update**\n", "\n", " Update the weighting of the particles based on the measurement. Particles that closely match the measurements are weighted higher than particles which don't match the measurements very well.\n", " \n", "4. **Resample**\n", "\n", " Discard highly improbable particle and replace them with copies of the more probable particles.\n", " \n", "5. **Compute Estimate**\n", "\n", " Optionally, compute weighted mean and covariance of the set of particles to get a state estimate.\n", "\n", "This naive algorithm has practical difficulties which we will need to overcome, but this is the general idea. Let's see an example. I wrote a particle filter for the robot localization problem from the UKF and EKF chapters. The robot has steering and velocity control inputs. It has sensors that measures distance to visible landmarks. Both the sensors and control mechanism have noise in them, and we need to track the robot's position.\n", "\n", "Here I run a particle filter and plotted the positions of the particles. The plot on the left is after one iteration, and on the right is after 10. The red 'X' shows the actual position of the robot, and the large circle is the computed weighted mean position." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pf_internal.show_two_pf_plots()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are viewing this in a browser, this animation shows the entire sequence:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After the first iteration the particles are still largely randomly scattered around the map, but you can see that some have already collected near the robot's position. The computed mean is quite close to the robot's position. This is because each particle is weighted based on how closely it matches the measurement. The robot is near (1,1), so particles that are near (1, 1) will have a high weight because they closely match the measurements. Particles that are far from the robot will not match the measurements, and thus have a very low weight. The estimated position is computed as the weighted mean of positions of the particles. Particles near the robot contribute more to the computation so the estimate is quite accurate.\n", "\n", "Several iterations later you can see that all the particles have clustered around the robot. This is due to the *resampling* step. Resampling discards particles that are very improbable (very low weight) and replaces them with particles with higher probability. \n", "\n", "I haven't fully shown *why* this works nor fully explained the algorithms for particle weighting and resampling, but it should make intuitive sense. Make a bunch of random particles, move them so they 'kind of' follow the robot, weight them according to how well they match the measurements, only let the likely ones live. It seems like it should work, and it does. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Probability distributions via Monte Carlo\n", "\n", "Suppose we want to know the area under the curve $y= \\mathrm{e}^{\\sin(x)}$ in the interval [0, $\\pi$]. The area is computed with the definite integral $\\int_0^\\pi \\mathrm{e}^{\\sin(x)}\\, \\mathrm{d}x$. As an exercise, go ahead and find the answer; I'll wait. \n", "\n", "If you are wise you did not take that challenge; $\\mathrm{e}^{\\sin(x)}$ cannot be integrated analytically. The world is filled with equations which we cannot integrate. For example, consider calculating the luminosity of an object. An object reflects some of the light that strike it. Some of the reflected light bounces off of other objects and restrikes the original object, increasing the luminosity. This creates a *recursive integral*. Good luck with that one.\n", "\n", "However, integrals are trivial to compute using a Monte Carlo technique. To find the area under a curve create a bounding box that contains the curve in the desired interval. Generate randomly positioned point within the box, and compute the ratio of points that fall under the curve vs the total number of points. For example, if 40% of the points are under the curve and the area of the bounding box is 1, then the area under the curve is approximately 0.4. As you tend towards infinite points you can achieve any arbitrary precision. In practice, a few thousand points will give you a fairly accurate result.\n", "\n", "You can use this technique to numerically integrate a function of any arbitrary difficulty. this includes non-integrable and noncontinuous functions. This technique was invented by Stanley Ulam at Los Alamos National Laboratory to allow him to perform computations for nuclear reactions which were unsolvable on paper.\n", "\n", "Let's compute $\\pi$ by finding the area of a circle. We will define a circle with a radius of 1, and bound it in a square. The side of the square has length 2, so the area is 4. We generate a set of uniformly distributed random points within the box, and count how many fall inside the circle. The area of the circle is computed as the area of the box times the ratio of points inside the circle vs. the total number of points. Finally, we know that $A = \\pi r^2$, so we compute $\\pi = A / r^2$.\n", "\n", "We start by creating the points.\n", "\n", "```python\n", "N = 20000\n", "pts = uniform(-1, 1, (N, 2))\n", "```\n", "\n", "A point is inside a circle if its distance from the center of the circle is less than or equal to the radius. We compute the distance with `numpy.linalg.norm`, which computes the magnitude of a vector. Since vectors start at (0, 0) calling norm will compute the point's distance from the origin.\n", "\n", "```python\n", "dist = np.linalg.norm(pts, axis=1)\n", "```\n", "\n", "Next we compute which of this distances fit the criteria. This code returns a bool array that contains `True` if it meets the condition `dist <= 1`:\n", "\n", "```python\n", "in_circle = dist <= 1\n", "```\n", "\n", "All that is left is to count the points inside the circle, compute pi, and plot the results. I've put it all in one cell so you can experiment with alternative values for `N`, the number of points." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mean pi(N=20000)= 3.1684\n", "err pi(N=20000)= -0.0268\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from numpy.random import uniform \n", "\n", "N = 20000 # number of points\n", "radius = 1.\n", "area = (2*radius)**2\n", "\n", "pts = uniform(-1, 1, (N, 2))\n", "\n", "# distance from (0,0) \n", "dist = np.linalg.norm(pts, axis=1)\n", "in_circle = dist <= 1\n", "\n", "pts_in_circle = np.count_nonzero(in_circle)\n", "pi = 4 * (pts_in_circle / N)\n", "\n", "# plot results\n", "plt.scatter(pts[in_circle,0], pts[in_circle,1], \n", " marker=',', edgecolor='k', s=1)\n", "plt.scatter(pts[~in_circle,0], pts[~in_circle,1], \n", " marker=',', edgecolor='r', s=1)\n", "plt.axis('equal')\n", "\n", "print('mean pi(N={})= {:.4f}'.format(N, pi))\n", "print('err pi(N={})= {:.4f}'.format(N, np.pi-pi))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This insight leads us to the realization that we can use Monte Carlo to compute the probability density of any probability distribution. For example, suppose we have this Gaussian:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from filterpy.stats import plot_gaussian_pdf\n", "plot_gaussian_pdf(mean=2, variance=3);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The probability density function (PDF) gives the probability that the random value falls between 2 values. For example, we may want to know the probability of x being between 0 and 2 in the graph above. This is a continuous function, so we need to take the integral to find the area under the curve, as the area is equal to the probability for that range of values to occur. \n", " \n", "$$P[a \\le X \\le b] = \\int_a^b f_X(x) \\, dx$$\n", "\n", "It is easy to compute this integral for a Gaussian. But real life is not so easy. For example, the plot below shows a probability distribution. There is no way to analytically describe an arbitrary curve, let alone integrate it." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pf_internal.plot_random_pd()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use Monte Carlo methods to compute any integral. The PDF is computed with an integral, hence we can compute the PDF of this curve using Monte Carlo. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Particle Filter\n", "\n", "All of this brings us to the particle filter. Consider tracking a robot or a car in an urban environment. For consistency I will use the robot localization problem from the EKF and UKF chapters. In this problem we tracked a robot that has a sensor which measures the range and bearing to known landmarks. \n", "\n", "Particle filters are a family of algorithms. I'm presenting a specific form of a particle filter that is intuitive to grasp and relates to the problems we have studied in this book. This will leave a few of the steps seeming a bit 'magical' since I haven't offered a full explanation. That will follow later in the chapter.\n", "\n", "Taking insight from the discussion in the previous section we start by creating several thousand *particles*. Each particle has a position that represents a possible belief of where the robot is in the scene, and perhaps a heading and velocity. Suppose that we have no knowledge of the location of the robot. We would want to scatter the particles uniformly over the entire scene. If you think of all of the particles representing a probability distribution, locations where there are more particles represent a higher belief, and locations with fewer particles represents a lower belief. If there was a large clump of particles near a specific location that would imply that we were more certain that the robot is there.\n", "\n", "Each particle needs a weight - ideally the probability that it represents the true position of the robot. This probability is rarely computable, so we only require it be *proportional* to that probability, which is computable. At initialization we have no reason to favor one particle over another, so we assign a weight of $1/N$, for $N$ particles. We use $1/N$ so that the sum of all probabilities equals one.\n", "\n", "The combination of particles and weights forms the *probability distribution* for our problem. Think back to the *Discrete Bayes* chapter. In that chapter we modeled positions in a hallway as discrete and uniformly spaced. This is very similar except the particles are randomly distributed in a continuous space rather than constrained to discrete locations. In this problem the robot can move on a plane of some arbitrary dimension, with the lower right corner at (0,0).\n", "\n", "To track our robot we need to maintain states for x, y, and heading. We will store `N` particles in a `(N, 3)` shaped array. The three columns contain x, y, and heading, in that order. \n", "\n", "If you are passively tracking something (no control input), then you would need to include velocity in the state and use that estimate to make the prediction. More dimensions requires exponentially more particles to form a good estimate, so we always try to minimize the number of random variables in the state.\n", "\n", "This code creates a uniform and Gaussian distribution of particles over a region:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from numpy.random import uniform\n", "\n", "def create_uniform_particles(x_range, y_range, hdg_range, N):\n", " particles = np.empty((N, 3))\n", " particles[:, 0] = uniform(x_range[0], x_range[1], size=N)\n", " particles[:, 1] = uniform(y_range[0], y_range[1], size=N)\n", " particles[:, 2] = uniform(hdg_range[0], hdg_range[1], size=N)\n", " particles[:, 2] %= 2 * np.pi\n", " return particles\n", "\n", "def create_gaussian_particles(mean, std, N):\n", " particles = np.empty((N, 3))\n", " particles[:, 0] = mean[0] + (randn(N) * std[0])\n", " particles[:, 1] = mean[1] + (randn(N) * std[1])\n", " particles[:, 2] = mean[2] + (randn(N) * std[2])\n", " particles[:, 2] %= 2 * np.pi\n", " return particles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.772, 0.336, 4.171],\n", " [0.333, 0.34 , 4.319],\n", " [0.6 , 0.274, 5.02 ],\n", " [0.054, 0.022, 5.034]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "create_uniform_particles((0,1), (0,1), (0, np.pi*2), 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict Step\n", "\n", "The predict step in the Bayes algorithm uses the process model to update the belief in the system state. How would we do that with particles? Each particle represents a possible position for the robot. Suppose we send a command to the robot to move 0.1 meters while turning by 0.007 radians. We could move each particle by this amount. If we did that we would soon run into a problem. The robot's controls are not perfect so it will not move exactly as commanded. Therefore we need to add noise to the particle's movements to have a reasonable chance of capturing the actual movement of the robot. If you do not model the uncertainty in the system the particle filter will not correctly model the probability distribution of our belief in the robot's position." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def predict(particles, u, std, dt=1.):\n", " \"\"\" move according to control input u (heading change, velocity)\n", " with noise Q (std heading change, std velocity)`\"\"\"\n", "\n", " N = len(particles)\n", " # update heading\n", " particles[:, 2] += u[0] + (randn(N) * std[0])\n", " particles[:, 2] %= 2 * np.pi\n", "\n", " # move in the (noisy) commanded direction\n", " dist = (u[1] * dt) + (randn(N) * std[1])\n", " particles[:, 0] += np.cos(particles[:, 2]) * dist\n", " particles[:, 1] += np.sin(particles[:, 2]) * dist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Update Step\n", "\n", "Next we get a set of measurements - one for each landmark currently in view. How should these measurements be used to alter our probability distribution as modeled by the particles?\n", "\n", "Think back to the **Discrete Bayes** chapter. In that chapter we modeled positions in a hallway as discrete and uniformly spaced. We assigned a probability to each position which we called the *prior*. When a new measurement came in we multiplied the current probability of that position (the *prior*) by the *likelihood* that the measurement matched that location:\n", "\n", "```python\n", "def update(likelihood, prior):\n", " posterior = prior * likelihood\n", " return normalize(posterior)\n", "```\n", "\n", "which is an implementation of the equation\n", "\n", "$$x = \\| \\mathcal L \\bar x \\|$$\n", "\n", "which is a realization of Bayes theorem:\n", "\n", "$$\\begin{aligned}P(x \\mid z) &= \\frac{P(z \\mid x)\\, P(x)}{P(z)} \\\\\n", " &= \\frac{\\mathtt{likelihood}\\times \\mathtt{prior}}{\\mathtt{normalization}}\\end{aligned}$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We do the same with our particles. Each particle has a position and a weight which estimates how well it matches the measurement. Normalizing the weights so they sum to one turns them into a probability distribution. The particles those that are closest to the robot will generally have a higher weight than ones far from the robot." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "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", "\n", " weights += 1.e-300 # avoid round-off to zero\n", " weights /= sum(weights) # normalize" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the literature this part of the algorithm is called *Sequential Importance Sampling*, or SIS. The equation for the weights is called the *importance density*. I will give these theoretical underpinnings in a following section. For now I hope that this makes intuitive sense. If we weight the particles according to how well they match the measurements they are probably a good sample for the probability distribution of the system after incorporating the measurements. Theory proves this is so. The weights are the *likelihood* in Bayes theorem. Different problems will need to tackle this step in slightly different ways but this is the general idea." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Computing the State Estimate\n", "\n", "In most applications you will want to know the estimated state after each update, but the filter consists of nothing but a collection of particles. Assuming that we are tracking one object (i.e. it is unimodal) we can compute the mean of the estimate as the sum of the weighted values of the particles. \n", "\n", "$$ \\mu = \\frac{1}{N}\\sum\\limits_{i=1}^N w^ix^i$$\n", "\n", "Here I adopt the notation $x^i$ to indicate the i$^{th}$ particle. A superscript is used because we often need to use subscripts to denote time steps the k$^{th}$ or k+1$^{th}$ particle, yielding the unwieldy $x^i_{k+1}$. \n", "\n", "This function computes both the mean and variance of the particles:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def estimate(particles, weights):\n", " \"\"\"returns mean and variance of the weighted particles\"\"\"\n", "\n", " pos = particles[:, 0:2]\n", " mean = np.average(pos, weights=weights, axis=0)\n", " var = np.average((pos - mean)**2, weights=weights, axis=0)\n", " return mean, var" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we create a uniform distribution of points in a 1x1 square with equal weights we get a mean position very near the center of the square at (0.5, 0.5) and a small variance." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0.494, 0.514]), array([0.083, 0.085]))" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "particles = create_uniform_particles((0,1), (0,1), (0, 5), 1000)\n", "weights = np.array([.25]*1000)\n", "estimate(particles, weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Particle Resampling\n", "\n", "The SIS algorithm suffers from the *degeneracy problem*. It starts with uniformly distributed particles with equal weights. There may only be a handful of particles near the robot. As the algorithm runs any particle that does not match the measurements will acquire an extremely low weight. Only the particles which are near the robot will have an appreciable weight. We could have 5,000 particles with only 3 contributing meaningfully to the state estimate! We say the filter has *degenerated*.This problem is usually solved by some form of *resampling* of the particles. \n", "\n", "Particles with very small weights do not meaningfully describe the probability distribution of the robot. The resampling algorithm discards particles with very low probability and replaces them with new particles with higher probability. It does that by duplicating particles with relatively high probability. The duplicates are slightly dispersed by the noise added in the predict step. This results in a set of points in which a large majority of the particles accurately represent the probability distribution.\n", "\n", "There are many resampling algorithms. For now let's look at one of the simplest, *simple random resampling*, also called *multinomial resampling*. It samples from the current particle set $N$ times, making a new set of particles from the sample. The probability of selecting any given particle should be proportional to its weight.\n", "\n", "We accomplish this with NumPy's `cumsum` function. `cumsum` computes the cumulative sum of an array. That is, element one is the sum of elements zero and one, element two is the sum of elements zero, one and two, etc. Then we generate random numbers in the range of 0.0 to 1.0 and do a binary search to find the weight that most closely matches that number:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def simple_resample(particles, weights):\n", " N = len(particles)\n", " cumulative_sum = np.cumsum(weights)\n", " cumulative_sum[-1] = 1. # avoid round-off error\n", " indexes = np.searchsorted(cumulative_sum, random(N))\n", "\n", " # resample according to indexes\n", " particles[:] = particles[indexes]\n", " weights.fill(1.0 / N)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We don't resample at every epoch. For example, if you received no new measurements you have not received any information from which the resample can benefit. We can determine when to resample by using something called the *effective N*, which approximately measures the number of particles which meaningfully contribute to the probability distribution. The equation for this is\n", "\n", "$$\\hat{N}_\\text{eff} = \\frac{1}{\\sum w^2}$$\n", "\n", "and we can implement this in Python with" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "def neff(weights):\n", " return 1. / np.sum(np.square(weights))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If $\\hat{N}_\\text{eff}$ falls below some threshold it is time to resample. A useful starting point is $N/2$, but this varies by problem. It is also possible for $\\hat{N}_\\text{eff} = N$, which means the particle set has collapsed to one point (each has equal weight). It may not be theoretically pure, but if that happens I create a new distribution of particles in the hopes of generating particles with more diversity. If this happens to you often, you may need to increase the number of particles, or otherwise adjust your filter. We will talk more of this later." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## SIR Filter - A Complete Example\n", "\n", "There is more to learn, but we know enough to implement a full particle filter. We will implement the *Sampling Importance Resampling filter*, or SIR.\n", "\n", "I need to introduce a more sophisticated resampling method than I gave above. FilterPy provides several resampling methods. I will describe them later. They take an array of weights and returns indexes to the particles that have been chosen for the resampling. We just need to write a function that performs the resampling from these indexes:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def resample_from_index(particles, weights, indexes):\n", " particles[:] = particles[indexes]\n", " weights[:] = weights[indexes]\n", " weights.fill (1.0 / len(weights))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To implement the filter we need to create the particles and the landmarks. We then execute a loop, successively calling `predict`, `update`, resampling, and then computing the new state estimate with `estimate`." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "final position error, variance:\n", "\t [-0.106 0.106] [0.009 0.008]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from filterpy.monte_carlo import systematic_resample\n", "from numpy.linalg import norm\n", "from numpy.random import randn\n", "import scipy.stats\n", "\n", "def run_pf1(N, iters=18, sensor_std_err=.1, \n", " do_plot=True, plot_particles=False,\n", " xlim=(0, 20), ylim=(0, 20),\n", " initial_x=None):\n", " landmarks = np.array([[-1, 2], [5, 10], [12,14], [18,21]])\n", " NL = len(landmarks)\n", " \n", " plt.figure()\n", " \n", " # create particles and weights\n", " if initial_x is not None:\n", " particles = create_gaussian_particles(\n", " 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", "\n", " if plot_particles:\n", " alpha = .20\n", " if N > 5000:\n", " alpha *= np.sqrt(5000)/np.sqrt(N) \n", " plt.scatter(particles[:, 0], particles[:, 1], \n", " alpha=alpha, color='g')\n", " \n", " xs = []\n", " robot_pos = np.array([0., 0.])\n", " for x in range(iters):\n", " robot_pos += (1, 1)\n", "\n", " # distance from robot to each landmark\n", " zs = (norm(landmarks - robot_pos, axis=1) + \n", " (randn(NL) * sensor_std_err))\n", "\n", " # move diagonally forward to (x+1, x+1)\n", " predict(particles, u=(0.00, 1.414), std=(.2, .05))\n", " \n", " # incorporate measurements\n", " update(particles, weights, z=zs, R=sensor_std_err, \n", " landmarks=landmarks)\n", " \n", " # resample if too few effective particles\n", " if neff(weights) < N/2:\n", " indexes = systematic_resample(weights)\n", " resample_from_index(particles, weights, indexes)\n", "\n", " mu, var = estimate(particles, weights)\n", " xs.append(mu)\n", "\n", " if plot_particles:\n", " plt.scatter(particles[:, 0], particles[:, 1], \n", " color='k', marker=',', s=1)\n", " p1 = plt.scatter(robot_pos[0], robot_pos[1], marker='+',\n", " color='k', s=180, lw=3)\n", " p2 = plt.scatter(mu[0], mu[1], marker='s', color='r')\n", " \n", " xs = np.array(xs)\n", " #plt.plot(xs[:, 0], xs[:, 1])\n", " plt.legend([p1, p2], ['Actual', 'PF'], loc=4, numpoints=1)\n", " plt.xlim(*xlim)\n", " plt.ylim(*ylim)\n", " print('final position error, variance:\\n\\t', mu - np.array([iters, iters]), var)\n", " plt.show()\n", "\n", "from numpy.random import seed\n", "seed(2) \n", "run_pf1(N=5000, plot_particles=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of this code is devoted to initialization and plotting. The entirety of the particle filter processing consists of these lines:\n", "\n", "```python\n", "# move diagonally forward to (x+1, x+1)\n", "predict(particles, u=(0.00, 1.414), std=(.2, .05))\n", "\n", " # incorporate measurements\n", "update(particles, weights, z=zs, R=sensor_std_err, \n", " landmarks=landmarks)\n", " \n", "# resample if too few effective particles\n", "if neff(weights) < N/2:\n", " indexes = systematic_resample(weights)\n", " resample_from_index(particles, weights, indexes)\n", "\n", "mu, var = estimate(particles, weights)\n", "```\n", "\n", "The first line predicts the position of the particles with the assumption that the robot is moving in a straight line (`u[0] == 0`) and moving 1 unit in both the x and y axis (`u[1]==1.414`). The standard deviation for the error in the turn is 0.2, and the standard deviation for the distance is 0.05. When this call returns the particles will all have been moved forward, but the weights are no longer correct as they have not been updated.\n", "\n", "The next line incorporates the measurement into the filter. This does not alter the particle positions, it only alters the weights. If you recall the weight of the particle is computed as the probability that it matches the Gaussian of the sensor error model. The further the particle from the measured distance the less likely it is to be a good representation.\n", "\n", "The final two lines example the effective particle count ($\\hat{N}_\\text{eff})$. If it falls below $N/2$ we perform resampling to try to ensure our particles form a good representation of the actual probability distribution.\n", "\n", "Now let's look at this with all the particles plotted. Seeing this happen interactively is much more instructive, but this format still gives us useful information. I plotted the original random distribution of points in a very pale green and large circles to help distinguish them from the subsequent iterations where the particles are plotted with black pixels. The number of particles makes it hard to see the details, so I limited the number of iterations to 8 so we can zoom in and look more closely." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "final position error, variance:\n", "\t [-0.019 -0.005] [0.005 0.006]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(2)\n", "run_pf1(N=5000, iters=8, plot_particles=True, \n", " xlim=(0,8), ylim=(0,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the plot it looks like there are only a few particles at the first two robot positions. This is not true; there are 5,000 particles, but due to resampling most are duplicates of each other. The reason for this is the Gaussian for the sensor is very narrow. This is called *sample impoverishment* and can lead to filter divergence. I'll address this in detail below. For now, looking at the second step at x=2 we can see that the particles have dispersed a bit. This dispersion is due to the motion model noise. All particles are projected forward according to the control input `u`, but noise is added to each particle proportional to the error in the control mechanism in the robot. By the third step the particles have dispersed enough to make a convincing cloud of particles around the robot. \n", "\n", "The shape of the particle cloud is an ellipse. This is not a coincidence. The sensors and robot control are both modeled as Gaussian, so the probability distribution of the system is also a Gaussian. The particle filter is a sampling of the probability distribution, so the cloud should be an ellipse.\n", "\n", "It is important to recognize that the particle filter algorithm *does not require* the sensors or system to be Gaussian or linear. Because we represent the probability distribution with a cloud of particles we can handle any probability distribution and strongly nonlinear problems. There can be discontinuities and hard limits in the probability model. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effect of Sensor Errors on the Filter\n", "\n", "The first few iterations of the filter resulted in many duplicate particles. This happens because the model for the sensors is Gaussian, and we gave it a small standard deviation of $\\sigma=0.1$. This is counterintuitive at first. The Kalman filter performs better when the noise is smaller, yet the particle filter can perform worse.\n", "\n", "\n", "We can reason about why this is true. If $\\sigma=0.1$, the robot is at (1, 1) and a particle is at (2, 2) the particle is 14 standard deviations away from the robot. This gives it a near zero probability. It contributes nothing to the estimate of the mean, and it is extremely unlikely to survive after the resampling. If $\\sigma=1.4$ then the particle is only $1\\sigma$ away and thus it will contribute to the estimate of the mean. During resampling it is likely to be copied one or more times.\n", "\n", "This is *very important* to understand - a very accurate sensor can lead to poor performance of the filter because few of the particles will be a good sample of the probability distribution. There are a few fixes available to us. First, we can artificially increase the sensor noise standard deviation so the particle filter will accept more points as matching the robots probability distribution. This is non-optimal because some of those points will be a poor match. The real problem is that there aren't enough points being generated such that enough are near the robot. Increasing `N` usually fixes this problem. This decision is not cost free as increasing the number of particles significantly increase the computation time. Still, let's look at the result of using 100,000 particles." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "final position error, variance:\n", "\t [-0.17 0.084] [0.005 0.005]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(2) \n", "run_pf1(N=100000, iters=8, plot_particles=True, \n", " xlim=(0,8), ylim=(0,8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many more particles at x=1, and we have a convincing cloud at x=2. Clearly the filter is performing better, but at the cost of large memory usage and long run times.\n", "\n", "Another approach is to be smarter about generating the initial particle cloud. Suppose we guess that the robot is near (0, 0). This is not exact, as the simulation actually places the robot at (1, 1), but it is close. If we create a normally distributed cloud near (0, 0) there is a much greater chance of the particles matching the robot's position.\n", "\n", "`run_pf1()` has an optional parameter `initial_x`. Use this to specify the initial position guess for the robot. The code then uses `create_gaussian_particles(mean, std, N)` to create particles distributed normally around the initial guess. We will use this in the next section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Filter Degeneracy From Inadequate Samples\n", "\n", "The filter as written is far from perfect. Here is how it performs with a different random seed." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "final position error, variance:\n", "\t [ -2.688 -31.47 ] [47.065 47.03 ]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(6) \n", "run_pf1(N=5000, plot_particles=True, ylim=(-20, 20))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here the initial sample of points did not generate any points near the robot. The particle filter does not create new points during the resample operation, so it ends up duplicating points which are not a representative sample of the probability distribution. As mentioned earlier this is called *sample impoverishment*. The problem quickly spirals out of control. The particles are not a good match for the landscape measurement so they become dispersed in a highly nonlinear, curved distribution, and the particle filter diverges from reality. No particles are available near the robot, so it cannot ever converge.\n", "\n", "Let's make use of the `create_gaussian_particles()` method to try to generate more points near the robot. We can do this by using the `initial_x` parameter to specify a location to create the particles." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "final position error, variance:\n", "\t [ 0.035 -0.077] [0.007 0.009]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "seed(6) \n", "run_pf1(N=5000, plot_particles=True, initial_x=(1,1, np.pi/4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This works great. You should always try to create particles near the initial position if you have any way to roughly estimate it. Do not be *too* careful - if you generate all the points very near a single position the particles may not be dispersed enough to capture the nonlinearities in the system. This is a fairly linear system, so we could get away with a smaller variance in the distribution. Clearly this depends on your problem. Increasing the number of particles is always a good way to get a better sample, but the processing cost may be a higher price than you are willing to pay." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Importance Sampling\n", "\n", "I've hand waved a difficulty away which we must now confront. There is some probability distribution that describes the position and movement of our robot. We want to draw a sample of particles from that distribution and compute the integral using MC methods. \n", "\n", "Our difficulty is that in many problems we don't know the distribution. For example, the tracked object might move very differently than we predicted with our state model. How can we draw a sample from a probability distribution that is unknown? \n", "\n", "There is a theorem from statistics called [*importance sampling*](https://en.wikipedia.org/wiki/Importance_sampling)[1]. Remarkably, it gives us a way to draw samples from a different and known probability distribution and use those to compute the properties of the unknown one. It's a fantastic theorem that brings joy to my heart. \n", "\n", "The idea is simple, and we already used it. We draw samples from the known probability distribution, but *weight the samples* according to the distribution we are interested in. We can then compute properties such as the mean and variance by computing the weighted mean and weighted variance of the samples.\n", "\n", "For the robot localization problem we drew samples from the probability distribution that we computed from our state model prediction step. In other words, we reasoned 'the robot was there, it is perhaps moving at this direction and speed, hence it might be here'. Yet the robot might have done something completely different. It may have fell off a cliff or been hit by a mortar round. In each case the probability distribution is not correct. It seems like we are stymied, but we are not because we can use importance sampling. We drew particles from that likely incorrect probability distribution, then weighted them according to how well the particles match the measurements. That weighting is based on the true probability distribution, so according to the theory the resulting mean, variance, etc, will be correct!\n", "\n", "How can that be true? I'll give you the math; you can safely skip this if you don't plan to go beyond the robot localization problem. However, other particle filter problems require different approaches to importance sampling, and a bit of math helps. Also, the literature and much of the content on the web uses the mathematical formulation in favor of my rather imprecise \"imagine that...\" exposition. If you want to understand the literature you will need to know the following equations.\n", "\n", "We have some probability distribution $\\pi(x)$ which we want to take samples from. However, we don't know what $\\pi(x)$ is; instead we only know an alternative probability distribution $q(x)$. In the context of robot localization, $\\pi(x)$ is the probability distribution for the robot, but we don't know it, and $q(x)$ is the probability distribution of our measurements, which we do know.\n", "\n", "The expected value of a function $f(x)$ with probability distribution $\\pi(x)$ is\n", "\n", "$$\\mathbb{E}\\big[f(x)\\big] = \\int f(x)\\pi(x)\\, dx$$\n", "\n", "We don't know $\\pi(x)$ so we cannot compute this integral. We do know an alternative distribution $q(x)$ so we can add it into the integral without changing the value with\n", "\n", "$$\\mathbb{E}\\big[f(x)\\big] = \\int f(x)\\pi(x)\\frac{q(x)}{q(x)}\\, dx$$\n", "\n", "Now we rearrange and group terms\n", "\n", "$$\\mathbb{E}\\big[f(x)\\big] = \\int f(x)q(x)\\, \\, \\cdot \\, \\frac{\\pi(x)}{q(x)}\\, dx$$\n", "\n", "$q(x)$ is known to us, so we can compute $\\int f(x)q(x)$ using MC integration. That leaves us with $\\pi(x)/q(x)$. That is a ratio, and we define it as a *weight*. This gives us\n", "\n", "$$\\mathbb{E}\\big[f(x)\\big] = \\sum\\limits_{i=1}^N f(x^i)w(x^i)$$\n", "\n", "Maybe that seems a little abstract. If we want to compute the mean of the particles we would compute\n", "\n", "$$\\mu = \\sum\\limits_{i=1}^N x^iw^i$$\n", "\n", "which is the equation I gave you earlier in the chapter.\n", "\n", "It is required that the weights be proportional to the ratio $\\pi(x)/q(x)$. We normally do not know the exact value, so in practice we normalize the weights by dividing them by $\\sum w(x^i)$.\n", "\n", "When you formulate a particle filter algorithm you will have to implement this step depending on the particulars of your situation. For robot localization the best distribution to use for $q(x)$ is the particle distribution from the `predict()` step of the filter. Let's look at the code again:\n", "\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", "\n", " 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", "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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Resampling Methods\n", "\n", "The resampling algorithm affects the performance of the filter. For example, suppose we resampled particles by picking particles at random. This would lead us to choosing many particles with a very low weight, and the resulting set of particles would be a terrible representation of the problem's probability distribution. \n", "\n", "Research on the topic continues, but a handful of algorithms work well in practice across a wide variety of situations. We desire an algorithm that has several properties. It should preferentially select particles that have a higher probability. It should select a representative population of the higher probability particles to avoid sample impoverishment. It should include enough lower probability particles to give the filter a chance of detecting strongly nonlinear behavior. \n", "\n", "FilterPy implements several of the popular algorithms. FilterPy doesn't know how your particle filter is implemented, so it cannot generate the new samples. Instead, the algorithms create a `numpy.array` containing the indexes of the particles that are chosen. Your code needs to perform the resampling step. For example, I used this for the robot:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def resample_from_index(particles, weights, indexes):\n", " particles[:] = particles[indexes]\n", " weights[:] = weights[indexes]\n", " weights.fill(1.0 / len(weights))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multinomial Resampling\n", "\n", "Multinomial resampling is the algorithm that I used while developing the robot localization example. The idea is simple. Compute the cumulative sum of the normalized weights. This gives you an array of increasing values from 0 to 1. Here is a plot which illustrates how this spaces out the weights. The colors are meaningless, they just make the divisions easier to see." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cumulative sume is [0.1 0.3 0.4 1. ]\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from kf_book.pf_internal import plot_cumsum\n", "print('cumulative sume is', np.cumsum([.1, .2, .1, .6]))\n", "plot_cumsum([.1, .2, .1, .6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To select a weight we generate a random number uniformly selected between 0 and 1 and use binary search to find its position inside the cumulative sum array. Large weights occupy more space than low weights, so they are more likely to be selected. \n", "\n", "This is very easy to code using NumPy's [ufunc](http://docs.scipy.org/doc/numpy/reference/ufuncs.html) support. Ufuncs apply functions to every element of an array, returning an array of the results. `searchsorted` is NumPy's binary search algorithm. If you provide it with an array of search values it will return an array of answers: a single answer for each search value. " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def multinomal_resample(weights):\n", " cumulative_sum = np.cumsum(weights)\n", " cumulative_sum[-1] = 1. # avoid round-off errors\n", " return np.searchsorted(cumulative_sum, random(len(weights))) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is an example:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from kf_book.pf_internal import plot_multinomial_resample\n", "plot_multinomial_resample([.1, .2, .3, .4, .2, .3, .1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is an $O(n \\log(n))$ algorithm. That is not terrible, but there are $O(n)$ resampling algorithms with better properties with respect to the uniformity of the samples. I'm showing it because you can understand the other algorithms as variations on this one. There is a faster implementation of this multinomial resampling that uses the inverse of the CDF of the distribution. You can search on the internet if you are interested.\n", "\n", "Import the function from FilterPy using\n", "\n", "```python\n", "from filterpy.monte_carlo import multinomal_resample\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residual Resampling\n", "\n", "Residual resampling both improves the run time of multinomial resampling, and ensures that the sampling is uniform across the population of particles. It's fairly ingenious: the normalized weights are multiplied by *N*, and then the integer value of each weight is used to define how many samples of that particle will be taken. For example, if the weight of a particle is 0.0012 and $N$=3000, the scaled weight is 3.6, so 3 samples will be taken of that particle. This ensures that all higher weight particles are chosen at least once. The running time is $O(N)$, making it faster than multinomial resampling.\n", "\n", "However, this does not generate all *N* selections. To select the rest, we take the *residual*: the weights minus the integer part, which leaves the fractional part of the number. We then use a simpler sampling scheme such as multinomial, to select the rest of the particles based on the residual. In the example above the scaled weight was 3.6, so the residual will be 0.6 (3.6 - int(3.6)). This residual is very large so the particle will be likely to be sampled again. This is reasonable because the larger the residual the larger the error in the round off, and thus the particle was relatively under sampled in the integer step." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def residual_resample(weights):\n", " N = len(weights)\n", " indexes = np.zeros(N, 'i')\n", "\n", " # take int(N*w) copies of each weight\n", " num_copies = (N*np.asarray(weights)).astype(int)\n", " k = 0\n", " for i in range(N):\n", " for _ in range(num_copies[i]): # make n copies\n", " indexes[k] = i\n", " k += 1\n", "\n", " # use multinormial resample on the residual to fill up the rest.\n", " residual = w - num_copies # get fractional part\n", " residual /= sum(residual) # normalize\n", " cumulative_sum = np.cumsum(residual)\n", " cumulative_sum[-1] = 1. # ensures sum is exactly one\n", " indexes[k:N] = np.searchsorted(cumulative_sum, random(N-k))\n", "\n", " return indexes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may be tempted to replace the inner for loop with a slice `indexes[k:k + num_copies[i]] = i`, but very short slices are comparatively slow, and the for loop usually runs faster.\n", "\n", "Let's look at an example:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz4AAABnCAYAAADBopd6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAFZFJREFUeJzt3XlwVFXexvGnm6xA0lkICEmAYg0oJQhOKCuY4IJmQJBlGEp4I7JNWeMIYV6mgCnZSh0sHEi0FEZBojPAYBWLkGIKMcOquIRBhCmZAZMgUdmyEQgmgZz3jzb92nR3TCJJOpfv5y849/TtX990us+Te8+5NmOMEQAAAABYmL2lCwAAAACApkbwAQAAAGB5BB8AAAAAlkfwAQAAAGB5BB8AAAAAlkfwAQAAAGB5BB8AAAAAlkfwAQAAAGB5BB8AAAAAlkfwAYBmZLPZlJKSUu/++/btk81m05IlS5qsJl+mTp0qm82mgoKCZn/u20H37t3VvXt3t7asrCzZbDZlZWW1SE0AYGUEHwAAAACWF9DSBQDA7eTLL79U27ZtW7oM+KmxY8dq6NCh6ty5c0uXAgCWQ/ABgGaUkJDQ0iXAjzkcDjkcjpYuAwAsiUvdANxWCgoKZLPZNHXqVJ08eVITJkxQTEyM7Ha79u3b5+pXXFysBQsWqF+/fgoNDZXD4dCDDz6o999/32OflZWVWrVqlQYNGqTIyEi1bdtW8fHxeuyxx7Rnzx63vr7m+Jw/f17Tp09Xp06dFBoaqoEDB9Y5z8Pb/JBaS5Yskc1mc3s9krR9+3ZNmTJFffr0Ubt27dS+fXvdc889ysjI0I0bN3w+V32lpKTIZrOpsrJSixYtUu/evRUUFKSpU6e69du0aZOGDx+uyMhIhYSEqF+/fnr++edVWVnpsc99+/Zp1KhRiouLU1BQkGJiYnTvvfd6zHn673//q/nz52vIkCGKiYlRcHCwunXrppkzZ+rrr7/2ut/auVO5ubl69NFHFRERoYiICI0fP15nz56VJJ06dUoTJ05UTEyMQkNDNXz4cH3xxRce+6udD5WXl6eVK1cqISFBISEhiouLU3p6ui5fvlyvY+hrjk/tz7uiokLz5s1T165dFRwcrF69emn58uUyxnjsyxijzMxM9e/fXyEhIYqNjdUzzzyjsrKyOt8/AGBVnPEBcFs6ffq0hg4dqr59+2rKlCm6cuWKwsLCJElnzpxRSkqKCgoKdP/99ys1NVVXrlxRdna2Hn30Ua1Zs0azZs1y7SstLU3vvvuu7rrrLqWlpSk0NFTffvutDh06pN27d+vhhx+us5aioiLdd999ysvLU1JSkpKSkvTdd9/p6aef/snHNsT8+fNlt9uVmJio2NhYlZaWKicnR+np6fr000+1cePGW/I848ePV25urlJTU/X444+rU6dOrm3Tp0/XW2+9pfj4eI0fP14Oh0Mff/yxnnvuOeXk5Oj9999XYGCgJGnXrl0aNWqUHA6HRo8erdjYWBUXF+vLL7/U6tWr3cLP1q1btWbNGg0fPlz33XefgoKCdOLECa1bt047duzQkSNHFBcX51HrZ599ppdeeknJycmaMWOGjh8/rq1bt+rEiRPatm2bkpKS1L9/f6Wlpenrr7/Wli1b9NBDDykvL0/t27f32F96eroOHDigiRMnasyYMdq9e7cyMjJ08OBBHTp0SCEhIY0+rtXV1RoxYoS+/fZbpaamKiAgQNu3b9eCBQt07do1LV261K3/b3/7W61evVpdunTRrFmzFBQUpB07dujTTz9VdXW16zgDwG3DAMBtJD8/30gyksyCBQu89klOTjY2m828++67bu0lJSXm7rvvNiEhIea7774zxhhTWlpqbDabGTx4sLl+/brHvi5duuT2f0kmOTnZrW3mzJlGkpkzZ45b+2effWYCAgKMJLN48WK3bd26dTPdunXzWv/ixYuNJLN371639tOnT3v0vXHjhpk8ebKRZA4fPuy27cknnzSSTH5+vtfnuVlycrKRZAYMGGAuXrzosX39+vVGkpkwYYK5du2a15pXrVrlahs7dqyRZI4ePeqxr5v3X1hYaL7//nuPfrt27TJ2u9385je/cWvfu3ev633wt7/9zW3btGnTjCTjcDjM888/77bthRdeMJJMRkaGW3vtsYqOjjYFBQWu9hs3bphx48YZSWbZsmVuj/H2M6w9RuvXr/foK8mkpqaaiooKV/v58+eNw+Ew4eHhpqqqytV+4MABI8n06dPHlJSUuNorKyvNsGHDjCSf7x8AsCoudQNwW+rUqZMWL17s0X7s2DHt379fEyZM0K9+9Su3bREREVq6dKm+//57bdmyRZJkt9tljFFwcLDsds+P1Ojo6DrrqK6u1oYNGxQWFuZx+daQIUM0efLkBr4y33r27OnRZrfblZ6eLkleL+NrjGXLlqlDhw4e7ZmZmQoMDNSbb77pcebjueeeU3R0tDZs2OBqs9lskuR1MYib9x8bG6vg4GCPfqmpqerfv7/P1zZs2DCPY/zkk09KkiIjIzV//ny3bVOmTJEkff755173N3v2bHXr1s31f7vdrhUrVshut+utt97y+piGePXVVxUaGur6f8eOHTVmzBhdvnxZ//nPf1ztb7/9tiTpj3/8oyIiIlztQUFB+tOf/vSz6wCA1ohL3QDclu6++26vA+XDhw9LkkpLS73eO+fixYuSpJMnT0qSwsLC9Nhjj2nnzp0aNGiQxo8fr6SkJCUmJtZr9baTJ0+qoqJCw4YN8zqpPSUlxTWI/bmKioq0YsUK7dq1S3l5ebp69arb9m+++eaWPE9iYqJHW0VFhY4dO6YOHTooIyPD6+OCg4Ndx1WSJk+erK1btyoxMVGTJk1yXcbm7ZI1Y4w2bNigrKwsHTt2TCUlJW7zloKCgrw+5+DBgz3aunTpIkkaOHCg2rRp43VbYWGh1/0lJyd7tPXo0UPx8fEqKChQaWmpWxBpiIiICK/hNT4+XpJUUlLiajt69KgkKSkpyaP/0KFDFRDA1z+A2w+ffABuS3fccYfX9qKiIknSnj17PBYm+LErV664/r1582a99NJL2rhxoxYtWiRJCgkJ0cSJE/Xyyy8rJibG537KysokyW0eTH3qbKjS0lLde++9ys/P1y9+8QulpaUpKipKAQEBKi0tVWZmptfFBRrDW80lJSUyxujixYsec1F8GTdunLKzs/XnP/9Z69at05o1ayQ5z4QtX75cDz74oKvv3LlzlZGRoc6dO+uRRx5RbGys68xIVlaWzpw54/U5vIXN2lBQ17bq6mqv+6vr53jmzBmVlZU1Ovj4Wu2ttqYfB7263ldt2rT5yTORAGBFBB8At6Xay6huVju4zMzM1LPPPluvfYWGhmrJkiVasmSJzp49qwMHDigrK0vvvPOOCgoKtH//fp+PrX2+8+fPe91+7tw5r+12u11VVVVet5WWlnq0rV27Vvn5+Vq8eLHHmazDhw8rMzPTZ40N5e3Y1r7OQYMG6V//+le99zVy5EiNHDlSV69e1SeffKLs7GytXr1aI0eO1NGjR9WvXz9duHBBr7zyiu666y599NFHrkUqam3atOnnvaAGOH/+vPr27evRXvtzbK6lqsPDw1319OjRw23bjRs3VFRUpNjY2GapBQD8BXN8AOBHhg4dKkk6ePBgox4fHx+vyZMna/fu3erdu7cOHDig4uJin/0TEhLUtm1bff75566/0v/YzUtS14qMjNT58+e9nnnIzc31aDt9+rQk54prN6srmN0q7du315133ql///vfdR4PX9q1a6cHHnhAK1eu1MKFC1VZWal//OMfkqS8vDzV1NRoxIgRHqGnsLBQeXl5t+Q11Ie3Y5mXl6ezZ8+qe/fujT7b01CDBg2SJB06dMhj28cff6zr1683Sx0A4E8IPgDwI0OGDNGwYcO0detWn5PRjx8/rgsXLkhyzvn55JNPPPpcvXpV5eXlatOmTZ3zKQIDAzV58mSVl5d7nInJzc11m+z/Y4mJibp+/brWr1/v1p6VlaUPP/zQo3/tPVv27t3r1n706NFmm+w+d+5cVVVVadq0aV7PSpWUlLidDcrJydG1a9c8+tWeHatdIKH2tR06dMjtcq8rV65o5syZzTrIz8zMdLusrqamRvPmzVNNTY2eeuqpZqsjLS1NkvTCCy+4BeqqqiotXLiw2eoAAH/CpW4AcJONGzfqgQce0PTp0/XKK68oMTFRERERKiws1BdffKETJ07o8OHD6tixo7755hsNHTpU/fr10z333KP4+HhdvnxZ2dnZOnfunJ555hnXZUe+vPjii8rJyVFGRoZyc3Nd9/HZvHmzfvnLX2rHjh0ej3n22We1fv16Pf3008rJyVF8fLyOHTumjz76SKNGjVJ2drZb/7S0NK1YsULp6enat2+fevfurVOnTik7O1vjxo3T5s2bb+kx9GbatGk6cuSIXn/9dfXs2VOPPPKIunbtquLiYuXn5+vAgQN66qmnXHN5fv/736ugoEApKSnq3r27goKCdOTIEf3zn/9U165dNWnSJEnO+TOTJk3S3//+dw0cOFAjRoxQWVmZ9uzZo5CQEA0cONDnKmy3WlJSkgYOHKhf//rXcjgc2r17t44dO6bBgwfrD3/4Q7PUIDkXWZg1a5beeOMN3XnnnRo/frwCAwO1c+dOORwOdenSxesqhABgZQQfALhJXFycjhw5oldffVVbtmzRhg0bdOPGDd1xxx3q37+/fve732nAgAGSnGcbli5dqn379mnv3r26dOmSoqKi1LdvXy1fvtw1OK9Lhw4d9OGHH2rhwoXauXOncnNz1bdvX61evVrdu3f3GnwSEhKUk5OjBQsWaOfOnQoICNCwYcN0+PBhbd261SP4dOnSRQcPHtT8+fNdN1ZNSEjQ66+/roceeqhZgo8kvfbaa0pNTdWaNWv0wQcfqLS0VFFRUeratavmzZvnWi5akhYuXKht27YpNzdXH3zwgex2u7p27aqFCxdqzpw5ioqKcvVdt26devTooc2bN+u1115TTEyMRo8erWXLlnm9vK+prFy5Utu2bdObb76pgoICRUdHa/bs2Vq2bNnPunlpY6xevVoJCQn6y1/+ojVr1ig6Olpjx47Viy++qLi4OPXq1atZ6wGAlmYzxpiWLgIAgNZs6tSpevvtt5Wfn++69M5fnTp1Sn369NGkSZOadeEHAGhpnOcGAMCCzp07p5qaGre2iooKzZkzR5L3hS4AwMq41A0AAAvKyMjQpk2blJKSos6dO+vcuXPKyclRYWGhRo4cSfABcNsh+AAAYEEPP/ywTpw4oZycHF26dElt2rRR3759NXv2bM2ePdvnvawAwKqY4wMAAADA8uo842OMEbkIAAAAgL+z2Wx1ns3+yeBTXl5+y4sCAAAAgFspLCyszuDDqm4AAAAALI/gAwAAAMDyCD4AAAAALK/By1n/4uX2KrraipfA/J+WLgA3u6COLV0CrOyvLV0A0Dp01IWWLgE3Y8yCJnThr617/GXaRevK/37aoMc0OPgUXbWp6GorPlFU89Nd0LzsKmrpEmBlV1u6AKB1KOIiEP/DmAVNyH61dY+/GvPrwaccAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwPIIPAAAAAMsj+AAAAACwvICWLgDwR8ZIXxVKRWVStEPqGSfZbC1dFXWh9TNG+uqyVFQpRQdLPcN5rwCthjFS4VdSWZHkiJbievrHLzB1oZ4IPsCPGCOt3Sat3CiVXJaqqqWgQCkyXJr7hDRjbMt8ZlEXWjtjpLUnpZXHpZJKqeqGFNRGigyW5g6QZiTwXgH8ljHStrXSxpXS5RKpukoKDJLCI6Un5kpjZ7TclxB1oQFsxhjja2NNTY3Ky8vd2nouDVPR1VZ8hdysli4ANzPyj19+Y6S0RdJ7+6XyCs/tYW2lMcnSO8ua9/OKun6mN1rwuSHph/fKXum9M1J5tef2sEBpTDfpneGMBVqSTT6HA2gp/jBmMUZalCbtf0+qKPfc3jZMSh4jLXun+b+EqOtnMW+07g/cmnbRKl/8lVtbWFiY7HbfOaUVJxjg1lq7zfcgXnK2v7dfWruduvy5LviftSd9hx7J2f7eGWc/AH5m21rfg3jJ2b7/PWn7Wury57ogieADSHL+gWblRt+D+FrlFdKqjc1Tk0RdaP2McV7e5iv01CqvllYdb56aANSTMc7LtXwN4mtVlEsbVzVPTRJ1odEIPoCcE/NLLtevb3GZdPps09ZTi7rQ2n112Tmnpz6KK6XTZU1bD4AGKPzKOUelPsqKpbOnm7aeWtSFRiL4AHKuRlb1E3+RrlV13TmYbw7Uhdau6IeFDOqjqsYZfgD4ibIi58T8+rhe5RzMNwfqQiMRfAA5l2AOCqxf36AAKcrRtPXUoi60dtHBztXb6iPILkUFN209ABrAEe1cjaw+AoIkR1TT1lOLutBIBB9AzvvORIbXr2+UQ+oV37T11KIutHY9w51LVtdHVLDUi5AM+I+4ns4lmOvDESXF92raempRFxqJ4APIuaLk3CecSzDXJbydlP5E89QkURdaP5vNeZ+esJ84QxgeKKUPaJ6aANSTzea870zbsLr7tQuXnkhvnpok6kKjEXyAH8wY67zvjK/BfHg7afT90ozHqcuf64L/mZHgvE+Pr/ATHiiN7ubsB8DPjJ3hvO+Mr8F8u3Dp/tHS4zOoy5/rgiRuYAo/4C83MJV+uLv8ducSzMVlzon5tXNU0p9wDuJb6ibQ1NVI3MDULxjjvE/PquPOBQyqav5/Tk/6AGfoafH3ym2OG5j6IX8ZsxjjvO/MxlXOCfnXq/5/jsoT6c5BfEt9CVFX48u8DW9gSvBBi/On4PNjp886B/P+NkeFuhqI4ON3Tpc5ww9zevwLwccP+eOY5exp52De3+aoUFeD3Y7BJ6CpiwJaq17xkvxpAP8D6kJrR9gBWrH4Xv75WU9dqIdWfOoGAAAAAOqH4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACyP4AMAAADA8gg+AAAAACwvoKEPiG5nJNU0QSnNhKjnd2oU3dIlwMratXQBQOsQ3Zq/262KMQuaUE271j3+Mo2o32aMMb421tTUqLy8/GcVBQAAAABNLSwsTHa7778Y8LcEAAAAAJZH8AEAAABgeQQfAAAAAJZX5xwfY4zq2AwAAAAAfsFms8lms/neXlfwAQAAAAAr4FI3AAAAAJZH8AEAAABgeQQfAAAAAJZH8AEAAABgeQQfAAAAAJZH8AEAAABgef8H8I1YJIo8o3cAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from kf_book.pf_internal import plot_residual_resample\n", "plot_residual_resample([.1, .2, .3, .4, .2, .3, .1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You may import this from FilterPy using\n", "\n", "```python\n", " from filterpy.monte_carlo import residual_resample\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Stratified Resampling\n", "\n", "This scheme aims to make selections relatively uniformly across the particles. It works by dividing the cumulative sum into $N$ equal sections, and then selects one particle randomly from each section. This guarantees that each sample is between 0 and $\\frac{2}{N}$ apart.\n", "\n", "The plot below illustrates this. The colored bars show the cumulative sum of the array, and the black lines show the $N$ equal subdivisions. Particles, shown as black circles, are randomly placed in each subdivision." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from kf_book.pf_internal import plot_stratified_resample\n", "plot_stratified_resample([.1, .2, .3, .4, .2, .3, .1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The code to perform the stratification is quite straightforward. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def stratified_resample(weights):\n", " N = len(weights)\n", " # make N subdivisions, chose a random position within each one\n", " positions = (random(N) + range(N)) / N\n", "\n", " indexes = np.zeros(N, 'i')\n", " cumulative_sum = np.cumsum(weights)\n", " i, j = 0, 0\n", " while i < N:\n", " if positions[i] < cumulative_sum[j]:\n", " indexes[i] = j\n", " i += 1\n", " else:\n", " j += 1\n", " return indexes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Import it from FilterPy with\n", "\n", "```python\n", "from filterpy.monte_carlo import stratified_resample\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Systematic Resampling\n", "\n", "The last algorithm we will look at is systemic resampling. As with stratified resampling the space is divided into $N$ divisions. We then choose a random offset to use for all of the divisions, ensuring that each sample is exactly $\\frac{1}{N}$ apart. It looks like this." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from kf_book.pf_internal import plot_systematic_resample\n", "plot_systematic_resample([.1, .2, .3, .4, .2, .3, .1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Having seen the earlier examples the code couldn't be simpler." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def systematic_resample(weights):\n", " N = len(weights)\n", "\n", " # make N subdivisions, choose positions \n", " # with a consistent random offset\n", " positions = (np.arange(N) + random()) / N\n", "\n", " indexes = np.zeros(N, 'i')\n", " cumulative_sum = np.cumsum(weights)\n", " i, j = 0, 0\n", " while i < N:\n", " if positions[i] < cumulative_sum[j]:\n", " indexes[i] = j\n", " i += 1\n", " else:\n", " j += 1\n", " return indexes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " \n", "Import from FilterPy with\n", "\n", "```python\n", "from filterpy.monte_carlo import systematic_resample\n", " ```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Choosing a Resampling Algorithm\n", "\n", "Let's look at the four algorithms at once so they are easier to compare." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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4TNNk3bp1bNq0icsuu4yrrrrK4zV//vOfmTx5MocOHeKSSy7x+iyVmTNn8sEHH9CvXz/atWtHo0aN+Pbbb1m5ciVNmjThtttuc22bnJxMUFAQ999/P9u3b3ddPXrwwQcBx6B1165dPPzww7z22mskJiYSExPDwYMH2bFjB5s2beLNN9+kbdu25/z4xMbGMmLECBYtWkS3bt0YMGAARUVFfPjhh4SHh9OtWzePv9x36NCBli1bsmjRIkJDQ2nTpg2GYXDLLbdUOegOCwvj7bffZsCAAQwfPpznn3+eHj16cOLECXbs2MEnn3xS5ZyWM9GxY0deeeUVxo0bR5cuXbjmmmu48MILqaioYP/+/axbt47o6GjXYhELFy7k2WefJSkpifbt22O328nNzWX58uXYbDbuvvtuV9uZmZncfvvtXHbZZdx4442Ehoayfv16vvvuOwYNGsTy5ctrHX9NpKSkkJqaSmpqKu3bt2fbtm2sWLGCpk2bMnfu3HqJARy3us2dO5ebb76ZXr16uT3HZ9u2bSQlJbF27doar3AoIuJPlPiISMB54oknWL16NV999RUrVqwgPDycuLg4nnzySf7yl794XbHsvPPO47rrriM7O9vr1R5wzAWy2+188cUXrF+/npMnT9KqVSsmTJjApEmT3BKATp068eqrrzJjxgzmzp1LaWkp8N/EJzIykrVr1/Liiy+ycOFClixZQmlpKTExMVxwwQXMmjWLq6++ug6OjsPLL79Mu3btWLx4Mc8++yzR0dGkpKTw6KOPcuONN3psHxwcTHZ2Nvfddx9vvfUWxcXFmKZJYmJitVcbLr/8crZu3coTTzzBypUr+eyzz2jcuDHt27dnypQp52x/br75Zrp27crMmTNZs2YNH3zwAREREZx//vkMHTrUbeGJkSNHUlZWRk5ODl999RUnTpygZcuWjBgxgkmTJnHRRRe5ts3IyMBmszF79mxeffVVGjRoQJ8+fZg3bx5Lliypt8QnNTWV2267jalTp/Kvf/2L0NBQbrjhBh5//HEuvPDCeonBKS0tDbvdzmOPPcbixYux2Wz07duXzz//nL///e9A/c05EhE5lwzTNE1fByEiUtcqKytJSEjg119/5eDBgzWeJC9Sl+bPn8+tt97KvHnzGDt2rK/DqdapU6do164d5eXlHDp0yNfhiIicMV2rFpHfhbfeeou9e/cyevRoJT0i1SgsLOT48eNuZaZpMnXqVPbv3+/1iqGISCDQrW4iYmlTp06loKCAl19+mUaNGnH//ff7OiQRv7ZhwwaGDx/OgAEDiI+Pp6SkhA0bNrB161bi4uJ45JFHfB2iiMhZUeIjIpb20EMPERoaSpcuXZg5c6brafUi4l2HDh1ISUkhJyeHlStXUlFRQevWrbn77rt54IEH3J6RJSISSDTHR0RERERELK/aKz6maaK8SERERERE/J1hGBiGUWX9byY+xcXF5zwoERERERGRc6lx48bVJj5a1U1ERERERCxPiY+IiIiIiFieEh8REREREbG8M17OuseMRuQfq/reOb93i68D8AMju8J/DkHzFvDmNl9HQx7n+TqEgNV1JBz6D7RoDtve9HU0fuo1XwdQc13fgUPHoUVD2DbU19FIbQVaf55Hnq9D8G/vdIXjh6BhCxhaT787NWapG342DvKVvNcCe/xlRjSj5O8bz+g1Z5z45B8zyD8WwBeKKn0dgB84cgTy8yE4HCp935dB5Ps6hIDl7MrwYAjSZ9u7Y74OoOaOFED+MQgvhaAAilu8C7T+zNdNINUrOALH8qE0HOprHKSf63XDz8ZBvhJ0LLDHX2dzevx+e1tERERERH43lPiIiIiIiIjlKfERERERERHLU+IjIiIiIiKWp8RHREREREQsT4mPiIiIiIhYnhIfERERERGxPCU+IiIiIiJieUp8RERERETE8pT4iIiIiIiI5SnxERERERERy1PiIyIiIiIilqfER0RERERELE+Jj4iIiIiIWJ4SHxERERERsTwlPiIiIiIiYnlKfERERERExPKU+IiIiIiIiOUp8REREREREctT4iMiIiIiIpYX4tN3N004mgtl+WBrBpEJYBg+DUlqwTThQC4U5UNUM2il/gxUpgm5ByC/CJpFQUIrdWUgM03IPQr5ZdDMBgmR6s9Apv60EI2DrEXjIL/nm8THNGFnFmx/CsqOwKlyCA4Dmx0unggdx+uDEkhME7KzYOFTcPQIVJRDaBhE2iFtIqSqPwOFaUJWNjy1EI4chfIKCAsFeyRMTIPxqerKQGKakLUTntoOR8qg/BSEBYPdBhMvhvEd1Z+BRP1pIRoHWYvGQQGj/hMf04Q1o2HfMqgodq87cRg2TIJD/4bkBfqQBALThIdHw9plcPx/+rPgMMyeBFv+DY+qP/2dacLoh2HZWig+7l53uAAmzYZ/b4EFj6orA4Fpwug1sGwfFFe41x0+AZM2wL8PwYJk9WcgUH9ayJmMg1Bn+j2NgwJK/c/x2Znl/WR3qih21O/Mqt+45OxkZ3k/2Z2OFzvql6o//V1Wtvekx6n4uKM+a2n9xiVnJ2un90GyU3GFoz5rZ/3GJWdH/WkhGgdZi8ZBAaV+Ex/TdFzWrepkd6oohu2z6icmOXum6bisW9XJ7nS8GBaqP/2ZaTpub6sq6XEqPg6zFtZPTHL2TNNxO1RVg2Sn4gqYtb1+YpKzp/60EI2DrEXjoIBTv4nP0VzHvaw1UVYARbvrNh6pnQO5jntZa6KoAH5Sf/qr3AOOOT01UVAEu3+q23ikdnKPOuaA1ERBGewuqtt4pHbUnxZypuMg/d70bxoHBZz6TXzK8h0T+Gqistxx0ov/Ksp3TOCriZPljpNe/FJ+kWMhg5ooP+lIfsR/5f//xPeaKK90DJbFf6k/LeRMx0H6venfNA4KOPWb+NiaOVYtqYmgMLA1rdt4pHaimjlWLamJkDCIUn/6q2ZRjtXbaiIsBJpG1W08UjvNbI7VvmoiLAia2uo2Hqkd9aeFnOk4SL83/ZvGQQGnfhOfyATHUo01YWsKUe3rNh6pnVYJjqUaayKqKbRWf/qrhFaOJatromkUtG9dt/FI7SREOpY4rommNmivRNavqT8t5EzHQfq96d80Dgo49Zv4GIZjffrQxtVvFxoJF2fWT0xy9gzDsT59w9/oz4hISFN/+jPDcDynp3HD6reLjIDMtPqJSc6eYTie69L4N67iRYZC5sX1E5OcPfWnhWgcZC0aBwWc+l/OuuN4iBtc9UkfGglxKY7txP+ljoekwVWf9BGR0DcFhqg//d34VBicVHXyExkBKX1h/JD6jUvOzviOMDiu6sFyZCikxDm2E/+n/rQQjYOsReOggFL/DzA1DMdDuXZmOZZqLCtwTOBzzum5OFNPLA4khuF4KNfSLMdSjUUFjgl8zntZ0zIdJ7v60+8ZhuPhpFlLHUtWFxQ5FjJwzunJTHMkPerKwGAYjodZZu10LHFcUOaY+O6cA5J5sWOQrP4MDOpPC9E4yFo0Dgoo9Z/4gKPzO6U7vop2O056zekJXIYBqemOr592O0563csakAwD0lMdX7t/ciQ/mtMTuAwD0js5vnYXOQbLmgMSuNSfFqJxkLVoHBQwfJP4nE4nubW0bg8aJFtC+9aoLy1Eg2NrUX9aiMZB1qJxkF+r/zk+IiIiIiIi9UyJj4iIiIiIWJ4SHxERERERsTwlPiIiIiIiYnlKfERERERExPKU+IiIiIiIiOUp8REREREREctT4iMiIiIiIpanxEdERERERCxPiY+IiIiIiFieEh8REREREbE8JT4iIiIiImJ5SnxERERERMTylPiIiIiIiIjlKfERERERERHLU+IjIiIiIiKWp8RHREREREQsT4mPiIiIiIhYnhIfERERERGxvJAzfUGzCBOorINQ6olSPbDb4VSp498g3/dlJc18HULAstuh9JTj30p9tr2L8HUANWdvCqXhYG8IlQEUt3gXaP3ZLJB/t9eHpnYIL4WGdoiop2Oln+t1w8/GQb5SGRHY4y/zLOI3TNM0q6qsrKykuLi4VkGJiIiIiIjUtcaNGxMUVPVfDPS3BBERERERsTwlPiIiIiIiYnlKfERERERExPKqneNjmibVVIuIiIiIiPgFwzAwDKPq+uoSHxERERERESvQrW4iIiIiImJ5SnxERERERMTylPiIiIiIiIjlKfERERERERHLU+IjIiIiIiKWp8RHREREREQs7/8AJLF0NTpZ6YUAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "a = [.1, .2, .3, .4, .2, .3, .1]\n", "np.random.seed(4)\n", "plot_multinomial_resample(a)\n", "plot_residual_resample(a)\n", "plot_systematic_resample(a)\n", "plot_stratified_resample(a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The performance of the multinomial resampling is quite bad. There is a very large weight that was not sampled at all. The largest weight only got one resample, yet the smallest weight was sample was sampled twice. Most tutorials on the net that I have read use multinomial resampling, and I am not sure why. Multinomial resampling is rarely used in the literature or for real problems. I recommend not using it unless you have a very good reason to do so.\n", "\n", "The residual resampling algorithm does excellently at what it tries to do: ensure all the largest weights are resampled multiple times. It doesn't evenly distribute the samples across the particles - many reasonably large weights are not resampled at all. \n", "\n", "Both systematic and stratified perform very well. Systematic sampling does an excellent job of ensuring we sample from all parts of the particle space while ensuring larger weights are proportionality resampled more often. Stratified resampling is not quite as uniform as systematic resampling, but it is a bit better at ensuring the higher weights get resampled more.\n", "\n", "Plenty has been written on the theoretical performance of these algorithms, and feel free to read it. In practice I apply particle filters to problems that resist analytic efforts, and so I am a bit dubious about the validity of a specific analysis to these problems. In practice both the stratified and systematic algorithms perform well and similarly across a variety of problems. I say try one, and if it works stick with it. If performance of the filter is critical try both, and perhaps see if there is literature published on your specific problem that will give you better guidance. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "This chapter only touches the surface of what is a vast topic. My goal was not to teach you the field, but to expose you to practical Bayesian Monte Carlo techniques for filtering. \n", "\n", "Particle filters are a type of *ensemble* filtering. Kalman filters represents state with a Gaussian. Measurements are applied to the Gaussian using Bayes Theorem, and the prediction is done using state-space methods. These techniques are applied to the Gaussian - the probability distribution.\n", "\n", "In contrast, ensemble techniques represent a probability distribution using a discrete collection of points and associated probabilities. Measurements are applied to these points, not the Gaussian distribution. Likewise, the system model is applied to the points, not a Gaussian. We then compute the statistical properties of the resulting ensemble of points.\n", "\n", "These choices have many trade-offs. The Kalman filter is very efficient, and is an optimal estimator if the assumptions of linearity and Gaussian noise are true. If the problem is nonlinear than we must linearize the problem. If the problem is multimodal (more than one object being tracked) then the Kalman filter cannot represent it. The Kalman filter requires that you know the state model. If you do not know how your system behaves the performance is poor.\n", "\n", "In contrast, particle filters work with any arbitrary, non-analytic probability distribution. The ensemble of particles, if large enough, form an accurate approximation of the distribution. It performs wonderfully even in the presence of severe nonlinearities. Importance sampling allows us to compute probabilities even if we do not know the underlying probability distribution. Monte Carlo techniques replace the analytic integrals required by the other filters. \n", "\n", "This power comes with a cost. The most obvious costs are the high computational and memory burdens the filter places on the computer. Less obvious is the fact that they are fickle. You have to be careful to avoid particle degeneracy and divergence. It can be very difficult to prove the correctness of your filter. If you are working with multimodal distributions you have further work to cluster the particles to determine the paths of the multiple objects. This can be very difficult when the objects are close to each other.\n", "\n", "There are many different classes of particle filter; I only described the naive SIS algorithm, and followed that with a SIR algorithm that performs well. There are many classes of filters, and many examples of filters in each class. It would take a small book to describe them all. \n", "\n", "When you read the literature on particle filters you will find that it is strewn with integrals. We perform computations on probability distributions using integrals, so using integrals gives the authors a powerful and compact notation. You must recognize that when you reduce these equations to code you will be representing the distributions with particles, and integrations are replaced with sums over the particles. If you keep in mind the core ideas in this chapter the material shouldn't be daunting. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "[1] *Importance Sampling*, Wikipedia.\n", "https://en.wikipedia.org/wiki/Importance_sampling\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 1 }