{ "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": [ "from __future__ import division, print_function\n", "%matplotlib inline" ] }, { "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", "text/plain": [ "
" ] }, "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", " 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", "$$\\displaystyle \\mu = \\frac{1}{N}\\sum_{i=1}^N w^ix^i$$\n", "\n", "Here I adopt the notation $x^i$ to indicate the $\\mathtt{i}^{th}$ particle. A superscript is used because we often need to use subscripts to denote time steps the $\\mathtt{k}^{th}$ or $\\mathtt{k+1}^{th}$ 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.resize(len(particles))\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": {}, "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", 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" ] }, "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.ones(N) / 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", " assert np.allclose(weights, 1/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": {}, "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", 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" ] }, "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", "$$\\mu = \\frac{1}{N}\\sum\\limits_{i=1}^N x^iw^i$$\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", " 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", "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." ] }, { "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.resize(len(particles))\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": {}, "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": "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\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": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }