{ "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" ] }, { "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(f'mean pi(N={N})= {pi:.4f}')\n", "print(f'err pi(N={N})= {np.pi-pi:.4f}')" ] }, { "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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mE7x+czc6h/kZHUlqUO+WTXhxaBeg4j4Fc1drjXsRqXuqVezd3d2JiYmpMocqPj6efv36nfJxc+bM4c4772T27NlceeWVVb7et2/fKsdcunTpaY8pImKUZdszeW7xFgCeuLKDbkDlIq7vFsaDF7cG4ImvNrJ6z2GDE4mInKjayzbExcXx3nvv8cEHH7BlyxYmTJhASkoKY8aMASrmvt9+++2V+8+ZM4fbb7+dV155hT59+pCenk56ejo5OTmV+zz00EMsXbqUF154ga1bt/LCCy/w448/Mn78+HP/DkVEzqM9WQU8MHtd5bKWd/dvYXQkqUUTLmnNVV1CKbM7GPtZAqlHi4yOJCJSqdrFfsSIEUyfPp0pU6YQHR3N8uXLWbx4MREREQCkpaWdsKb9O++8Q1lZGffffz+hoaGVHw899FDlPv369WPu3Ll8+OGHdOnShVmzZjFv3jx69+59Hr5FEZHzI6/Yxj0fryW3uIxuzf159vpOZ3R9kTgPk8nEi0O70D7Ul6z8Uu79ZC3FtnKjY4mIAGd58ezYsWMZO3bsSb82a9asEz7/5ZdfzuiYQ4cOZejQoWcTR0SkxtntDsbPTWJnRj4hvp68c1sMHm5a99AVebm78e7IGK596zc2Hszl0QXrmTYiWr/kiYjhnPcOKiIi59Er8dv479YM3N3MvDMyhiBfT6MjiYHCG3vx1i3dsZhNfJWUynsr9hgdSURExV5E5O98uz6Vt37eBcALN3ama7i/sYGkTugb1YQnr+oAwNTvt7B8e6bBiUTE1anYi4icxrb0PB7+fD0A9w5qyfXdwgxOJHXJ7X0jGN4jDLsDxs1ex96sAqMjiYgLU7EXETmFvGIb//g0gSJbOQNaBfDvy3RTIjmRyWTimes60a25P7nFZYz5NIGiUl1MKyLGULEXETkJh8PBI1+sZ3dWAaF+nrx2UzQWsy6OlKo83Cy8fVsMAQ3d2Zqex6RFG3E4HEbHEhEXpGIvInIS7/+6h+83pmO1mHjr1u40aehhdCSpw4J9PXn95m6YTfBFwgHmrdlvdCQRcUEq9iIi/2P1nsNM/X4rAJOu6kD35o0MTiT1Qb+oAP4Z2xaAJ7/exMaDOX/zCBGR80vFXkTkLzLyihk3ex3ldgfXRjdlZJ8IoyNJPfKPwVFc3C6I0jI7//gsgZxCm9GRRMSFqNiLiBxTVm7ngdmJZOSV0Ca4IVNv6KybDkm1mM0mXh0eTVijBuw/XMQ/P0/Gbtd8exGpHSr2IiLHvBK/nT/2HMbb3cLM22Lwcj+rm3OLi/PzsjLz1hjcLWZ+3HKId5bvNjqSiLgIFXsREWD59kxm/lJxE6oXh3YlKrChwYmkPusc5sfT13QE4KUlW1m957DBiUTEFajYi4jLy8grJm5+EgC39WnOlV1CjQ0kTuHmXuHc0K0Zdgc8NDeRIwWlRkcSESenYi8iLq3c7mD83CSy8ktpF+LDE1d2MDqSOInjN6+KDPAmLaeYh79Yr/XtRaRGqdiLiEub8fNOVu7KpoHVwpu3dMfTajE6kjgRbw833ri5W+V8+49W7jU6kog4MRV7EXFZq/ccZtqP2wF49rpOtArSvHo5/zo18+OxK9oB8NzirVrfXkRqjIq9iLikIwWlPDQ3EbsDbujejBtjwoyOJE7sjn4tGNIhmNJyOw/MSSS/pMzoSCLihFTsRcTlOBwO/vV5Mmk5xbQM9OaZazsZHUmcnMlk4qWhXWjq58merAKe/Gqj0ZFExAmp2IuIy/ngt738d2sG7m5m3ry5O94eWq9eap6/lzuv3dwNi9nEl4kHWZBwwOhIIuJkVOxFxKVsTs3lhe+3AjDpqg50aOprcCJxJT1bNGbCJa0BmLRoI7sy8w1OJCLORMVeRFxGsa2ch+YmUlpuZ0iHYG7r3dzoSOKC/nFBK/pFNaGwtJzxc5MoLbMbHUlEnISKvYi4jKmLt7AjI59AHw9euLELJpPJ6EjigixmE9NGROPvZWXDwRymH1uZSUTkXKnYi4hL+HlrBh+t2gfAK8O60tjb3eBE4sqCfT15/obOAMxctos/dmcbnEhEnIGKvYg4vaz8Eh7+IhmAu/tHMqhNoMGJROCyTqEM7xGGwwFx85PJKbIZHUlE6jkVexFxag6Hg0e+WE9WfintQnx45LK2RkcSqfTU1R2JaOLFwaNFPLlIS2CKyLlRsRcRp/bp7/v46djSltNvisbTajE6kkglbw83po+IxmI2sSgplUVJB42OJCL1mIq9iDitHYfyePa7LQBMvLwd7UK0tKXUPd2aN+LBiyqWwHxi4UYOHCk0OJGI1Fcq9iLilErKynlwbhIlZXYGtQnkzn4tjI4kckr3XxhFTEQj8krKiJuXTLndYXQkEamHVOxFxCm9snQ7W9JyaeztzstDtbSl1G1uFjPThkfT0MON1XsP8/ayXUZHEpF6SMVeRJzOH7uz+c+K3QA8f0Nngnw9DU4k8veaN/Hi6Ws6AjAtfjsbDuQYnEhE6hsVexFxKvklZfzz82QcDhjeI4zYjiFGRxI5Yzd2b8aVnUMpszuYMD+JYlu50ZFEpB5RsRcRp/J/323mwJEimvk3YNJVHYyOI1ItJpOJZ6/rRKCPBzsz8nl5yTajI4lIPaJiLyJO46eth5izej8ALw/rio+n1eBEItXXyNudF26suCvt+7/t4XfdlVZEzpCKvYg4hSMFpfx7wQYARg2IpG9UE4MTiZy9i9oFM6JHOA4H/OvzZPJLyoyOJCL1gIq9iDiFJxZtJDOvhFZBDXn4Ut1dVuq/J65qTzP/Bhw4UsT/fbfZ6DgiUg+o2ItIvfd1cirfrU/DYjbx6vCuurusOAUfTysvD+sKwJzV+/l5a4bBiUSkrlOxF5F67VBuMZO+2gjAuAtb0SXM39hAIudR36gm3N0/EoB/L1jP0cJSgxOJSF2mYi8i9ZbD4eCRL9aTU2SjczM/xl3UyuhIIufdI5e1JSrQm4y8EiYt2mR0HBGpw1TsRaTemrN6P8u2Z+LuZubV4V2xWvSSJs7H02rh1eHRWMwmvklO5dv1qUZHEpE6Sj8FRaRe2pddwLPHLih85NK2tA72MTiRSM3pGu7P/RdEAfDEVxvJyC02OJGI1EUq9iJS75TbHfzr82QKS8vpHdm4cg6yiDMbd1FrOjb15WihjUe/3IDD4TA6kojUMSr2IlLvfPjbHtbsPYK3u4WXh3XFbDYZHUmkxlVMOYvG3WLmp60ZzF+73+hIIlLHqNiLSL2yJ6uAl5ZsA+DxKzsQ3tjL4EQitadtiA//jG0DwDPfbuHg0SKDE4lIXaJiLyL1RrndwcOfJ1NSZmdAqwBu7hVudCSRWjd6YEu6N/cnv6SMRxes15QcEamkYi8i9caslXtZu+8IDT3ceP7GzphMmoIjrsdiNvHSsK54uJlZsSOLeWs0JUdEKqjYi0i9UDEFZysAj13RnrBGmoIjrisqsCH/im0LwLPfaUqOiFRQsReROs9ud/DIF8kU2zQFR+S4uwdEVk7JmahVckQEFXsRqQdmrdxbuQqOpuCIVDg+Jcfdzczy7ZlaJUdEVOxFpG7bm1XAi8en4FypKTgif1UxJadilZxnv91CqqbkiLg0FXsRqbMqpuCsp9hmp3+rJtzSq7nRkUTqnFEDWtKtuT95JWW6cZWIi1OxF5E666NVe1m993DFFJwbumgKjshJWMwmXhqqKTkicpbFfsaMGURGRuLp6UlMTAwrVqw45b5paWnccssttG3bFrPZzPjx46vsM2vWLEwmU5WP4uLis4knIk5gb1YBL/xQMQVn4hXtdSMqkdNoFaQpOSJyFsV+3rx5jB8/nscff5zExEQGDhzI5ZdfTkpKykn3LykpITAwkMcff5yuXbue8ri+vr6kpaWd8OHp6VndeCLiBP46BadflKbgiJwJTckRkWoX+1dffZVRo0YxevRo2rdvz/Tp0wkPD2fmzJkn3b9Fixa89tpr3H777fj5+Z3yuCaTiZCQkBM+RMQ1fXxsCo6Xu4UXbuyC2awpOCJ/53+n5Hy+9oDRkUSklrlVZ+fS0lISEhJ49NFHT9geGxvLypUrzylIfn4+ERERlJeXEx0dzTPPPEO3bt1OuX9JSQklJSWVn+fm5gJgs9mw2WznlEWqOv6c6rl1bbUxDvYdLqycgvPIpW0I8bFq3NUxej2ouyIaeTD+4iheXLKDKd9upk+kP6F+Nffut8aCgMZBTavO81qtYp+VlUV5eTnBwcEnbA8ODiY9Pb06hzpBu3btmDVrFp07dyY3N5fXXnuN/v37k5ycTOvWrU/6mKlTpzJ58uQq25cuXYqXl+bi1pT4+HijI0gdUFPjwO6ANzdZKLKZaO1rxy9zA4sXb6iR/5acO70e1E2hDmjR0MLe/DLue+8X7mtnp6avO9dYENA4qCmFhYVnvG+1iv1x/7syhcPhOKfVKvr06UOfPn0qP+/fvz/du3fnjTfe4PXXXz/pYyZOnEhcXFzl57m5uYSHhxMbG4uvr+9ZZ5GTs9lsxMfHM2TIEKxWq9FxxCA1PQ4+/j2FXXlb8XK38M7oAYRrzfo6Sa8HdV/7XgVcM2MVW45CYUhnhsU0q5H/jsaCgMZBTTs+K+VMVKvYBwQEYLFYqpydz8jIqHIW/1yYzWZ69uzJjh07TrmPh4cHHh4eVbZbrVYNqhqk51egZsbBvuwCXl5a8W9+4uXtaBl06mtypG7Q60Hd1a6pP/8c0oap329l6vfbuLB9MKF+DWrsv6exIKBxUFOq85xW6+JZd3d3YmJiqrzVEh8fT79+/apzqNNyOBwkJSURGhp63o4pInXX8VVwimzl9G3ZhFt7RxgdSaTeGz2wJdHhx1bJWaBVckRcQbVXxYmLi+O9997jgw8+YMuWLUyYMIGUlBTGjBkDVEyRuf322094TFJSEklJSeTn55OZmUlSUhKbN2+u/PrkyZNZsmQJu3fvJikpiVGjRpGUlFR5TBFxbp/8vo8/9lSsgvPiUK2CI3I+WMwmXh5WsUrOsu2ZfJ6gVXJEnF2159iPGDGC7OxspkyZQlpaGp06dWLx4sVERFScYUtLS6uypv1fV7dJSEhg9uzZREREsHfvXgCOHj3KvffeS3p6On5+fnTr1o3ly5fTq1evc/jWRKQ+SMku5PnvK1bBefTydroRlch51CqoIXFD2vD891t55tvNDGodSEgNrpIjIsY6q4tnx44dy9ixY0/6tVmzZlXZ9ndv/02bNo1p06adTRQRqcfsdgePLEimyFZOn5aNuU1TcETOu9EDIvl+YzrJ+4/y2MINvH9Hj3Na8EJE6q5qT8URETlfPvtjH7/vPkwDq4UXb+yqKTgiNcDNYubloV1wt5j5aWsGX647aHQkEakhKvYiYoj9hwuZ+pcpOM2baAqOSE1pHezD+CEV94WZ/M0mDuUWG5xIRGqCir2I1DqHw8GjX66nsLScXpGNGdlHU3BEatq9A1vSJcyP3OIyHvtSq+SIOCMVexGpdXNW7+e3ndl4Ws28eKNWwRGpDW4WMy8N7YrVYuK/WzP4KklTckScjYq9iNSqg0eLeG7xFgD+FduWFgHeBicScR1tQ3x46OKKKTlPf72ZDE3JEXEqKvYiUmscDgcTv9xAfkkZ3Zv7c1f/SKMjibic+wZH0amZLzlFNh5buFFTckSciIq9iNSaz9ceYPn2TNzdzLw0rCsWTcERqXXWv0zJ+XHLIb5OTjU6koicJyr2IlIr0nOKeea7ijtO/3NIG6ICGxqcSMR1tQ/15YGLKqbkPPX1JjLyNCVHxBmo2ItIjXM4HDy2cAN5xWV0Dfdn9MCWRkcScXn/uCCKDqG+HC20MekrTckRcQYq9iJS4xYmHuSnrRm4H7tRjqbgiBjPajHz8rCuuJlNLNl0iG/XpxkdSUTOkYq9iNSojNxinv56EwAPXdKa1sE+BicSkeM6NPVl3EWtAHhy0Uay8ksMTiQi50LFXkRqjMPh4PGvNpJbXEbnZn7cN0hTcETqmrEXtKJ9qC9HCm08uWij0XFE5Byo2ItIjfk6OZX4zYewWky8NKwLbha95IjUNe5uZl4e1gU3s4nFG9L5TlNyROot/ZQVkRqRmVdSOQVn3IWtaRfia3AiETmVjk39GHthxZScSYs2kq0pOSL1koq9iNSIJxdt5Eihjfahvoy9MMroOCLyN8Zd2Ip2IT4cLijlyWO/lItI/aJiLyLn3Xfr0/h+YzpuZhMvD+uCVVNwROq8iik5FTeO+259Gos3aEqOSH2jn7Yicl5l55dUXoA39oIoOjb1MziRiJypTs38+MfginfYJn21kcMFpQYnEpHqULEXkfPq6W82k11QSttgH8Ydu7OliNQfD1zcijbBDckuKOUpTckRqVdU7EXkvPlhYzrfJKdiMVesguPuppcYkfrGw81SOSXnm+RUftioKTki9YV+6orIeXGkoJQnvqqYgnPfoJZ0CfM3NpCInLUuYf6V95144quNHNGUHJF6QcVeRM6LKd9uJiu/hFZBDXnwYk3BEanvHrqkNa2DGpKVX8rT32hKjkh9oGIvIufsx82HWJh4ELMJXhraBU+rxehIInKOPNwsvDSsK2YTLEpKZemmdKMjicjfULEXkXOSU2jjsYUbABg9sCXdmjcyOJGInC/R4f7cO6hilZzHv9rI0UJNyRGpy1TsReScPPPdZjLySmgZ4E3ckDZGxxGR82z8Ja2JCvQmM6+EKd9sNjqOiJyGir2InLWfth7ii4QDmEzwoqbgiDglT+ufU3K+TDzIj5sPGR1JRE5BxV5EzsrRwlIeXVAxBefu/pH0aNHY4EQiUlO6N2/EPQMrVsl5bOEGcgptBicSkZNRsReRszL5m2NTcAK9efjStkbHEZEaNmFIG1oGeJORV8KUbzUlR6QuUrEXkWqL35xRuQrOy8O6agqOiAuomJLTBZMJFqw7wE9bNSVHpK5RsReRasm3waSvK87W3Tsoiu5aBUfEZcRENGZU/0gAJn65gdwiTckRqUtU7EWkWj7fYya7oJQ2wQ2ZMEQ3ohJxNf+MbUtkgDeHckt47odtRscRkb9QsReRM7Z4QzpJ2WYsZhOvDIvGw01TcERcTQN3Cy8OPT4lJ5XNR0xGRxKRY1TsReSMZOaV8PS3WwD4x6BIOof5GZxIRIzSs0Vj7upXMSVn7m4zecWakiNSF6jYi8jfcjgcPLZwA0cKbTTzcvCPwS2NjiQiBnv40rY0b9yAnFITU3/YbnQcEUHFXkTOwMLEg8RvPoTVYuLWVuW4u+mlQ8TVNXC38Pz1nTDh4POEg/yyLcPoSCIuTz+dReS00nOKefrrTQCMuyCKZt4GBxKROqNni0YMDHEA8O8F6zlaWGpwIhHXpmIvIqfkcDh49Mv15BaX0SXMj3sHtjA6kojUMVc3txPZxItDuSU8uWiT0XFEXJqKvYic0vy1+/llWybubmZeGdYVN4teMkTkRO4WeGloZyxmE18np/Lt+lSjI4m4LP2UFpGTOnCkkGeOrYLzzyFtaB3sY3AiEamruob5cf8FUQA88dVGMnKLDU4k4ppU7EWkCrvdwb8XrCe/pIyYiEaMHqhVcETk9MZd1JpOzXw5Wmjj3wvW43A4jI4k4nJU7EWkio9W7eW3ndl4Ws28NLQLFrNuQCMip+fuZubV4dG4u5n5eVsmc9fsNzqSiMtRsReRE+zMyOP577cC8PgV7WkZ2NDgRCJSX7QJ9uHh2LYAPPPtZlKyCw1OJOJaVOxFpFJpmZ3x85IoKbMzqE0gt/WJMDqSiNQzdw+IpFdkYwpLy/nX58mU2zUlR6S2qNiLSKU3ftrBxoO5+HtZeWloF0wmTcERkeqxmE28Mqwr3u4WVu89zPu/7jY6kojLULEXEQAS9h3hrZ93AvB/13Um2NfT4EQiUl+FN/Zi0lUdAHh5yXa2pecZnEjENajYiwgFJWX8c34Sdgdc360ZV3YJNTqSiNRzI3qGc1G7IErL7UyYl0Rpmd3oSCJOT8VeRPi/xVvYm11IUz9Pnr6mo9FxRMQJmEwmnr+xM428rGxOy+WNn3YYHUnE6anYi7i4n7YeYvYfKQC8PKwrfg2sBicSEWcR5OPJ/13fGYC3ft7JupQjBicScW4q9iIuLDu/hEe+2ADAqAGR9GsVYHAiEXE2V3QO5broptgdMH5uEvklZUZHEnFaKvYiLsrhcPDYwg1k5ZfQOqghD1/a1uhIIuKkJl/biWb+DUg5XMjkrzcZHUfEaanYi7ioBesOsmTTIawWE9NGRONptRgdSUSclF8DK68O74rJBJ8nHGDxhjSjI4k4pbMq9jNmzCAyMhJPT09iYmJYsWLFKfdNS0vjlltuoW3btpjNZsaPH3/S/RYsWECHDh3w8PCgQ4cOLFy48GyiicgZ2H+4kKePnTWbMKQNnZr5GZxIRJxd75ZNGHtBFAATv9xAWk6RwYlEnE+1i/28efMYP348jz/+OImJiQwcOJDLL7+clJSUk+5fUlJCYGAgjz/+OF27dj3pPqtWrWLEiBGMHDmS5ORkRo4cyfDhw/njjz+qG09E/kZZecXdZfNLyugR0Yj7BkUZHUlEXMT4S9rQJcyPnCIb/5yfjF13pRU5r6pd7F999VVGjRrF6NGjad++PdOnTyc8PJyZM2eedP8WLVrw2muvcfvtt+Pnd/KzgtOnT2fIkCFMnDiRdu3aMXHiRC6++GKmT59e3Xgi8jfe+GknCfuO4OPhxrQR0VjMurusiNQOq8XM9BHRNLBaWLkrm/d0V1qR88qtOjuXlpaSkJDAo48+esL22NhYVq5cedYhVq1axYQJE07Ydumll5622JeUlFBSUlL5eW5uLgA2mw2bzXbWWeTkjj+nem7rt7X7jlSuJT3lmvaE+Fir9f9U40BA40D+dDZjIdzfgyeuaMvjizbz0pJt9Irwp2NT35qKKLVArwk1qzrPa7WKfVZWFuXl5QQHB5+wPTg4mPT09Ooc6gTp6enVPubUqVOZPHlyle1Lly7Fy8vrrLPI6cXHxxsdQc5SYRm8mGzB7jDRK9CO+UAiiw8kntWxNA4ENA7kT9UdC94O6NzIzIYjZu6btYp/dS7HXdfv13t6TagZhYWFZ7xvtYr9cSbTiW/dOxyOKttq+pgTJ04kLi6u8vPc3FzCw8OJjY3F11e/+Z9vNpuN+Ph4hgwZgtWqGxjVNw6Hg/Hz13Ok9BDNGzfgnfv60tCj+v/8NQ4ENA7kT+cyFvpeUMrVb63iUF4JSUTy9BXtayil1DS9JtSs47NSzkS1frIHBARgsViqnEnPyMiocsa9OkJCQqp9TA8PDzw8PKpst1qtGlQ1SM9v/fT52v0s3ngIN7OJ12/uTqOGDc7peBoHAhoH8qezGQvB/lZeGd6Vke+v5rPV+7mofTAXtz/7LiHG02tCzajOc1qti2fd3d2JiYmp8lZLfHw8/fr1q86hTtC3b98qx1y6dOk5HVNEKuzJKuCpY0tbxsW2ITrc39hAIiLHDGwdyKgBkQA88sV6MnKLDU4kUr9V+734uLg4Ro4cSY8ePejbty/vvvsuKSkpjBkzBqiYInPw4EE+/vjjysckJSUBkJ+fT2ZmJklJSbi7u9OhQwcAHnroIQYNGsQLL7zAtddey6JFi/jxxx/59ddfz8O3KOK6SsvsPDQ3kcLScvq2bKKlLUWkznn40ras3JXNlrRcJsxP4uO7e2u1LpGzVO1iP2LECLKzs5kyZQppaWl06tSJxYsXExERAVTckOp/17Tv1q1b5d8TEhKYPXs2ERER7N27F4B+/foxd+5cnnjiCSZNmkRUVBTz5s2jd+/e5/Cticir8dtZfyAHfy8rr47oqh+WIlLneFotvHFzN65+41d+25nN28t2cf+FrYyOJVIvndXFs2PHjmXs2LEn/dqsWbOqbHM4/v4GFEOHDmXo0KFnE0dETuK3nVm8s3wXAM/f0IVQv3ObVy8iUlNaBTVkyrUdefiL9bwav53ekY3p0aKx0bFE6p1q36BKROq+rPwSJsxLwuGAW3o357JOIUZHEhE5raExYVwX3ZRyu4OH5iZxtLDU6Egi9Y6KvYiTsdsdTJiXREZeCa2CGjLpyg5GRxIR+Vsmk4lnr+9MiyZeHDxaxCNfrD+jd/xF5E8q9iJOZuayXazYkYWn1cyMW7vTQHd9EZF6oqGHG2/e0h2rxcTSzYf45Pd9RkcSqVdU7EWcyOo9h3k1fjsAU67pRJtgH4MTiYhUT6dmfky8vOJmVc9+u4VNqTkGJxKpP1TsRZzE4YJSHpyTSLndwQ3dmjGsR5jRkUREzspd/VtwcbsgSsvtPDA7kYKSMqMjidQLKvYiTsBudxA3P4n03GKiAr155rpOmExa2lJE6ieTycRLw7oS4uvJ7qwCJi3aaHQkkXpBxV7ECby7Yje/bMvEw83MW7d2x9vjrFayFRGpMxp7uzP9pmjMJvhy3UHmr9lvdCSROk/FXqSeS9h3mJeWbAPg6Ws60i7E1+BEIiLnR5+WTYgb0gaASYs2sjk11+BEInWbir1IPXakoJQHZlfMq7+ma1Nu6hludCQRkfNq7AWtuKBtICVldsZ+lkBusc3oSCJ1loq9SD1ltzv41+fJpOYUExngzXM3dNa8ehFxOmaziWnDo2nm34C92YU88rnWtxc5FRV7kXpq5rJd/HdrBu5uZt68pRsNNa9eRJxUI2933rq1Yn37Hzal8/6ve4yOJFInqdiL1EO/7sjilaUV8+qfubYjHZv6GZxIRKRmRYf7M+mqijtpP//9VtbuPWxwIpG6R8VepJ5JPVrEg3MTsTtgRI9wRvRsbnQkEZFaMbJPBFd3bUqZ3cG42Ylk5ZcYHUmkTlGxF6lHSsrK+cdn6zhcUEqnZr5Mvraj0ZFERGqNyWRi6g2diQr0Jj23mPFzkyi3a769yHEq9iL1yJRvNpO8/yh+DazMvDUGT6vF6EgiIrWqoYcbM2+LoYHVwq87s3jtvzuMjiRSZ6jYi9QTCxIO8NkfKZhMMP2maMIbexkdSUTEEG2CfZh6Q2cA3vhpB//dcsjgRCJ1g4q9SD2wOTWXxxZuAODBi1pzYdsggxOJiBjrum7NuL1vBA4HjJ+bxK7MfKMjiRhOxV6kjssptPGPzxIoKbMzuE0gD13c2uhIIiJ1whNXdqBni0bklZRx78drydPNq8TFqdiL1GHldgfj5qxjX3YhzfwbMH1ENGazbkIlIgLg7mZmxq0xhPh6siuzgLj5ydh1Ma24MBV7kTrsxR+2smJHFg2sFt69PYZG3u5GRxIRqVMCfTx4e2QM7m5m4jcf4s2fdxodScQwKvYiddRXiQd5Z/luAF4a1kU3oRIROYXocH+eva4TANN+3K6LacVlqdiL1EHrDxzl3wvWA3D/hVFc1aWpwYlEROq24T3CdTGtuDwVe5E6JiOvmPs+qbhY9uJ2QfxzSFujI4mI1Au6mFZcnYq9SB1SWmZn7KfrSMspJirQm2k36WJZEZEz9b8X0z44J1F3phWXomIvUkc4HA6e+noja/cdwcfTjf/c3gNfT6vRsURE6pVAHw/evT0GT6uZn7dl8tziLUZHEqk1KvYidcTHq/YxZ/V+TCZ4/eZutAxsaHQkEZF6qUuYP68Miwbg/V/3MGd1irGBRGqJir1IHfDz1gwmf7MJgH9f1k53lhUROUdXdgklbkgbACZ9tZGVu7IMTiRS81TsRQy2JS2XcbPXYXfA8B5h3DeopdGRREScwgMXteKark0pszv4x6fr2JNVYHQkkRqlYi9ioIy8YkbNWkNBaTl9Wzbh2es6YzLpYlkRkfPBZDLx4tAuRIf7k1NkY9RHa8gp1Eo54rxU7EUMUlRazj0frSU1p5iWgd68fVvFnRNFROT88Tx25+6mfp7szizg/tnrsJXbjY4lUiPUIkQMYLc7iJufRPKBHPy9rHxwR0/8vLQCjohITQjy8eS9O3ri5W7h151ZPLloEw6HlsEU56NiL2KAl5Zu4/uN6VgtJt4d2YMWAd5GRxIRcWodmvoyfUQ0JhPMWZ3CjF92GR1J5LxTsRepZfPX7GfmsR8oL9zYhV6RjQ1OJCLiGmI7hvDUVR0AeGnJNhYmHjA4kcj5pWIvUot+3prBxIUbgIrVGm7oHmZwIhER13Jn/0juPbb62CNfrGflTi2DKc5DxV6kliTvP8rYz9ZRbndwQ7dmlesri4hI7Xr0snZc1SUUW7mD+z5JYGt6rtGRRM4LFXuRWrA3q4C7Z62hyFbOwNYBvDC0i5a1FBExiNls4uVhXekV2Zi8kjLu/GANaTlFRscSOWcq9iI1LDOvhNs/WE12QSmdm/kx87YYrBb90xMRMZKn1cJ/RvagVVBD0nOLuevDNeQWa417qd/ULkRqUEFJGXfPWkPK4UKaN/bigzt70tDDzehYIiIC+HlZmXVXTwJ9PNianseYTxIotpUbHUvkrKnYi9QQW7mdf3y2jg0Hc2js7c5Hd/ci0MfD6FgiIvIXYY28+PDOnni7W1i5K5uH5iZSphtYST2lYi9SA8rtDuLmJ7N8eyYNrBY+uLMnkVqrXkSkTurUzI//3NEDdzczSzYdYuKXG3QDK6mXVOxFzjOHw8ETX23km+RUrBYTM27rTnS4v9GxRETkNPpFBfDGzd0wm+DzhAM8t3iLyr3UOyr2IueRw+Hg+e+3Mmd1CmYTTB/RjQvbBhkdS0REzsClHUN44cYuAPxnxR7dnVbqHRV7kfNoxi+7eGf5bgCm3tCZK7uEGpxIRESqY1iPcJ64sj1QcXfaT3/fZ3AikTOnYi9ynny8ai8vLdkGwBNXtmdEz+YGJxIRkbMxemBLxl3YCoBJizayKOmgwYlEzoyKvch58OW6Azy5aBMAD17cmtEDWxqcSEREzsU/Y9swsk8EDgfEzU/mu/VpRkcS+Vsq9iLnaFHSQf71eTIAd/ZrwYRLWhucSEREzpXJZGLyNR0ZFhNGud3BQ3MTWbIp3ehYIqelYi9yDr5JTmXCvCTsDripZzhPXtUBk8lkdCwRETkPzGYTz9/Yheu7NaPM7mDc7HX8tPWQ0bFETknFXuQsfbc+jfHHSv3wHmE8d31nzGaVehERZ2Ixm3hpaBeu6hKKrdzBmE/WsWx7ptGxRE5KxV7kLHy/IY0H5yZSbncwNCaM52/oolIvIuKk3Cxmpo2I5rKOIZSW27n347X8tjPL6FgiVajYi1TTDxvTeWBORam/oVszXrhRpV5ExNlZLWZev7kbl7QPoqTMzqiP1rBih87cS92iYi9SDT9sTGfc7HWU2R1cF92Ul4Z1xaJSLyLiEtzdzLx1a3cubBtIsc3OqI/Was691ClnVexnzJhBZGQknp6exMTEsGLFitPuv2zZMmJiYvD09KRly5a8/fbbJ3x91qxZmEymKh/FxcVnE0+kRnyVeJD7j5X6a7o25ZXh0Sr1IiIuxsPNwtsjY4jtEExpmZ37Pkngh41aLUfqhmoX+3nz5jF+/Hgef/xxEhMTGThwIJdffjkpKSkn3X/Pnj1cccUVDBw4kMTERB577DEefPBBFixYcMJ+vr6+pKWlnfDh6el5dt+VyHk2Z3UKE+YnVc6pnzZCpV5ExFV5uFl469buXHnsgtr7Z6/j6+RUo2OJ4FbdB7z66quMGjWK0aNHAzB9+nSWLFnCzJkzmTp1apX93377bZo3b8706dMBaN++PWvXruXll1/mxhtvrNzPZDIREhJyxjlKSkooKSmp/Dw3NxcAm82GzWar7rclf+P4c+qKz+2HK/fx3PcVd5S9tVc4T17ZDnt5GfZyg4MZwJXHgfxJ40COc/Wx8PINHbGa4KvkNMbPTaSopJQbujUzOlatc/VxUNOq87xWq9iXlpaSkJDAo48+esL22NhYVq5cedLHrFq1itjY2BO2XXrppbz//vvYbDasVisA+fn5REREUF5eTnR0NM888wzdunU7ZZapU6cyefLkKtuXLl2Kl5dXdb4tqYb4+HijI9SqpQdMfLffAsBFTe30NO/hhx/2GJzKeK42DuTkNA7kOFceC4MbwKEgM6syzPz7y02sTVzPgBCH0bEM4crjoCYVFhae8b7VKvZZWVmUl5cTHBx8wvbg4GDS008+vyw9Pf2k+5eVlZGVlUVoaCjt2rVj1qxZdO7cmdzcXF577TX69+9PcnIyrVuf/C6eEydOJC4urvLz3NxcwsPDiY2NxdfXtzrflpwBm81GfHw8Q4YMqfxlzJk5HA5eid/Jd/srSvyDF0Ux7oKWLn/zKVcbB3JyGgdynMZChSvsDp5dvJVP/tjP53sshEa61s8MjYOadXxWypmo9lQcoMpAdTgcpx28J9v/r9v79OlDnz59Kr/ev39/unfvzhtvvMHrr79+0mN6eHjg4eFRZbvVatWgqkGu8PyWldt5fOEG5q89AMDjV7TnnkEtDU5Vt7jCOJC/p3Egx2kswJTrOtOooSev/3cHr/+0i6NFZTx9dUeXWg5Z46BmVOc5rdbFswEBAVgslipn5zMyMqqclT8uJCTkpPu7ubnRpEmTk4cym+nZsyc7duyoTjyRc1ZUWs59nyQwf+0BzCaYekNnlXoREflbJpOJuCFtmHxNR0wm+HjVPh6cm0hpmd3oaOJCqlXs3d3diYmJqTKHKj4+nn79+p30MX379q2y/9KlS+nRo8cpfwNxOBwkJSURGhpanXgi5+RIQSm3vvc7/92agYebmbdvi+HmXs2NjiUiIvXIHf1a8NpN3bBaTHy7Po1RH62hoKTM6FjiIqq93GVcXBzvvfceH3zwAVu2bGHChAmkpKQwZswYoGLu++233165/5gxY9i3bx9xcXFs2bKFDz74gPfff59//etflftMnjyZJUuWsHv3bpKSkhg1ahRJSUmVxxSpaQeOFDL07ZWsSzmKXwMrn43uTWzHM1+lSURE5Lhrujbl/Tt64uVuYcWOLG75z+9k5pX8/QNFzlG159iPGDGC7OxspkyZQlpaGp06dWLx4sVEREQAkJaWdsKa9pGRkSxevJgJEybw1ltv0bRpU15//fUTlro8evQo9957L+np6fj5+dGtWzeWL19Or169zsO3KHJ6W9JyufPD1RzKLSHUz5OP7u5Fm2Afo2OJiEg9NqhNILPv6cNdH64m+UAO18/4jQ/v7Elr/XyRGnRWF8+OHTuWsWPHnvRrs2bNqrJt8ODBrFu37pTHmzZtGtOmTTubKCLn5Keth3hgdiIFpeW0CW7IR3f3ItSvgdGxRETECUSH+/Pl2P7c9eFq9mYXcsPMlbx9Wwz9WwUYHU2cVLWn4og4A4fDwQe/7mH0R2spKC2nb8smfH5fP5V6ERE5ryIDvPlybH96tmhEXnEZd3ywmvlr9hsdS5yUir24HFu5nSe+2siUbzdjd8CIHuF8dHcv/Ly0RJeIiJx/jb3d+XR0b66NbkqZ3cEjC9bz4g9bsdtd80ZWUnNU7MWl5BTZuHvWGj77IwWTqWKN+udv7Iy7m/4piIhIzfFwszB9RDQPXtQKgBm/7OL+2eu0Yo6cV2oz4jJ2Z+Zz48yVrNiRRQOrhXdui+GeQa5zZ0ARETGWyWQiLrYtLw/ritVi4vuN6dwwYyX7sguMjiZOQsVeXEL85kNc++Zv7MzIJ8TXk8/H9NVyliIiYoihMWHMuacPgT4ebDuUxzVv/saKHZlGxxInoGIvTs1ud/Dq0m3c8/Fa8krK6NmiEV8/0J9OzfyMjiYiIi6sR4vGfDNuAF3D/ckpsnHHB6t5d/kuHA7Nu5ezp2IvTiun0Maoj9bw+k87AbizXws+G92HIB9Pg5OJiIhAiJ8n8+7tw7CYMOwOeG7xVsbPS6KwVPPu5eyc1Tr2InXdlrRcxnyawL7sQjzczEy9oTM3dA8zOpaIiMgJPK0WXhzahc5hfkz5ZjOLklLZnJrLjFu762ZWUm06Yy9OxeFw8Nkf+7jurd/Yl11IWKMGLPhHP5V6ERGps0wmE7f3bcFno3sT5OPBjox8rnnzNxYkHDA6mtQzKvbiNHKLbYybk8jjCzdSUmbngraBfDNugObTi4hIvdC7ZRO+e3AgA1oFUGQr55+fJ/PIF8kUlZYbHU3qCRV7cQrJ+49y1eu/8t36NNzMJh6/oj0f3NGTRt7uRkcTERE5Y4E+Hnx0dy/ihrTBbIL5aw9w7Vu/sjMjz+hoUg+o2Eu9Zrc7eG/Fboa+vZKUwxVTbz4f05d7BrXEbNb69CIiUv9YzCYevLg1n47uTUBDD7YfyueqN37lk1V7tWqOnJaKvdRbqUeLuP2D1Tz73RZs5Q6u6BzCdw8OpFvzRkZHExEROWf9ogJY/NAABrYOoNhmZ9KiTdw1aw0ZecVGR5M6SsVe6h2Hw8GX6w5w6fTl/LozC0+rmWeu68Rbt3THr4HV6HgiIiLnTZCPJx/d1Ysnr+qAu5uZX7Zlcum05fywMd3oaFIHqdhLvZKdX8I/Pl1H3Pxk8orLiA73Z/GDAxnZJwKTSVNvRETE+ZjNJu4eEMm3DwygQ6gvRwptjPk0gYc/Tyav2GZ0PKlDVOyl3ojffIhLp6/gh03puJlN/Cu2DV+M6UvLwIZGRxMREalxbYJ9WHh/P8YMjsJkgs8TDnDptOX8vDXD6GhSR+gGVVLnZeQVM/nrzXy3IQ2ANsENeXV4tJaxFBERl+PhZuHRy9txYdtAHv5iPSmHC7lr1hqu79aMSVd1oLFWg3NpOmMvdZbD4WDu6hQueWUZ321Iw2I2cd/glnyttelFRMTF9W7ZhCXjBzF6QCRmEyxMPMiQV5fx7fpUrZzjwnTGXuqkPVkFTPxyPb/vPgxAp2a+PH9DFxV6ERGRYxq4W3jiqg5c2SWUR75Yz46MfMbNTuSr9qk8fU0Hwhp5GR1RapmKvdQpxbZy3l62ixm/7KK0zI6n1cw/h7Tlrv4tcLPoDSYREZH/1a15I759cAAzft7FWz/v5Mcth/h1ZybjLmzFPYNa4uFmMTqi1BIVe6kTHA4HSzYd4plvN3PwaBEAA1sH8Nz1nQlvrDMOIiIip+PhZmHCkDZc0TmUJxdt5I89h3l56XYWrDvI09d0ZHCbQKMjSi1QsRfD7czIZ/I3m1ixIwuAUD9PHr+yPVd2DtUSliIiItXQNsSHuff24evkVJ79bgt7sgq444PVXNYxhCeuaq/pOU5OxV4Mk1No442fdjBr5V7K7A7cLWbuHdSSsRdG4eWuoSkiInI2TCYT10Y346J2QUz/seLn7A+b0vlpWwZ39W/B/Re2wtdTN3R0RmpPUuuKbeV8vGovb/60k9ziMgAuaR/EpKs6ENHE2+B0IiIizsHH08qkqzowrEcYk7/ezKrd2byzbDfz1+xn/CVtuKV3c6y6fs2pqNhLrSm3O/gq8SCvxm+vnEffNtiHiVe044K2QQanExERcU7tQnyZfU9vftqawXOLt7Ars4Cnvt7ERyv38shl7bi0Y7CmvjoJFXupcQ6Hg5+3ZfDSku1sScsFKubRxw1pww3dw7CY9WIiIiJSk0wmExe3D2Zwm0DmrtnP9B+3szurgDGfJtA1zI8JQ9owuE2gCn49p2IvNeZ4oZ/+4w7WH8gBwMfTjbEXtOKu/i3wtGr5LRERkdrkZjFzW58Iro1uyjvLdvPBb3tIPpDDnR+uISaiEXFD2tAvqokKfj2lYi/n3ckKfQOrhdv7RjBmcBSNdLtrERERQ/l4WvnXpW25s38L3lm2i49X7SNh3xFufe8PekU2ZvwlrenbUgW/vlGxl/Om3O5gyaZ03l62q0qhv2dQSwIaehicUERERP4qoKEHj1/ZgXsGtmTGL7uY/UcKq/cc5pb//EF0uD9jBkcR2yEYs6bN1gsq9nLOim3lfJ5wgPdW7GZfdiGgQi8iIlKfBPl68vQ1HblvcEtm/LyL+Wv3k7T/KGM+TSAq0Jv7BkdxXXQz3N20ik5dpmIvZy07v4RPft/Hx6v2cbigFAB/Lyu394ng9n4tVOhFRETqmVC/BjxzXScevLg1s1bu4eNV+9iVWcAjX6zn1aXbub1fBDf1bE5jTautk1TspVocDgeJKUf4ZNU+vt2QRmmZHYCwRg24Z2BLhvUI082lRERE6rlAHw8evrQdYwZHMfuPFN7/dQ/pucW8+MM2XvtxB9dGN+WOfi3o2NTP6KjyF2pgckaKSsv5PcPEu2//zqbUvMrtXcL8uGdgSy7vFIKbbnIhIiLiVHw8rdw3OIo7+7fg2+Q0Ply5h40Hc5m/9gDz1x6gV2Rjbu0ZxrHzfGIwFXs5ra3puXy+9gBfJOwnp8gC5OHuZubqLk0Z2TeC6HB/oyOKiIhIDfNws3BjTBg3dG/GupQjfPjbXr7fmM7qPYdZvecw3m4WNpi3cnPvFrQN8TE6rstSsZcqDheU8nXSQb5Yd4CNB3Mrtzf2cDBqcBtu7t1Cc+tERERckMlkIiaiMTERjUnLKWL2HynMX7OfQ3klzFqVwqxVKUSH+3NTz3Cu6tqUhh6qmrVJz7YAUFpmZ/n2TL5IOMB/tx7CVu4AwGoxcVG7IG7o1pTCnWu4amAkVqvV4LQiIiJitFC/Bvwzti1jB7Vg2twl7DGF8vO2TJL2HyVp/1Emf7OZSzoEc23XpgxqE6gVdWqBir0Ls5Xb+W1nFt+tT2PJpnRyi8sqv9axqS9DY8K4NroZjb3dsdlsLN5lYFgRERGpk9wsZjo2cvDwFdEcKS7ny3UHmb9mP7uzCvgmOZVvklPxa2Dlis4hXN21Kb0jm2DRuvg1QsXexdjK7fy+O5tvk9NYsjmdo4W2yq8F+nhwTdem3Ng9jA5NfQ1MKSIiIvVRkI8nYwZHcd+gliQfyGFR0kG+XZ9GZl4Jc1bvZ87q/QT7ehDbIYTYjsH0jmyiM/nnkYq9CzhaWMov2zL5ccshlm3PJO8vZ+YDGrpzeadQruwSSs8WjfUbtIiIiJwzk8lEdLg/0eH+PHFlB/7Ync2ipFS+35jGodyK++B88vs+fDzduKhdELEdQhjcNlBz8s+Rnj0n5HA42JWZz89bM4nfcoiEfUcotzsqv97E253LOoVwZZdQvR0mIiIiNcpiNtGvVQD9WgUw5bqO/LYzi6WbDvHjlkNk5ZeyKCmVRUmpuFvM9G7ZmEGtAxnUJpA2wQ0xmdRRqkPF3klk5Bbz264sft2RzW87s0jPLT7h622Dfbi4fRAXtw8mOtxfZV5ERERqnYebhYvaBXNRu2DK7RU3vYzffIglm9LZm13Iih1ZrNiRxf8t3kKIrycDWwcwqE0gA1oF0Egr8v0tFft66nBBKWv3HmbV7ooiv/1Q/glfd3cz0zuyMRe3qyjz4Y29DEoqIiIiUpXFbKJHi8b0aNGYRy9vx67MfH7ZlsnyHVn8sTub9NxiPk84wOcJBzCZKhb26NWiCb0iG9MrsrGW3j4JFft6wOFwsDe7kLV7D7N27xHW7DvM7syCE/YxmaBzMz/6twpgQKsAYiIa4Wm1GJRYRERE5MyZTCZaBfnQKsiH0QNbUmwrZ/WewyzfnsnyHZlsP5TPxoO5bDyYywe/7QGgTXDDYyW/CTERjWjq5+nyU3dU7OugrPwSNhzMYcOBHNYfyCFp/xGy8kur7Nc6qCE9IxszoFUA/aKa4O+l31xFRESk/vO0WhjUpmKuPUB6TjGr9x7mj93ZrN5zmB0Z+Ww/VPHx6e8pAAQ09CA63I8uYf50Dfena5ify3UjFXsDORwOMvNK2JKex4YDRyvLfGpOcZV93S1muob7VbxlFdGImIhGLjdYRURExDWF+HlyTdemXNO1KQDZ+SWs2XuE1XsOs3pvNlvT8sjKL+HHLRn8uCWj8nERTbzoEuZPh1Bf2oX60D7El2BfD6c9s69iX0tyCm1sO5THtkN5bE8/9uehvBPWkT/OZIKWAd50CfOnczM/uob70amZHx5umlojIiIi0qShB5d1CuGyTiEAFNvK2ZSaS/L+o6w/cJTkAznsySpgX3Yh+7IL+SY5tfKx/l5W2oX40C7El/ahPrQJ9qFlYEP8GliN+nbOGxX786jYVk7K4UL2ZBWwJ6uAvcf+3JNVQEZeyUkfYzZBiwBvOjfzq/zo2MxP67iKiIiInCFPq4WYYzMajjtaWMr6AzlsOJjDlrRctqbnsTszn6OFNn7ffZjfdx8+4RgBDd1pGdCQqCBvWgY0pGWgNy0DGxLeqAFulvpxEy21x2ooK7eTllPMwaNFpB4t4uCRIg4eLWL/kUL2ZhWSmlOEw3Hqxzfzb0Cb4Ia0CfGhXUjFb4hRgQ11kauIiIjIeebv5X7CPH2oOAm7MyO/suhvSctlZ0Y+GXklZOWXkpV/mNV7Tyz8bmYTTf0bENaoAeGNvAhr1ICwxg0Ia+RFeCMvgnw8MNeRZcRV7KmY655fUkZGXgkZuSVk5peQkVtMZl4Jh3IrivzBI0Wk5xZjP01xB/DxcKNFgDeRAd7H/vSiRRNvooIa4utZ/9/iEREREamvPK0WOjWrmOL8V3nFNvZkFbA7s4DdmfnsOvb3PVn5FNvspBwuJOVwIZBd5ZjuFjNN/T0J9q34CPHzJMjHo/LzYN+Kv9fGiVynLPbHi/rRQhtHCks5XFBa+fcjhTaOFpaSlV9R4jPySsjMK6HIVn5Gx3a3mAn196SZf4OKj0YVfx4v8k283Z32ggwRERERZ+TjaaVLmD9dwvxP2G63OziUV8z+w0UcOFLIgSNF7D9c8eeBo4WkHi2mtNzO3uxC9mYXnva/4dfASpCPB4293c/o42yurTyrYj9jxgxeeukl0tLS6NixI9OnT2fgwIGn3H/ZsmXExcWxadMmmjZtyiOPPMKYMWNO2GfBggVMmjSJXbt2ERUVxf/93/9x/fXXVzvb4Bd/Jt9hxVb+N6fWT6KhhxtBPh4E+ngQ5OtJYEMPgn09aHqswIf5NyCgYd15u0VEREREao7ZbCLUrwGhfg3oFdm4ytfLyu2k5xZz4EgRh3KLycitmO1x6Nisj4zcYtJziym22ckpspFTVHXRlFNpYLXg72XF21R1yfNTqXaxnzdvHuPHj2fGjBn079+fd955h8svv5zNmzfTvHnzKvvv2bOHK664gnvuuYdPP/2U3377jbFjxxIYGMiNN94IwKpVqxgxYgTPPPMM119/PQsXLmT48OH8+uuv9O7du1r5sgtKMR+78NTDzUwjL3caebvTyMtKIy93/I/92aShO0E+ngT5elSWeS93p3wDQ0RERERqgJvFTFgjL8IaeZ1yH4fDQW5xGRm5xWTklXC4oPTUH4WlHCkopczuoMhWTlFOOfaS078TcEKe6n4Dr776KqNGjWL06NEATJ8+nSVLljBz5kymTp1aZf+3336b5s2bM336dADat2/P2rVrefnllyuL/fTp0xkyZAgTJ04EYOLEiSxbtozp06czZ86cauX7fEwfwoMDaOTlTgN3XZQqIiIiIsYxmUz4NbDi18BK62Cfv93f4XCQW1TG0aJScopsHMw4zBXTz+y/Va1iX1paSkJCAo8++ugJ22NjY1m5cuVJH7Nq1SpiY2NP2HbppZfy/vvvY7PZsFqtrFq1igkTJlTZ5/gvAydTUlJCScmfS0jm5uYC0CrAC19vN8COzWavxncnp2Oz2U74U1yTxoGAxoH8SWNBQOOgJnhZwcvqTlNfd5o1OLPrQKGaxT4rK4vy8nKCg4NP2B4cHEx6evpJH5Oenn7S/cvKysjKyiI0NPSU+5zqmABTp05l8uTJVbYvXboUL69Tvx0i5yY+Pt7oCFIHaBwIaBzInzQWBDQOakphYQ1OxQGqrPricDhOuxLMyfb/3+3VPebEiROJi4ur/Dw3N5fw8HBiY2Px9fX9+29CqsVmsxEfH8+QIUOwWrVsp6vSOBDQOJA/aSwIaBzUtOOzUs5EtYp9QEAAFoulypn0jIyMKmfcjwsJCTnp/m5ubjRp0uS0+5zqmAAeHh54eHhU2W61WjWoapCeXwGNA6mgcSDHaSwIaBzUlOo8p9W6P667uzsxMTFV3mqJj4+nX79+J31M3759q+y/dOlSevToURn0VPuc6pgiIiIiInKiak/FiYuLY+TIkfTo0YO+ffvy7rvvkpKSUrku/cSJEzl48CAff/wxAGPGjOHNN98kLi6Oe+65h1WrVvH++++fsNrNQw89xKBBg3jhhRe49tprWbRoET/++CO//vrrefo2RUREREScW7WL/YgRI8jOzmbKlCmkpaXRqVMnFi9eTEREBABpaWmkpKRU7h8ZGcnixYuZMGECb731Fk2bNuX111+vXOoSoF+/fsydO5cnnniCSZMmERUVxbx586q9hr2IiIiIiKs6q4tnx44dy9ixY0/6tVmzZlXZNnjwYNatW3faYw4dOpShQ4eeTRwREREREZdXrTn2IiIiIiJSN6nYi4iIiIg4ARV7EREREREncFZz7Oui4ze9qs4i/nLmbDYbhYWF5Obmao1aF6ZxIKBxIH/SWBDQOKhpx7vt8a57Ok5T7PPy8gAIDw83OImIiIiIyPmVl5eHn5/fafcxOc6k/tcDdrud1NRUfHx8MJlMRsdxOrm5uYSHh7N//358fX2NjiMG0TgQ0DiQP2ksCGgc1DSHw0FeXh5NmzbFbD79LHqnOWNvNpsJCwszOobT8/X11T9a0TgQQONA/qSxIKBxUJP+7kz9cbp4VkRERETECajYi4iIiIg4ARV7OSMeHh489dRTeHh4GB1FDKRxIKBxIH/SWBDQOKhLnObiWRERERERV6Yz9iIiIiIiTkDFXkRERETECajYi4iIiIg4ARV7EREREREnoGIvIiIiIuIEVOylWvbu3cuoUaOIjIykQYMGREVF8dRTT1FaWmp0NKkFM2bMIDIyEk9PT2JiYlixYoXRkaQWTZ06lZ49e+Lj40NQUBDXXXcd27ZtMzqWGGzq1KmYTCbGjx9vdBQxwMGDB7ntttto0qQJXl5eREdHk5CQYHQsl6ViL9WydetW7HY777zzDps2bWLatGm8/fbbPPbYY0ZHkxo2b948xo8fz+OPP05iYiIDBw7k8ssvJyUlxehoUkuWLVvG/fffz++//058fDxlZWXExsZSUFBgdDQxyJo1a3j33Xfp0qWL0VHEAEeOHKF///5YrVa+//57Nm/ezCuvvIK/v7/R0VyW1rGXc/bSSy8xc+ZMdu/ebXQUqUG9e/eme/fuzJw5s3Jb+/btue6665g6daqBycQomZmZBAUFsWzZMgYNGmR0HKll+fn5dO/enRkzZvDss88SHR3N9OnTjY4ltejRRx/lt99+07u3dYjO2Ms5y8nJoXHjxkbHkBpUWlpKQkICsbGxJ2yPjY1l5cqVBqUSo+Xk5ADo37+Luv/++7nyyiu55JJLjI4iBvn666/p0aMHw4YNIygoiG7duvGf//zH6FguTcVezsmuXbt44403GDNmjNFRpAZlZWVRXl5OcHDwCduDg4NJT083KJUYyeFwEBcXx4ABA+jUqZPRcaSWzZ07l4SEBL1b5+J2797NzJkzad26NUuWLGHMmDE8+OCDfPzxx0ZHc1kq9gLA008/jclkOu3H2rVrT3hMamoql112GcOGDWP06NEGJZfaZDKZTvjc4XBU2SauYdy4caxfv545c+YYHUVq2f79+3nooYf47LPP8PT0NDqOGMhut9O9e3eee+45unXrxn333cc999xzwpRNqV1uRgeQumHcuHHcdNNNp92nRYsWlX9PTU3lwgsvpG/fvrz77rs1nE6MFhAQgMViqXJ2PiMjo8pZfHF+DzzwAF9//TXLly8nLCzM6DhSyxISEsjIyCAmJqZyW3l5OcuXL+fNN9+kpKQEi8ViYEKpLaGhoXTo0OGEbe3bt2fBggUGJRIVewEqiltAQMAZ7Xvw4EEuvPBCYmJi+PDDDzGb9caPs3N3dycmJob4+Hiuv/76yu3x8fFce+21BiaT2uRwOHjggQdYuHAhv/zyC5GRkUZHEgNcfPHFbNiw4YRtd911F+3atePf//63Sr0L6d+/f5Ulb7dv305ERIRBiUTFXqolNTWVCy64gObNm/Pyyy+TmZlZ+bWQkBADk0lNi4uLY+TIkfTo0aPynZqUlBRdX+FC7r//fmbPns2iRYvw8fGpfAfHz8+PBg0aGJxOaouPj0+V6yq8vb1p0qSJrrdwMRMmTKBfv34899xzDB8+nNWrV/Puu+/qnXwDqdhLtSxdupSdO3eyc+fOKm/Ba+VU5zZixAiys7OZMmUKaWlpdOrUicWLF+vMjAs5Pm/2ggsuOGH7hx9+yJ133ln7gUTEUD179mThwoVMnDiRKVOmEBkZyfTp07n11luNjuaytI69iIiIiIgT0ORoEREREREnoGIvIiIiIuIEVOxFRERERJyAir2IiIiIiBNQsRcRERERcQIq9iIiIiIiTkDFXkRERETECajYi4iIiIg4ARV7EREREREnoGIvIiIiIuIEVOxFRERERJzA/wN+AEzHOjSKFQAAAABJRU5ErkJggg==\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", " 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, yielding the unwieldy $x^i_{k+1}$ for the $\\mathtt{k+1}^{th}$ time step for example. \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", 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" ] }, "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", "$$\\mathbb{E}\\big[f(x)\\big] = \\sum\\limits_{i=1}^N f(x^i)q(x^i)w(x^i)$$\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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" ] }, "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 (ipykernel)", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }