{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The HFM library - A fast marching solver with adaptive stencils\n", "\n", "## Part : Motion planning\n", "## Chapter : Closed path through a keypoint" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook, we compute paths from a point to itself, going through an intermediate keypoint, and minimizing a given cost. Paths are subject to a penalization of curvature, and the path tangent at the extremal and intermediate endpoints is free. From a mathematical standpoint, these 'points' should thus be regarded as subdomains $\\{p\\} \\times S^1$ within the position-orientation space $R^2 \\times S^1$ where the eikonal equation is solved.\n", "\n", "Some experiments model an intruder entering a domain, visiting a presecribed point, and then leaving that domain, while minimizing the probability of detection by a (static) surveillance system. The parameters of the surveillance system are then adjusted to improve the probability of detection. \n", "\n", "The purpose of this notebook is to illustrate:\n", "* the computation of optimal paths with an intermediate keypoint or region.\n", "* the various curvature penalization models - Reeds-Shepp, Euler, Dubins available in the HFM library.\n", "* the use of automatic differentiation to optimize a complex objective function, by projected gradient descent.\n", "\n", "**Mathematical formulation of the closed loop problem**\n", "\n", "Consider a domain $\\Omega$, and sub-domains $\\Omega_0, \\Omega_1, \\Omega_2$. We look for the path of minimal cost from the start region $\\Omega_0$, through the intermediate (keypoint) region $\\Omega_1$, finishing in the end region $\\Omega_2$. Namely we solve\n", "$$\n", " \\min_{x_0 \\in \\Omega_0} \\min_{x_1 \\in \\Omega_1} \\min_{x_2 \\in \\Omega_2} d(x_0,x_1) + d(x_1,x_2),\n", "$$\n", "where $d$ is a possibly asymmetric, and possibly unbounded, (quasi-) distance.\n", "\n", "In our setting, $\\Omega_0 = \\Omega_2 = \\{p_0\\} \\times S^1$, and $\\Omega_1 = \\{p_1\\} \\times S^1$, where $p_0,p_1 \\in R^2$ are given points. Hence the problem can be reformulated as follows:\n", "$$\n", " \\min_{\\theta_0,\\theta_1,\\theta_2 \\in S^1} d((p_0,\\theta_0), (p_1,\\theta_1)) + d((p_1,\\theta_1), (p_0,\\theta_2))\n", "$$\n", "We solve an eikonal-like PDE to compute numerically the function\n", "$$\n", "U(p,\\theta) := \\min_{\\theta_0 \\in S^1} d((p_0,\\theta_0), (p,\\theta)),\n", "$$\n", "The considered models benefit from the following anti-symmetry property: $d((p,\\theta),(q,\\phi)) = d((q,\\phi+\\pi),(p,\\theta+\\pi))$, which expresses the fact that the length of a path and of the reversed path are equal, even taking into account curvature penalization. Taking advantage of this fact, we reformulate the problem as \n", "$$\n", " \\min_{\\theta_1 \\in S^1} U(p_1,\\theta_1) + U(q,\\theta_1+\\pi),\n", "$$\n", "which is solved numerically by exhaustive search over $\\theta_1$ in a discretization of $S^1$.\n", "\n", "**Relation with the traveling salesman problem**\n", "\n", "If several keypoints are introduced, instead of one, and if their order is unspecified, then the problem considered here becomes (analoguous to) the traveling salesman problem. However, the underlying difficulties, and the relevant mathematical techniques, also change in nature, and the tools developed in this series of notebooks become mostly irrelevant. We thus stick with the single intermediate keypoint setting.\n", "\n", "**Reference.**\n", "\n", "The numerical experiments presented in this notebook are closely related to those of the following paper.\n", "* Mirebeau, J.-M., & Dreo, J. (2017). Automatic differentiation of non-holonomic fast marching for computing most threatening trajectories under sensors surveillance (pp. 791–800). Presented at the International Conference on Geometric Science of Information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[**Summary**](Summary.ipynb) of volume Fast Marching Methods, this series of notebooks.\n", "\n", "[**Main summary**](../Summary.ipynb) of the Adaptive Grid Discretizations \n", "\tbook of notebooks, including the other volumes.\n", "\n", "# Table of contents\n", " * [1. With obstacles](#1.-With-obstacles)\n", " * [1.1 Setting the obstacles](#1.1-Setting-the-obstacles)\n", " * [1.2 Computing the minimal paths](#1.2-Computing-the-minimal-paths)\n", " * [1.3 Comparing the models](#1.3-Comparing-the-models)\n", " * [2. Evading surveillance](#2.-Evading-surveillance)\n", " * [2.1 Detection model](#2.1-Detection-model)\n", " * [2.2 Optimal path](#2.2-Optimal-path)\n", " * [3 Optimization of the surveillance system](#3-Optimization-of-the-surveillance-system)\n", " * [3.1 Differentiation of the objective function](#3.1-Differentiation-of-the-objective-function)\n", " * [3.2 Soft minimum](#3.2-Soft-minimum)\n", " * [3.3 Optimization](#3.3-Optimization)\n", " * [3.4 Different initial conditions](#3.4-Different-initial-conditions)\n", "\n", "\n", "\n", "This Python® notebook is intended as documentation and testing for the [HamiltonFastMarching (HFM) library](https://github.com/mirebeau/HamiltonFastMarching), which also has interfaces to the Matlab® and Mathematica® languages. \n", "More information on the HFM library in the manuscript:\n", "* Jean-Marie Mirebeau, Jorg Portegies, \"Hamiltonian Fast Marching: A numerical solver for anisotropic and non-holonomic eikonal PDEs\", 2019 [(link)](https://hal.archives-ouvertes.fr/hal-01778322)\n", "\n", "Copyright Jean-Marie Mirebeau, University Paris-Sud, CNRS, University Paris-Saclay" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. Importing the required libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.036537Z", "iopub.status.busy": "2024-04-30T08:52:55.035988Z", "iopub.status.idle": "2024-04-30T08:52:55.049609Z", "shell.execute_reply": "2024-04-30T08:52:55.049291Z" } }, "outputs": [], "source": [ "import sys; sys.path.insert(0,\"..\") # Allow import of agd from parent directory (useless if conda package installed)\n", "#from Miscellaneous import TocTools; print(TocTools.displayTOC('ClosedPaths','FMM'))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.051408Z", "iopub.status.busy": "2024-04-30T08:52:55.051284Z", "iopub.status.idle": "2024-04-30T08:52:55.146581Z", "shell.execute_reply": "2024-04-30T08:52:55.146237Z" } }, "outputs": [], "source": [ "from agd import Eikonal\n", "from agd import FiniteDifferences as fd\n", "from agd import AutomaticDifferentiation as ad\n", "from agd.Interpolation import UniformGridInterpolation\n", "norm = ad.Optimization.norm\n", "#from agd.Plotting import savefig, SetTitle3D; #savefig.dirName = 'Figures/Curvature/'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.148659Z", "iopub.status.busy": "2024-04-30T08:52:55.148480Z", "iopub.status.idle": "2024-04-30T08:52:55.316768Z", "shell.execute_reply": "2024-04-30T08:52:55.316391Z" } }, "outputs": [], "source": [ "import numpy as np; xp=np\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 0.1 Optional configuration\n", "Uncomment the following line to use the GPU eikonal solver." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.318601Z", "iopub.status.busy": "2024-04-30T08:52:55.318431Z", "iopub.status.idle": "2024-04-30T08:52:55.320347Z", "shell.execute_reply": "2024-04-30T08:52:55.320077Z" }, "tags": [ "EikonalGPU_config" ] }, "outputs": [], "source": [ "#xp,plt,Eikonal = map(ad.cupy_friendly,(xp,plt,Eikonal))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. With obstacles\n", "\n", "We compute the path of minimal length from a point to itself, through an intermediate keypoint, subject to a bound on curvature within a domain filled with obstacles. For that purpose, we rely on the HFM library, and the two dimensional Dubins model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.322021Z", "iopub.status.busy": "2024-04-30T08:52:55.321899Z", "iopub.status.idle": "2024-04-30T08:52:55.324378Z", "shell.execute_reply": "2024-04-30T08:52:55.324092Z" } }, "outputs": [], "source": [ "hfmIn = Eikonal.dictIn({\n", " 'model':'Dubins2',\n", " 'xi':0.3, # Minimal curvature radius\n", " 'cost':1,\n", " 'seed_Unoriented':[0.2,0.5],\n", " 'tip_Unoriented':[1.75,0.5],\n", " 'exportValues':True,\n", "})\n", "hfmIn.SetRect([[0,2],[0,1]],dimx=200)\n", "hfmIn.nTheta = 96" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.325936Z", "iopub.status.busy": "2024-04-30T08:52:55.325815Z", "iopub.status.idle": "2024-04-30T08:52:55.328155Z", "shell.execute_reply": "2024-04-30T08:52:55.327892Z" } }, "outputs": [], "source": [ "aX0,aX1,aΘ = hfmIn.Axes()\n", "X = ad.array(np.meshgrid(aX0,aX1,indexing='ij'))\n", "nθ = len(aΘ)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set as above, the solver computes the shortest path from the seed point (with arbitrary orientation) to the tip point (with arbitrary orientation). This is not sufficient for our purposes, since we also need a return path from the tip to the seed, with a matching tangent. \n", "\n", "We thus introduce a more complete set of tips, each with a specific orientation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.329735Z", "iopub.status.busy": "2024-04-30T08:52:55.329618Z", "iopub.status.idle": "2024-04-30T08:52:55.332423Z", "shell.execute_reply": "2024-04-30T08:52:55.332157Z" } }, "outputs": [], "source": [ "hfmIn['tips'] = ad.array([ (*hfmIn['tip_Unoriented'],θ) for θ in aΘ])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.1 Setting the obstacles\n", "\n", "In order to make problem interesting, we introduce obstacles in the domain. For the simplifity of implementation, they take the form of a tube, with rounded caps." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.334298Z", "iopub.status.busy": "2024-04-30T08:52:55.334136Z", "iopub.status.idle": "2024-04-30T08:52:55.337148Z", "shell.execute_reply": "2024-04-30T08:52:55.336832Z" } }, "outputs": [], "source": [ "def InTube(x,p,q,r):\n", " \"\"\"\n", " Wether the point x lies in the tube of extremities p and q, with radius r.\n", " (Includes round caps at p and q.)\n", " \"\"\"\n", " x,p,q = fd.common_field((x,p,q),depths=(1,1,1))\n", " dpx,dqx,dpq = [norm(e,axis=0) for e in (x-p,x-q,q-p)]\n", " \n", " \n", " caps = np.logical_or(dpx<=r,dqx<=r)\n", " def l(z): return np.sqrt(np.maximum(0,z**2-r**2))\n", " tube = l(dpx) + l(dqx) <= dpq \n", " return np.logical_or(caps,tube) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The NaN warning is expected here, when $x$ is within one of the caps, and can be safely ingnored." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.338920Z", "iopub.status.busy": "2024-04-30T08:52:55.338784Z", "iopub.status.idle": "2024-04-30T08:52:55.343036Z", "shell.execute_reply": "2024-04-30T08:52:55.342760Z" } }, "outputs": [], "source": [ "hfmIn['walls'] = (InTube(X,[0.3,0.7],[0.8,0.2],0.01)\n", " +InTube(X,[0.9,1.],[0.8,0.6],0.01)\n", " +InTube(X,[1.3,0.3],[1.4,0.],0.05)\n", " +InTube(X,[1.5,0.5],[1.6,0.4],0.01))>0" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.344701Z", "iopub.status.busy": "2024-04-30T08:52:55.344594Z", "iopub.status.idle": "2024-04-30T08:52:55.442183Z", "shell.execute_reply": "2024-04-30T08:52:55.441802Z" } }, "outputs": [ { "data": { "image/png": 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Tp06ZKVOmmA4dOpg2bdqYESNGmI8//rjWz3fz5s3m+9//vmnbtq1p3bq1GTBggHn77bdd+tT1mVT/nX3xxRcu7ffee69p27atS1tWVpaJjY01drvdXHPNNSY9Pd0sX77c5fMxpu67jX7961/XGGdt4wFags2YS55QBAAA4MW45gUAAFgK4QUAAFgK4QUAAFgK4QUAAFgK4QUAAFgK4QUAAFiKzz2k7sKFC/r888/Vvn37ZnvAEwAAcC9jjCoqKtS1a1e1alX/sRWfCy+ff/65oqKiPF0GAAC4DEVFRQ3+kKzPhZfqn7ovKipSaGioh6sBAACNUV5erqioKOf3eH18LrxUnyoKDQ0lvAAAYDGNueSDC3YBAIClEF4AAIClEF4AAICluDW8bNq0SWPGjFHXrl1ls9n05ptv1tt/zZo1GjFihDp37qzQ0FANHDhQ77zzjjtLBAAAFuPW8HL69GnFx8frpZdealT/TZs2acSIEcrNzdXu3bs1bNgwjRkzRvn5+e4sEwAAWIjNGGNa5I1sNuXk5OjOO+9s0nLf/e53NX78eD3xxBON6l9eXq6wsDCVlZVxtxEAABbRlO9vr75V+sKFC6qoqFDHjh3r7HP27FmdPXvWOV9eXt4SpQEAAA/x6gt2n3/+eZ0+fVrjxo2rs096errCwsKcE0/XBQDAt3lteMnOzlZaWppWrVqliIiIOvvNmzdPZWVlzqmoqKgFqwQAAC3NK08brVq1SlOnTtXrr7+u4cOH19vXbrfLbre3UGUAAMDTvO7IS3Z2tu677z69+uqrSk5O9nQ5AADAy7j1yMtXX32lTz/91Dl/+PBh7dmzRx07dlT37t01b948HTt2TH/4wx8kXQwukydP1gsvvKABAwaopKREktS6dWuFhYW5s1QAAGARbj3ysmvXLvXt21d9+/aVJKWmpqpv377O256Li4tVWFjo7P/b3/5WlZWVmjlzpiIjI53TI4884s4yAQCAhbTYc15aCs95AQDAepry/e1117wAAADUh/ACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAsxa3hZdOmTRozZoy6du0qm82mN998s8FlNm7cqISEBIWEhOiaa67RsmXL3FkiAACwGLeGl9OnTys+Pl4vvfRSo/ofPnxYo0aN0tChQ5Wfn6/HHntMs2bN0urVq91ZJgAAsJBAd6585MiRGjlyZKP7L1u2TN27d9fixYslSb169dKuXbu0aNEijR071k1VAgAAK/Gqa162bdumpKQkl7bbbrtNu3bt0vnz52td5uzZsyovL3eZAACA7/Kq8FJSUiKHw+HS5nA4VFlZqRMnTtS6THp6usLCwpxTVFRUS5QKAAA8xK2njS6HzWZzmTfG1Npebd68eUpNTXXOl5eXKyoqSmfOnFFwcLD7CgUgScrKylJOTo727t3r0p6WlqYpU6Z4qCoAVnPmzJlG9/Wq8NKlSxeVlJS4tB0/flyBgYEKDw+vdRm73S673d4S5QEAAC/gVaeNBg4cqLy8PJe2d999V/369VNQUJCHqgJQl9LSUh08eLDGURcAcCe3hpevvvpKe/bs0Z49eyRdvBV6z549KiwslHTxlM/kyZOd/adPn66CggKlpqbqwIEDysrK0vLly/Xoo4+6s0wAl6G0tFQZGRnKzs6u8Vp8fLzi4uI8UBUAf+DW00a7du3SsGHDnPPV16bce++9WrFihYqLi51BRpJiYmKUm5urOXPmaMmSJeratat+85vfcJs04GUaCi6PP/64EhMTPVAZAH/g1vByyy23OC+4rc2KFStqtN1888368MMP3VgVAHchuABoCV51zQsAa+vdu7enSwDgBwgvAADAUggvAADAUggvAADAUggvAADAUggvAADAUggvAJqsoKBA+/fv93QZAPwU4QVAk+zcuVO//OUva/1JgNjYWJ7xAsDtCC8AGq2+4MKvSANoKYQXAI22b9++WtsJLgBaEuEFAABYCuEFAABYCuEFAABYCuEFAABYCuEFAABYCuEFAABYCuEFQKOUlpbq4MGDtT7jBQBaEuEFQINKS0uVkZGh7OzsGq9NmDBBcXFxHqgKgL8ivACoV0PBZezYsfwkAIAWRXgBcFkILgA8hfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACAAAshfACoF5r167V/v37PV0GADgRXgDUKSsrSzk5ObX+JEBsbCzPeAHgEYQXALWqL7ikpaVpypQpHqgKAAgvAJqI4ALA0wgvAADAUggvAADAUggvAADAUggvAADAUggvAADAUggvAADAUggvAGooLS3VwYMHa33GCwB4GuEFgIvS0lJlZGQoOzu7xmsTJkxQXFycB6oCgP9DeAHg1FBwGTt2LD8JAMDjWiS8ZGZmKiYmRiEhIUpISNDmzZvr7b9y5UrFx8erTZs2ioyM1P3336+TJ0+2RKkAakFwAeBN3B5eVq1apdmzZ2v+/PnKz8/X0KFDNXLkSBUWFtba/+9//7smT56sqVOn6qOPPtLrr7+uDz74QNOmTXN3qQAAwALcHl4yMjI0depUTZs2Tb169dLixYsVFRWlpUuX1tp/+/btuvrqqzVr1izFxMRoyJAhevDBB7Vr1y53lwoAACzAreHl3Llz2r17t5KSklzak5KStHXr1lqXGTRokI4eParc3FwZY1RaWqo33nhDycnJtfY/e/asysvLXSYAAOC73BpeTpw4oaqqKjkcDpd2h8OhkpKSWpcZNGiQVq5cqfHjxys4OFhdunRRhw4d9OKLL9baPz09XWFhYc4pKiqq2ccBAAC8R4tcsGuz2VzmjTE12qrt379fs2bN0hNPPKHdu3dr3bp1Onz4sKZPn15r/3nz5qmsrMw5FRUVNXv9AADAewS6c+WdOnVSQEBAjaMsx48fr3E0plp6eroGDx6sn/3sZ5KkPn36qG3btho6dKieeuopRUZGuvS32+2y2+3uGQAAAPA6bj3yEhwcrISEBOXl5bm05+XladCgQbUu8/XXX6tVK9eyAgICJF08YgPAfdauXav9+/d7ugwAqJfbTxulpqbqd7/7nbKysnTgwAHNmTNHhYWFztNA8+bN0+TJk539x4wZozVr1mjp0qX67LPPtGXLFs2aNUuJiYnq2rWru8sF/FZWVpZycnJq/UmA2NhYnvECwGu49bSRJI0fP14nT57UwoULVVxcrLi4OOXm5io6OlqSVFxc7PLMl/vuu08VFRV66aWX9NOf/lQdOnTQ97//fT377LPuLhXwW/UFl7S0NE2ZMsUDVQFA7WzGx87FlJeXKywsTKWlpQoNDfV0OYAl1BVeCC4AWkp5ebkcDofKysoa/P7mt40AAIClEF4AAIClEF4AAIClEF4AAIClEF4AAIClEF4AAIClEF4AP1daWqqDBw/W+owXAPBGhBfAj5WWliojI0PZ2dk1XpswYYKSk5M9UBUA1I/wAviphoJLampqnT+gCgCeRHgB4GLChAkaO3YswQWA1yK8AAAASyG8AAAASyG8AAAASyG8AAAASwn0dAFoeTt37nSZT0xM9FAlAAA0HeHFz2RlZSknJ8elLSUlRVOmTPFQRQAANA3hxY/U9STV6nkCjH9Zu3Ztrc94AQBvxzUvkCSlpaUpKyvL02WghWRlZSktLa1Ge3x8vGJjYzmVCMCrEV7gRIDxD7WdOpQuBhdOIQKwAsILXBBg/BfBBYBVEF78iMPhUGpqqiZMmFBvPwIMAMCbEV78DAEGAGB1hBc/RIABAFgZ4cVPEWAAAFZFePFjBBgAgBURXvwcAQYAYDWEFxBg/MjOnTtrfcoyAFgJ4QWSCDD+YOfOnVq9enWtPwkwYcIEJScne6AqAGg6wgucCDC+q7S0tN7gkpqaKofD4YHKAKDpCC9wQYDxLxMmTNDYsWMJLgAshfCCGggwAABvRnhBrQgwAABvRXhBnQgwAABvRHhBvQgwAABvQ3hBgwgwAABvQnhBoxBgAADegvCCRiPAWNfatWtrfcYLAFgR4QVNQoCxnqysLKWlpdVoj4+PV2xsrBITE1u+KAC4AoQXNBkBxjp27typnJycGu3x8fFKSUnRlClTPFAVAFyZFgkvmZmZiomJUUhIiBISErR58+Z6+589e1bz589XdHS07Ha7evTowZeglyHAWBvBBYCVBbr7DVatWqXZs2crMzNTgwcP1m9/+1uNHDlS+/fvV/fu3WtdZty4cSotLdXy5cv1H//xHzp+/LgqKyvdXSqaqDrASKr3eorqUxZ8WQIAmoPbw0tGRoamTp2qadOmSZIWL16sd955R0uXLlV6enqN/uvWrdPGjRv12WefqWPHjpKkq6++2t1l4jIRYAAALc2tp43OnTun3bt3KykpyaU9KSlJW7durXWZt956S/369dNzzz2nq666Stddd50effRRffPNN7X2P3v2rMrLy10mtCxOIQEAWpJbj7ycOHFCVVVVNX6x1uFwqKSkpNZlPvvsM/39739XSEiIcnJydOLECc2YMUP//ve/a/3iS09P14IFC9xSPxqPIzAAgJbSIhfs2mw2l3ljTI22ahcuXJDNZtPKlSuVmJioUaNGKSMjQytWrKj16Mu8efNUVlbmnIqKitwyBjSMIzDWEB8f7+kSAOCKuPXIS6dOnRQQEFDjKMvx48drHI2pFhkZqauuukphYWHOtl69eskYo6NHj+raa6916W+322W325u/eFwWjsB4l8TERD3++OPat2+fSzufOwArc2t4CQ4OVkJCgvLy8pSSkuJsz8vL0x133FHrMoMHD9brr7+ur776Su3atZMkHTp0SK1atVK3bt3cWS6aCQHGuyQmJvIgOgA+xe2njVJTU/W73/1OWVlZOnDggObMmaPCwkJNnz5d0sXTPpMnT3b2nzhxosLDw3X//fdr//792rRpk372s59pypQpat26tbvLRTPhFBIAwF3cfqv0+PHjdfLkSS1cuFDFxcWKi4tTbm6uoqOjJUnFxcUqLCx09m/Xrp3y8vL08MMPq1+/fgoPD9e4ceP01FNPubtUNDOOwAAA3MFmjDGeLqI5lZeXKywsTKWlpQoNDfV0OZBUWlqqjIyMBn8YMC0tjQADAH6qvLxcDodDZWVlDX5/89tGcDtOIQEAmhPhBS2CAAMAaC6EF7QYAgwAoDkQXtCiCDAAgCtFeEGLI8AAAK4E4QUeQYABAFwuwgs8hgADALgchBd4FAEGANBUhBd4HAEGANAUhBd4BQIMAKCxCC/wGgQYAEBjEF7gVQgwAICGuP1XpdE0VReMdhWc0hdfnVXndnb1i+6ggFY2T5fVovg1agB+7UKVWhVtl06XSm0duhA1QGoV4OmqvArhxYu8u/+4nl53SCXlZ51tXULteuz265TUO8KDlbU8AgwAf9Tq4FoFvTdftopiZ5tpH6nzw3+lC7HJHqzMu9iMMcbTRTSn8vJyhYWFqbS0tMGf1PYm7+4/rkf+/E9dujGqj7m8MO56vwswklRaWqqMjIx6A4x0McQQYADfUVpaqrVr17q0JScny+FweKgi92t1cK2CcqZKMvr28fbqufMpy306wJSXl8vhcKisrKzB72+OvHiBqgtGT687VCO4SJLRxQDz9LpDurVnZ04h1YEjMIDvqA4u1ft1tYMHDyo1NdU3A8yFKgW9N1+XBhdJssnIyKag9/6fzl57O6eQxAW7XmFXwSmXU0WXMpJKys9qV8GpFqvJm3ARL+B/Dh48WKMtOztbGRkZKi0t9UBF7tWqaLtsFcU1gks1m4xsFZ9fvBYGhBdv8MVXdQeXy+nniwgwACQfDjCnGzmexvbzcYQXL9C5nb1Z+/kqAgwAyUcDTNtGngprbD8fR3jxAv2iO6hLqL2ew4UX7zrqF92hBavyTgQYwPc5HA7FxsbW28fXAsyFqAEy7SNrueLlIiObTPuuF2+bBuHFGwS0sumx26+TpFou1Lrosduv87uLdetCgAF835QpU2pcsHspnwowrQJ0fvivJNW8ZNd5t9Hwp7hY938RXrxEUu8IvTDuejlCXU8NOULtfnubdH0IMIDv87cAcyE2WedTlkvtu7i+0D7S52+Tbiqe8+JleMJu0/AcGMD3ZWVlNRhiJkyY4Du3UfvpE3Z5zouFBbSyqX/MdzxdhmXwHBjA91Xvt/UFmOr93ycCTKsAXYge7OkqvBqnjWB5nEICfJ+/nUJC/Qgv8AkEGMD3EWBQjfACn0GAAXwfAQYS4QU+hgAD+D4CDAgv8DkEGMD3EWD8G+EFPokAA/g+Aoz/IrzAZxFgAN9HgPFPhBf4NAIM4PsIMP6H8AKfR4ABfB8Bxr8QXuAXCDCA7yPA+A/CC/wGAQbwfQQY/0B4gV8hwAC+jwDj+wgv8DsEGMD3EWB8G+EFfokAA/g+AozvIrzAbxFgAN9HgPFNLRJeMjMzFRMTo5CQECUkJGjz5s2NWm7Lli0KDAzUDTfc4N4C4bcIMIDvI8D4HreHl1WrVmn27NmaP3++8vPzNXToUI0cOVKFhYX1LldWVqbJkyfr1ltvdXeJ8HMEGMD3EWB8i9vDS0ZGhqZOnapp06apV69eWrx4saKiorR06dJ6l3vwwQc1ceJEDRw4sN5+Z8+eVXl5ucsENBUBBvB9jQkwklRQUOD+YnBF3Bpezp07p927dyspKcmlPSkpSVu3bq1zuVdeeUX/+te/9OSTTzb4Hunp6QoLC3NOUVFRV1w3/BMBBvB9jQ0w8G5uDS8nTpxQVVWVHA6HS7vD4VBJSUmty3zyySeaO3euVq5cqcDAwAbfY968eSorK3NORUVFzVI7/BMBBvB9BBjrazgdNAObzeYyb4yp0SZJVVVVmjhxohYsWKDrrruuUeu22+2y2+3NUicg/V+AkS6eA69L9f/8pkyZ0hJlAWhG1fttTk6OS3tsbKyio6M9URKawK3hpVOnTgoICKhxlOX48eM1jsZIUkVFhXbt2qX8/Hw99NBDkqQLFy7IGKPAwEC9++67+v73v+/OkgFJBBjAH9S23yYnJ9f6/QTv4tbwEhwcrISEBOXl5SklJcXZnpeXpzvuuKNG/9DQUP3zn/90acvMzNT69ev1xhtvKCYmxp3lAi4IMIDvY7+1JrefNkpNTdWkSZPUr18/DRw4UC+//LIKCws1ffp0SRevWTl27Jj+8Ic/qFWrVoqLi3NZPiIiQiEhITXagZZAgAEA7+P28DJ+/HidPHlSCxcuVHFxseLi4pSbm+s8p1hcXNzgM18ATyLAAIB3sRljjKeLaE7l5eUKCwtTaWmpQkNDPV0OfEhpaakyMjLqDTDSxRBDgAGApikvL5fD4VBZWVmD39/8thHQSNxGDQDegfACNAEBBgA8j/ACNBEBBgA8q0UeUgf4Gi7ihTdq6AcFeX4JfAXhBbhMBBh4k507d2rfvn0N9uPvEL6A8AJcAQIMvMHOnTv1y1/+Unv37m1Uf/4OYXWEF+AKEWDgCTt37nT+d1OCS/Xf4bcf/JmYmNistQHuRngBmgEBBi0pKyvL5QcFGxtcqqWlpSk+Pl6S1Lt3b0kEGFgL4QVoJgQYtISdO3cqJyenyYHlUtXL79271/lLylzQC6vgVmmgGXEbNQC4H+EFaGYEGABwL8IL4AYEGLhDU+8qaqy0tDStXbu2WdcJuBPhBXATAgyak7uCSzX+DmElhBfAjQgwaA6lpaXat2+f24JLtZycHJdbsAFvRXgB3IwAAwDNi/ACtAACDAA0H8IL0EIIMADQPAgvQAsiwADAlSO8AC2MAANvtXfvXu3bt0+lpaWeLgWoF+EF8AACDLxV9TNfCDDwZoQXwEMIMPBWBBh4O8IL4EEEGABoOsIL4GEEGDTE4XAoOTm5wb8RwF8QXgAvQIBBQxr7NwL4A8IL4CUIMGiIw+HQ2LFjFR8f7+lSAI8ivABehAADAA0jvABehgADb8AdR/BmhBfACxFg4A0IMPBWhBfASxFg4A1ycnJUUFDg6TIAF4QXwIsRYHCp6Oho9e7d29NlAB5FeAG8HAEG38Yt0wDhBbAEAgy+jQADf0d4ASyCAINLxcbGeroEwCMIL4CFEGDQ0vbu3at9+/ZxxxG8CuEFsBgCDFoat0zD2xBeAAsiwKClEWDgTQgvgEURYAD4K8ILYGEEGP/lcDiUnJystLQ0T5cCtLgWCS+ZmZmKiYlRSEiIEhIStHnz5jr7rlmzRiNGjFDnzp0VGhqqgQMH6p133mmJMgFLIsD4LwIM/JXbw8uqVas0e/ZszZ8/X/n5+Ro6dKhGjhypwsLCWvtv2rRJI0aMUG5urnbv3q1hw4ZpzJgxys/Pd3epgGURYPyXw+FQXFyc4uPjPV0K0GLcHl4yMjI0depUTZs2Tb169dLixYsVFRWlpUuX1tp/8eLF+vnPf66bbrpJ1157rZ5++mlde+21evvtt91dKmBpBBgA/sKt4eXcuXPavXu3kpKSXNqTkpK0devWRq3jwoULqqioUMeOHWt9/ezZsyovL3eZAH/Fk1fhTtxxBG/h1vBy4sQJVVVVyeFwuLQ7HA6VlJQ0ah3PP/+8Tp8+rXHjxtX6enp6usLCwpxTVFTUFdcNWBkBBu5EgIE3aJELdm02m8u8MaZGW22ys7OVlpamVatWKSIiotY+8+bNU1lZmXMqKipqlpoBKyPAwJ1ycnJUUFDg6TLgxwLdufJOnTopICCgxlGW48eP1zgac6lVq1Zp6tSpev311zV8+PA6+9ntdtnt9mapF/Al1QFGkvbv3+9s7927t+Li4jxVFtwgOjpaKSkp2rt3r6dLAVqEW8NLcHCwEhISlJeXp5SUFGd7Xl6e7rjjjjqXy87O1pQpU5Sdna3k5GR3lgj4tOoAc+m/khMTEz1UEdyh+pZpSdw2Db/g1vAiSampqZo0aZL69eungQMH6uWXX1ZhYaGmT58u6eJpn2PHjukPf/iDpIvBZfLkyXrhhRc0YMAA51Gb1q1bKywszN3lAj7H4XA0eKQT1keAgT9xe3gZP368Tp48qYULF6q4uFhxcXHKzc1VdHS0JKm4uNjlmS+//e1vVVlZqZkzZ2rmzJnO9nvvvVcrVqxwd7kAAMDLuT28SNKMGTM0Y8aMWl+7NJC8//777i8IAHDZ9u7dq3379ik6OpqjevAIftsIANBk3DINTyK8AAAuCwEGnkJ4AQAAlkJ4AQAfwa9Mw18QXgDAhxBg4A8ILwDgYxwOh+Li4hQfH+/pUgC3ILwAAABLIbwAAC4bdxzBEwgvAIArQoBBSyO8AACuWE5OTo0fAAXchfACAD4oOjpaKSkpni4DcAvCCwD4IG6Zhi8jvACAj6oOMBMmTPB0KUCzIrwAAABLIbwAAK7Y3r17tW/fPu44QosgvAAAmgW3TKOlEF4AAM2GAIOWQHgBAB8XGxvr6RKAZkV4AQAfxi3T8EWEFwDwcQQY+BrCCwD4AYfDobi4OMXHx3u6FOCKEV4AAIClEF4AAM2KO47gboQXAECzI8DAnQgvAAC3yMnJUUFBgafLgA8ivACAn4iOjlZKSoqnywCuGOEFAPwEt0zDVxBeAMCPVAeYCRMmeLoU4LIRXgAAgKUQXgAAbrF3716tXr2aO47Q7AgvAAC3yc7OVkZGBgEGzYrwAgBwq+zsbJ75gmZFeAEAPxQbG+vpEoDLRngBAD/DLdOwOsILAPghAgysjPACAH7K4XAoLi5O8fHxni4FaBLCCwDA7Q4ePOjpEuBDCC8AALfjlmk0J8ILAKBFEGDQXFokvGRmZiomJkYhISFKSEjQ5s2b6+2/ceNGJSQkKCQkRNdcc42WLVvWEmUCANxs//79Kigo8HQZsDi3h5dVq1Zp9uzZmj9/vvLz8zV06FCNHDlShYWFtfY/fPiwRo0apaFDhyo/P1+PPfaYZs2apdWrV7u7VADwO9HR0UpJSfF0GUCTuD28ZGRkaOrUqZo2bZp69eqlxYsXKyoqSkuXLq21/7Jly9S9e3ctXrxYvXr10rRp0zRlyhQtWrTI3aUCgN/hlmlYUaA7V37u3Dnt3r1bc+fOdWlPSkrS1q1ba11m27ZtSkpKcmm77bbbtHz5cp0/f15BQUEur509e1Znz551zpeXl0uSQkJCFBIS0hzDAACfFh0drRkzZmjGjBmeLgV+7Ny5c43u69YjLydOnFBVVZUcDodLu8PhUElJSa3LlJSU1Nq/srJSJ06cqNE/PT1dYWFhzikqKqr5BgAAALxOi1ywa7PZXOaNMTXaGupfW7skzZs3T2VlZc6pqKioGSoGAADeyq2njTp16qSAgIAaR1mOHz9e4+hKtS5dutTaPzAwUOHh4TX62+122e325isaAAB4NbceeQkODlZCQoLy8vJc2vPy8jRo0KBalxk4cGCN/u+++6769etX43oXAADgf9x+2ig1NVW/+93vlJWVpQMHDmjOnDkqLCzU9OnTJV087TN58mRn/+nTp6ugoECpqak6cOCAsrKytHz5cj366KPuLhUAAFiAW08bSdL48eN18uRJLVy4UMXFxYqLi1Nubq6io6MlScXFxS7PfImJiVFubq7mzJmjJUuWqGvXrvrNb36jsWPHurtUAABgATZTfTWsjygvL1dYWJjKysoUGhrq6XIAAEAjNOX7m982AgAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAlkJ4AQAAluLW8PLll19q0qRJCgsLU1hYmCZNmqRTp07V2f/8+fP6xS9+oeuvv15t27ZV165dNXnyZH3++efuLBMAAFiIW8PLxIkTtWfPHq1bt07r1q3Tnj17NGnSpDr7f/311/rwww/1+OOP68MPP9SaNWt06NAh/eAHP3BnmQAAwEJsxhjjjhUfOHBAvXv31vbt29W/f39J0vbt2zVw4EB9/PHHio2NbdR6PvjgAyUmJqqgoEDdu3dvsH95ebnCwsJUVlam0NDQKxoDAABoGU35/nbbkZdt27YpLCzMGVwkacCAAQoLC9PWrVsbvZ6ysjLZbDZ16NCh1tfPnj2r8vJylwkAAPgut4WXkpISRURE1GiPiIhQSUlJo9Zx5swZzZ07VxMnTqwzhaWnpzuvqQkLC1NUVNQV1Q0AALxbk8NLWlqabDZbvdOuXbskSTabrcbyxpha2y91/vx53XPPPbpw4YIyMzPr7Ddv3jyVlZU5p6KioqYOCQAAWEhgUxd46KGHdM8999Tb5+qrr9Y//vEPlZaW1njtiy++kMPhqHf58+fPa9y4cTp8+LDWr19f77kvu90uu93euOIBAIDlNTm8dOrUSZ06dWqw38CBA1VWVqadO3cqMTFRkrRjxw6VlZVp0KBBdS5XHVw++eQTbdiwQeHh4U0tEQAA+DC3XfPSq1cv3X777XrggQe0fft2bd++XQ888IBGjx7tcqdRz549lZOTI0mqrKzU3XffrV27dmnlypWqqqpSSUmJSkpKdO7cOXeVCgAALMStz3lZuXKlrr/+eiUlJSkpKUl9+vTRH//4R5c+Bw8eVFlZmSTp6NGjeuutt3T06FHdcMMNioyMdE5NuUMJAAD4Lrc958VTeM4LAADW4xXPeQEAAHAHwgsAALCUJt9t5O2qz4LxpF0AAKyj+nu7MVez+Fx4qaiokCSetAsAgAVVVFQoLCys3j4+d8HuhQsX9Pnnn6t9+/aNepKvrygvL1dUVJSKior86kJlxs24/YW/jp1x+8+4jTGqqKhQ165d1apV/Ve1+NyRl1atWqlbt26eLsNjQkND/eYP/dsYt3/x13FL/jt2xu0fGjriUo0LdgEAgKUQXgAAgKUQXnyE3W7Xk08+6Xc/Usm4Gbe/8NexM27/Gndj+dwFuwAAwLdx5AUAAFgK4QUAAFgK4QUAAFgK4QUAAFgK4QUAAFgK4cVLZWZmKiYmRiEhIUpISNDmzZvr7LtmzRqNGDFCnTt3VmhoqAYOHKh33nnHpc+KFStks9lqTGfOnHH3UJqkKeN+//33ax3Txx9/7NJv9erV6t27t+x2u3r37q2cnBx3D+OyNGXs9913X61j/+53v+vsY4VtvmnTJo0ZM0Zdu3aVzWbTm2++2eAyGzduVEJCgkJCQnTNNddo2bJlNfp4+zZv6rh9ZR9v6rh9ZR9v6rh9Zf92J8KLF1q1apVmz56t+fPnKz8/X0OHDtXIkSNVWFhYa/9NmzZpxIgRys3N1e7duzVs2DCNGTNG+fn5Lv1CQ0NVXFzsMoWEhLTEkBqlqeOudvDgQZcxXXvttc7Xtm3bpvHjx2vSpEnau3evJk2apHHjxmnHjh3uHk6TNHXsL7zwgsuYi4qK1LFjR/3whz906eft2/z06dOKj4/XSy+91Kj+hw8f1qhRozR06FDl5+frscce06xZs7R69WpnHyts86aO21f28aaOu5rV9/GmjttX9m+3MvA6iYmJZvr06S5tPXv2NHPnzm30Onr37m0WLFjgnH/llVdMWFhYc5XoFk0d94YNG4wk8+WXX9a5znHjxpnbb7/dpe22224z99xzzxXX25yudJvn5OQYm81mjhw54myzwjb/NkkmJyen3j4///nPTc+ePV3aHnzwQTNgwADnvFW2ebXGjLs2VtzHv60x4/alfbza5WxvX9i/mxtHXrzMuXPntHv3biUlJbm0JyUlaevWrY1ax4ULF1RRUaGOHTu6tH/11VeKjo5Wt27dNHr06Br/avOkKxl33759FRkZqVtvvVUbNmxweW3btm011nnbbbc1+rNsCc2xzZcvX67hw4crOjrapd2bt/nlqGt77tq1S+fPn6+3jzdt8ytlxX38Slh9H79S/rJ/NwXhxcucOHFCVVVVcjgcLu0Oh0MlJSWNWsfzzz+v06dPa9y4cc62nj17asWKFXrrrbeUnZ2tkJAQDR48WJ988kmz1n+5LmfckZGRevnll7V69WqtWbNGsbGxuvXWW7Vp0yZnn5KSkiv6LFvClW7z4uJi/e1vf9O0adNc2r19m1+OurZnZWWlTpw4UW8fb9rmV8qK+/jl8JV9/Er40/7dFIGeLgC1s9lsLvPGmBpttcnOzlZaWpr+8pe/KCIiwtk+YMAADRgwwDk/ePBg3XjjjXrxxRf1m9/8pvkKv0JNGXdsbKxiY2Od8wMHDlRRUZEWLVqk733ve5e1Tk+63DpXrFihDh066M4773Rpt8o2b6raPqdL262yzS+H1ffxpvC1ffxy+Nv+3VgcefEynTp1UkBAQI1/NRw/frzGvy4utWrVKk2dOlV//vOfNXz48Hr7tmrVSjfddJPXpPQrGfe3DRgwwGVMXbp0ueJ1utuVjN0Yo6ysLE2aNEnBwcH19vW2bX456tqegYGBCg8Pr7ePN23zy2Xlfby5WHEfv1z+tn83BeHFywQHByshIUF5eXku7Xl5eRo0aFCdy2VnZ+u+++7Tq6++quTk5AbfxxijPXv2KDIy8oprbg6XO+5L5efnu4xp4MCBNdb57rvvNmmd7nYlY9+4caM+/fRTTZ06tcH38bZtfjnq2p79+vVTUFBQvX28aZtfDqvv483Fivv45fK3/btJPHKZMOr12muvmaCgILN8+XKzf/9+M3v2bNO2bVvnleZz5841kyZNcvZ/9dVXTWBgoFmyZIkpLi52TqdOnXL2SUtLM+vWrTP/+te/TH5+vrn//vtNYGCg2bFjR4uPry5NHfd//dd/mZycHHPo0CGzb98+M3fuXCPJrF692tlny5YtJiAgwDzzzDPmwIED5plnnjGBgYFm+/btLT6++jR17NV+9KMfmf79+9e6Tits84qKCpOfn2/y8/ONJJORkWHy8/NNQUGBMabmuD/77DPTpk0bM2fOHLN//36zfPlyExQUZN544w1nHyts86aO21f28aaO21f28aaOu5rV9293Irx4qSVLlpjo6GgTHBxsbrzxRrNx40bna/fee6+5+eabnfM333yzkVRjuvfee519Zs+ebbp3726Cg4NN586dTVJSktm6dWsLjqhxmjLuZ5991vTo0cOEhISY73znO2bIkCFm7dq1Ndb5+uuvm9jYWBMUFGR69uzp8j8+b9KUsRtjzKlTp0zr1q3Nyy+/XOv6rLDNq2+Fretvt7Zxv//++6Zv374mODjYXH311Wbp0qU11uvt27yp4/aVfbyp4/aVffxy/s59Yf92J5sx/3u1GwAAgAVwzQsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALAUwgsAALCU/w8v4pvxd6POsQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Obstacles in the domain')\n", "plt.contourf(*X,hfmIn['walls'],cmap='Greys')\n", "plt.scatter(*hfmIn['seed_Unoriented'])\n", "plt.scatter(*hfmIn['tip_Unoriented'])\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.2 Computing the minimal paths\n", "\n", "The minimal path from the unoriented seed to the unoriented tip has arbitrary tangent at the endpoints, and does not account for a potential return trip." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:55.444125Z", "iopub.status.busy": "2024-04-30T08:52:55.443964Z", "iopub.status.idle": "2024-04-30T08:52:58.117531Z", "shell.execute_reply": "2024-04-30T08:52:58.117138Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Field verbosity defaults to 1\n", "Field eps defaults to 0.1\n", "Field order defaults to 1\n", "Fast marching solver completed in 2.41449 s.\n", "Field geodesicSolver defaults to Discrete\n", "Field geodesicStep defaults to 0.25\n", "Field geodesicWeightThreshold defaults to 0.001\n", "Field geodesicVolumeBound defaults to 10.985\n" ] } ], "source": [ "hfmOut = hfmIn.Run()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.119480Z", "iopub.status.busy": "2024-04-30T08:52:58.119342Z", "iopub.status.idle": "2024-04-30T08:52:58.198299Z", "shell.execute_reply": "2024-04-30T08:52:58.197942Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Optimal paths, from seed (best θ) to tip (best θ)')\n", "plt.contourf(*X,hfmIn['walls'],cmap='Greys')\n", "plt.plot(*hfmOut['geodesics_Unoriented'][0][:2],'blue')\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When the tangent at the tip is prescribed, the whole path is modified, and it may go on a different side of the obstacles." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.200278Z", "iopub.status.busy": "2024-04-30T08:52:58.200134Z", "iopub.status.idle": "2024-04-30T08:52:58.348248Z", "shell.execute_reply": "2024-04-30T08:52:58.347794Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Minimal paths from seed (best θ) to tip (all θs)')\n", "plt.contourf(*X,hfmIn['walls'],cmap='Greys')\n", "for geo in hfmOut['geodesics']: plt.plot(*geo[:2])\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next function performs the exhaustive minimization mentioned in the introduction, looking for the optimal tangent orientation at the intermediate keypoint. Namely\n", "$$\n", " \\min_{\\theta_1 \\in S^1} U(p_1,\\theta_1) + U(q,\\theta_1+\\pi),\n", "$$\n", "where $U$ is the numerical solution to an eikonal-like equation, computed by the HFM library." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.351347Z", "iopub.status.busy": "2024-04-30T08:52:58.351122Z", "iopub.status.idle": "2024-04-30T08:52:58.354234Z", "shell.execute_reply": "2024-04-30T08:52:58.353712Z" } }, "outputs": [], "source": [ "def ClosedPathCost(hfmIn,hfmOut):\n", " \"\"\"\n", " Total cost of a closed path through the keypoint, depending on the orientation.\n", " \"\"\"\n", " valuesI = UniformGridInterpolation(hfmIn.Grid(),hfmOut['values'],order=1,periodic=(False,False,True))\n", " tipValues = valuesI(hfmIn['tips'].T)\n", " return tipValues[:nθ//2] + tipValues[nθ//2:]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.356273Z", "iopub.status.busy": "2024-04-30T08:52:58.356154Z", "iopub.status.idle": "2024-04-30T08:52:58.364229Z", "shell.execute_reply": "2024-04-30T08:52:58.363863Z" } }, "outputs": [], "source": [ "costDubins = ClosedPathCost(hfmIn,hfmOut)\n", "iθ = int(np.argmin(costDubins))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a function of the angle of the intermediate keypoint, the cost of the return trip is smooth except at a point, which is a local maximum. This situation is typical, since local maxima of the distance function on a given subset often (not always) correspond its intersection with the cut locus, where the distance function looses differentiability. This also means that it is easier to minimize a distance than to maximize it, which is a welcome property here, although we content ourselves with exhausive search." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.366480Z", "iopub.status.busy": "2024-04-30T08:52:58.366330Z", "iopub.status.idle": "2024-04-30T08:52:58.438419Z", "shell.execute_reply": "2024-04-30T08:52:58.438145Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Cost of Dubins closed path')\n", "plt.plot(aΘ,np.concatenate([costDubins,costDubins]))\n", "plt.xlabel('θ, orientation of tangent'); plt.ylabel('total cost');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Optimal paths for the Dubins model are expected to be successions of straight lines and of circle arcs matching the given bound $\\xi$ on the radius of curvature. This property observed in the numerical experiment, up to discretization errors." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.440092Z", "iopub.status.busy": "2024-04-30T08:52:58.439977Z", "iopub.status.idle": "2024-04-30T08:52:58.517776Z", "shell.execute_reply": "2024-04-30T08:52:58.517462Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Optimal closed path from seed (best θ) through tip (best θ)')\n", "plt.contourf(*X,hfmIn['walls'],cmap='Greys')\n", "for i in (iθ,iθ+nθ//2):\n", " plt.plot(*hfmOut['geodesics'][i][:2],'red')\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3 Comparing the models\n", "\n", "The curvature $\\kappa$ of a path is penalized differently by the various non-holonomic models implemented in the HFM library. See the notebook on [curvature penalization](Curvature.ipynb) for details.\n", "\n", "The Dubins model, considered above, imposes a strict bound $|\\xi \\kappa| \\leq 1$, where $\\xi$ is a parameter of the model. In contrast, the Euler-Mumford elastica model allows abitrary curvatures, but penalizes temp quadratically, through the cost $1+ (\\xi \\kappa)^2$.\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:52:58.519579Z", "iopub.status.busy": "2024-04-30T08:52:58.519445Z", "iopub.status.idle": "2024-04-30T08:53:05.437967Z", "shell.execute_reply": "2024-04-30T08:53:05.437633Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Field verbosity defaults to 1\n", "Field eps defaults to 0.1\n", "Field order defaults to 1\n", "Fast marching solver completed in 6.31874 s.\n", "Field geodesicSolver defaults to Discrete\n", "Field geodesicStep defaults to 0.25\n", "Field geodesicWeightThreshold defaults to 0.001\n", "Field geodesicVolumeBound defaults to 10.985\n" ] } ], "source": [ "hfmIn['model'] = 'Elastica2'\n", "hfmOut = hfmIn.Run()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:05.439670Z", "iopub.status.busy": "2024-04-30T08:53:05.439544Z", "iopub.status.idle": "2024-04-30T08:53:05.449408Z", "shell.execute_reply": "2024-04-30T08:53:05.449149Z" } }, "outputs": [], "source": [ "costElastica = ClosedPathCost(hfmIn,hfmOut)\n", "iθ = int(np.argmin(costElastica))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:05.450951Z", "iopub.status.busy": "2024-04-30T08:53:05.450864Z", "iopub.status.idle": "2024-04-30T08:53:05.521577Z", "shell.execute_reply": "2024-04-30T08:53:05.521267Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Euler elastica - optimal return trip')\n", "plt.contourf(*X,hfmIn['walls'],cmap='Greys')\n", "for i in (iθ,iθ+nθ//2):\n", " plt.plot(*hfmOut['geodesics'][i][:2],'red')\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Reeds-Shepp forward model penalizes curvature in a quasi-linear manner, through the cost $\\sqrt{1+(\\xi \\kappa)^2}$. In particular, in place rotations are permitted, since they correspond to a Dirac in curvature. They typically arise at the endpoints, here at the visited keypoint, and sometimes at the tips of obstacles." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:05.523205Z", "iopub.status.busy": "2024-04-30T08:53:05.523091Z", "iopub.status.idle": "2024-04-30T08:53:06.276894Z", "shell.execute_reply": "2024-04-30T08:53:06.276574Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Field verbosity defaults to 1\n", "Field eps defaults to 0.1\n", "Field order defaults to 1\n", "Fast marching solver completed in 0.548889 s.\n", "Field geodesicSolver defaults to Discrete\n", "Field geodesicStep defaults to 0.25\n", "Field geodesicWeightThreshold defaults to 0.001\n", "Field geodesicVolumeBound defaults to 10.985\n" ] } ], "source": [ "hfmIn['model'] = 'ReedsSheppForward2'\n", "hfmOut = hfmIn.Run()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.278559Z", "iopub.status.busy": "2024-04-30T08:53:06.278439Z", "iopub.status.idle": "2024-04-30T08:53:06.288946Z", "shell.execute_reply": "2024-04-30T08:53:06.288598Z" } }, "outputs": [], "source": [ "costReedsShepp = ClosedPathCost(hfmIn,hfmOut)\n", "iθ = int(np.argmin(costReedsShepp))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.290503Z", "iopub.status.busy": "2024-04-30T08:53:06.290416Z", "iopub.status.idle": "2024-04-30T08:53:06.360592Z", "shell.execute_reply": "2024-04-30T08:53:06.360318Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Reeds-Shepp forward - optimal return trip')\n", "plt.contourf(*X,hfmIn['walls'],cmap='Greys')\n", "for i in (iθ,iθ+nθ//2):\n", " plt.plot(*hfmOut['geodesics'][i][:2],'red')\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A specific feature of the Reeds-Shepp model, in the context of our application, is that the minimum is 'flat'. This is because the optimal path features an in-place rotation at the keypoint, and therefore the path tangent at that point is ill defined." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.362245Z", "iopub.status.busy": "2024-04-30T08:53:06.362114Z", "iopub.status.idle": "2024-04-30T08:53:06.479990Z", "shell.execute_reply": "2024-04-30T08:53:06.479665Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,6))\n", "plt.subplot(1,2,1)\n", "plt.title('Cost of Euler-Mumford elastica closed path')\n", "plt.plot(aΘ,np.concatenate([costElastica,costElastica]))\n", "plt.xlabel('θ, orientation of tangent'); plt.ylabel('total cost');\n", "\n", "plt.subplot(1,2,2)\n", "plt.title('Cost of Reeds-Shepp closed path')\n", "plt.plot(aΘ,np.concatenate([costReedsShepp,costReedsShepp]))\n", "plt.xlabel('θ, orientation of tangent'); plt.ylabel('total cost');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Evading surveillance \n", "\n", "In this section, we consider a closed path through a empty domain equipped with surveillance devices ('radars'). Our aim is to find a closed path visiting a given keypoint, and minimizing the probability of detection. In a section step, described in the next section, we optimize the position of the radars." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Detection model\n", "\n", "For simplicity, our surveillance devices are omni-directional, with a probability of detection depending only on the distance to the device location, and decreasing quadratically. We use the common simplification that the detection probabilities add up independently along the path, and with the different devices. More precisely, assuming $K$ detection devices located at $(x_k)_{k=1}^K$, the probability that a path $\\gamma : [0,L] \\to \\Omega$, parametrized at unit Euclidean, speed evades detection is modeled as\n", "$$\n", " P(\\gamma) = \\exp\\Big[-\\int_0^L \\sum_{1 \\leq k \\leq K} \\frac {\\mathrm{d}l} {1+\\|\\gamma(l)-x_k\\|^2/r^2} \\Big]\n", "$$\n", "The purpose is to maximize $P(\\gamma)$, thus to minimize the integral. In addition, the path is subject as before to a lower bound on the radius of curvature, to model the maneuverability constraints.\n", "\n", "**More realistic detection models.**\n", "Radars detection and furtivity is a complex and technical subject. More realistic models need to include blind spots governed by a variety of phenomena, including obstacles and valleys, and the radar internal parameters.\n", "See the following work and references therein:\n", "* Dreo, J., Desquilbet, F., Barbaresco, F., & Mirebeau, J.-M. (2019). Netted multi-function radars positioning and modes selection by non-holonomic fast marching computation of highest threatening trajectories. Presented at the International RADAR’19 conference." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.481661Z", "iopub.status.busy": "2024-04-30T08:53:06.481550Z", "iopub.status.idle": "2024-04-30T08:53:06.483667Z", "shell.execute_reply": "2024-04-30T08:53:06.483414Z" } }, "outputs": [], "source": [ "def DetectionProba(q,x,r0=0.2):\n", " \"\"\"\n", " Detection probability at x, from a device located at q.\n", " \"\"\"\n", " q,x = fd.common_field((q,x),(1,1))\n", " dqx2 = ((q-x)**2).sum(axis=0) # Squared distance\n", " return 1./(1 + dqx2/r0**2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use several detection devices, located at different positions." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.485168Z", "iopub.status.busy": "2024-04-30T08:53:06.485064Z", "iopub.status.idle": "2024-04-30T08:53:06.487759Z", "shell.execute_reply": "2024-04-30T08:53:06.487460Z" } }, "outputs": [], "source": [ "qDevice = xp.array([[0.5,0.6],[1.2,0.1],[1.4,0.7]]).T\n", "proba = sum(DetectionProba(qi,X,0.1) for qi in qDevice.T)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.489144Z", "iopub.status.busy": "2024-04-30T08:53:06.489040Z", "iopub.status.idle": "2024-04-30T08:53:06.581180Z", "shell.execute_reply": "2024-04-30T08:53:06.580898Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Cost function (detection probability density)')\n", "plt.contourf(*X,proba,cmap='Greys')\n", "plt.axis('equal'); plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Optimal path\n", "\n", "Similarly to the obstacles setting, the optimal path is obtained by optimizing over all the possible tangent directions at the intermediate point." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.582727Z", "iopub.status.busy": "2024-04-30T08:53:06.582616Z", "iopub.status.idle": "2024-04-30T08:53:06.584472Z", "shell.execute_reply": "2024-04-30T08:53:06.584226Z" } }, "outputs": [], "source": [ "hfmIn['model'] = 'Dubins2'\n", "hfmIn['cost'] = proba\n", "hfmIn.pop('walls',None);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:06.585899Z", "iopub.status.busy": "2024-04-30T08:53:06.585797Z", "iopub.status.idle": "2024-04-30T08:53:09.058198Z", "shell.execute_reply": "2024-04-30T08:53:09.057877Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Field verbosity defaults to 1\n", "Field eps defaults to 0.1\n", "Field order defaults to 1\n", "Fast marching solver completed in 2.30249 s.\n", "Field geodesicSolver defaults to Discrete\n", "Field geodesicStep defaults to 0.25\n", "Field geodesicWeightThreshold defaults to 0.001\n", "Field geodesicVolumeBound defaults to 10.985\n" ] } ], "source": [ "hfmOut = hfmIn.Run()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.059864Z", "iopub.status.busy": "2024-04-30T08:53:09.059746Z", "iopub.status.idle": "2024-04-30T08:53:09.069949Z", "shell.execute_reply": "2024-04-30T08:53:09.069686Z" } }, "outputs": [], "source": [ "cost = ClosedPathCost(hfmIn,hfmOut)\n", "iθ = int(np.argmin(cost))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.071517Z", "iopub.status.busy": "2024-04-30T08:53:09.071432Z", "iopub.status.idle": "2024-04-30T08:53:09.142586Z", "shell.execute_reply": "2024-04-30T08:53:09.142277Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Optimal closed path from seed (best θ) through tip (best θ)')\n", "plt.contourf(*X,hfmIn['cost'],cmap='Greys')\n", "for i in (iθ,iθ+nθ//2):\n", " plt.plot(*hfmOut['geodesics'][i][:2],'red')\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a function of the keypoint angle, the path cost has the same structure as before, with an smooth minimum, and a non-differentiable maximum." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.144133Z", "iopub.status.busy": "2024-04-30T08:53:09.144015Z", "iopub.status.idle": "2024-04-30T08:53:09.207076Z", "shell.execute_reply": "2024-04-30T08:53:09.206783Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Integrated detection probability')\n", "plt.plot(aΘ[:nθ//2],cost)\n", "plt.xlabel('θ, orientation of tangent'); plt.ylabel('total probability');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3 Optimization of the surveillance system\n", "\n", "In this section, we optimize the position of a collection of surveillance devices, so as to maximize the cost of visiting a given keypoint using a closed path. We are thus effectively solving a min-max, an elementary two-player zero-sum game with complete information.\n", "$$\n", " \\max_{\\sigma \\in \\Sigma} \\min_{\\gamma \\in \\Gamma} C(\\sigma,\\gamma),\n", "$$\n", "where $C(\\sigma,\\gamma)$ denotes the cost of path $\\gamma \\in \\Gamma$ within a domain equipped with a surveillance system of parameters $\\sigma \\in \\Sigma$.\n", "\n", "**Detection model.**\n", "We use the same detection model as in the previous section. In particular $\\Gamma$ is the set of all closed paths in the domain visiting a given keypoint, and $\\Sigma$ is the set of all possible radar positions. The techniques put in place in the previous section let us to compute\n", "$$\n", " C(\\sigma) := \\min_{\\gamma \\in \\Gamma} C(\\sigma,\\gamma).\n", "$$\n", "\n", "**Optimization w.r.t position.**\n", "We differentiate the cost $C(\\sigma)$ w.r.t the detection devices parameters, and use a gradient ascent to approximate\n", "$$\n", " \\max_{\\sigma \\in \\Sigma} C(\\sigma),\n", "$$\n", "and thus solve the original min-max problem.\n", "\n", "Let us emphasise the $\\sigma \\in \\Sigma \\mapsto C(\\sigma)$ is a non-smooth, non-convex function, with many local maxima. As a result, optimizing w.r.t $\\sigma$ is a challenging problem, to which our naive gradient ascent is not the definitive answer. \n", "\n", "**Alternative approaches to the configuration of surveillance systems.**\n", "A standard approach for the configuration of detection networks is to maximize the minimal (max-min) probability of detection over a set of *points*: the whole domain, or a critical subdomain such as a region border. In contrast, we here maximize the minimal probability of detection over the set of adverse trajectories visiting the keypoint to be defended." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1 Differentiation of the objective function\n", "\n", "We rely on automatic differentiation to compute the gradient of $C(\\sigma)$ w.r.t the radar position parameters $\\sigma \\in \\Sigma$." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.208711Z", "iopub.status.busy": "2024-04-30T08:53:09.208604Z", "iopub.status.idle": "2024-04-30T08:53:09.213857Z", "shell.execute_reply": "2024-04-30T08:53:09.213519Z" } }, "outputs": [], "source": [ "qDevice_ad = ad.Dense.identity(constant=qDevice)\n", "proba_ad = sum(DetectionProba(qi,X,0.1) for qi in qDevice_ad.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At the present time, the HFM library does not not automatically broadcast AD cost information over the angular dimension, so we must do this ourselves." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.215396Z", "iopub.status.busy": "2024-04-30T08:53:09.215315Z", "iopub.status.idle": "2024-04-30T08:53:09.217181Z", "shell.execute_reply": "2024-04-30T08:53:09.216942Z" } }, "outputs": [], "source": [ "proba_ad_broadcasted = np.broadcast_to(np.expand_dims(proba_ad,axis=-1), hfmIn.shape)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.218563Z", "iopub.status.busy": "2024-04-30T08:53:09.218488Z", "iopub.status.idle": "2024-04-30T08:53:09.220639Z", "shell.execute_reply": "2024-04-30T08:53:09.220416Z" } }, "outputs": [ { "data": { "text/plain": [ "((200, 100), (200, 100, 96), (200, 100, 96))" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proba_ad.shape, proba_ad_broadcasted.shape, hfmIn.shape" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.221987Z", "iopub.status.busy": "2024-04-30T08:53:09.221903Z", "iopub.status.idle": "2024-04-30T08:53:09.223545Z", "shell.execute_reply": "2024-04-30T08:53:09.223325Z" } }, "outputs": [], "source": [ "hfmIn['cost'] = proba_ad_broadcasted" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:09.224848Z", "iopub.status.busy": "2024-04-30T08:53:09.224762Z", "iopub.status.idle": "2024-04-30T08:53:13.531361Z", "shell.execute_reply": "2024-04-30T08:53:13.530724Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Field verbosity defaults to 1\n", "Field eps defaults to 0.1\n", "Field order defaults to 1\n", "Fast marching solver completed in 2.41811 s.\n", "Field geodesicSolver defaults to Discrete\n", "Field geodesicStep defaults to 0.25\n", "Field geodesicWeightThreshold defaults to 0.001\n", "Field geodesicVolumeBound defaults to 10.985\n" ] } ], "source": [ "hfmOut = hfmIn.Run()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.533351Z", "iopub.status.busy": "2024-04-30T08:53:13.533205Z", "iopub.status.idle": "2024-04-30T08:53:13.546528Z", "shell.execute_reply": "2024-04-30T08:53:13.546033Z" } }, "outputs": [], "source": [ "cost = ClosedPathCost(hfmIn,hfmOut)\n", "iθ = int(np.argmin(cost))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The computed cost zero-th order value is the same as before, but we now also get a first order value: the gradient of the cost of the optimal closed path w.r.t the detection devices positions." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.548440Z", "iopub.status.busy": "2024-04-30T08:53:13.548309Z", "iopub.status.idle": "2024-04-30T08:53:13.550200Z", "shell.execute_reply": "2024-04-30T08:53:13.549955Z" } }, "outputs": [], "source": [ "qDevice_grad = cost[iθ].gradient().reshape(qDevice.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The gradient component is for moving the bottom detector slightly up." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.551631Z", "iopub.status.busy": "2024-04-30T08:53:13.551538Z", "iopub.status.idle": "2024-04-30T08:53:13.632624Z", "shell.execute_reply": "2024-04-30T08:53:13.632327Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Gradient of the cost function w.r.t the devices positions')\n", "plt.contourf(*X,proba,cmap='Greys')\n", "for i in (iθ,iθ+nθ//2):\n", " plt.plot(*hfmOut['geodesics'][i][:2],'red')\n", "plt.quiver(*qDevice,*qDevice_grad,color='yellow')\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Soft minimum\n", "\n", "The objective function\n", "$$\n", " C(\\sigma) := \\min_{\\gamma \\in \\Gamma} C(\\sigma,\\gamma),\n", "$$\n", "is non-differentiable, non convex, and non-smooth, which will raise a number of difficulties in the subsequent optimization routine. \n", "In order to tame these issues, we replace the hard minimum with a soft-minimum. \n", "\n", "More precisely, we group the paths depending on the orientation $\\theta \\in S^1$ of their tangent at the keypoint, introducing\n", "$$\n", " C (\\sigma,\\theta) := \\min_{\\gamma \\in \\Gamma_\\theta} C(\\sigma,\\gamma).\n", "$$\n", "Then compute a soft minimum, depending on a relaxation parameter $\\epsilon>0$\n", "$$\n", " C_\\epsilon(\\sigma) := \\min^\\epsilon_{1 \\leq i \\leq N} C(\\sigma,\\theta_i),\n", "$$\n", "where $\\theta_i \\in S^1$, $1 \\leq i \\leq N$, denote all the discretized orientations of the tangent at the keypoint.\n", "\n", "Recall that the soft minimum of a family of values $(a_i)_{1 \\leq i \\leq N}$, where $\\epsilon>0$ is a relaxation parameter, is defined as \n", "$$\n", " \\min_{1 \\leq i \\leq N}^\\epsilon a_i := -\\epsilon \\ln \\Big[ \\frac 1 N \\sum_{1 \\leq i \\leq N} \\exp(-\\frac {a_i} \\epsilon) \\Big].\n", "$$" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.634211Z", "iopub.status.busy": "2024-04-30T08:53:13.634095Z", "iopub.status.idle": "2024-04-30T08:53:13.636058Z", "shell.execute_reply": "2024-04-30T08:53:13.635815Z" } }, "outputs": [], "source": [ "def softMin(arr,ϵ=0.01): return -ϵ * np.log(np.mean(np.exp(-arr/ϵ)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also interesting to visualize all the possible paths weighted by their contribution in the soft-min. Only the most important contributions are visible." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.637561Z", "iopub.status.busy": "2024-04-30T08:53:13.637459Z", "iopub.status.idle": "2024-04-30T08:53:13.639119Z", "shell.execute_reply": "2024-04-30T08:53:13.638876Z" } }, "outputs": [], "source": [ "def softWeights(arr,ϵ=0.01): \n", " arrmin = np.min(arr)\n", " return np.exp((arrmin-arr)/ϵ)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.640490Z", "iopub.status.busy": "2024-04-30T08:53:13.640409Z", "iopub.status.idle": "2024-04-30T08:53:13.755261Z", "shell.execute_reply": "2024-04-30T08:53:13.754972Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Opacity by contribution to the soft min.')\n", "plt.contourf(*X,proba,cmap='Greys')\n", "for i,c in enumerate(softWeights(cost.value)):\n", " c=float(c) # GPU compatibility\n", " plt.plot(*hfmOut['geodesics'][i][:2],'red',alpha=c)\n", " plt.plot(*hfmOut['geodesics'][i+nθ//2][:2],'red',alpha=c)\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Optimization\n", "\n", "We use a projected gradient ascent, constraining the radar horizontal positions to lie within a subdomain. This is to avoid locating the radars outside of the domain, or on top of the seed or intermediate keypoint (which is not a very interesting solution)." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.756777Z", "iopub.status.busy": "2024-04-30T08:53:13.756666Z", "iopub.status.idle": "2024-04-30T08:53:13.758803Z", "shell.execute_reply": "2024-04-30T08:53:13.758508Z" } }, "outputs": [], "source": [ "def project(q):\n", " \"\"\"\n", " Project detection device position within acceptable subdomain.\n", " \"\"\"\n", " q = q.copy()\n", " q[0] = np.minimum(1.6,np.maximum(0.4,q[0]))\n", " q[1] = np.minimum(1. ,np.maximum(0. ,q[1]))\n", " return q" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.760827Z", "iopub.status.busy": "2024-04-30T08:53:13.760671Z", "iopub.status.idle": "2024-04-30T08:53:13.763350Z", "shell.execute_reply": "2024-04-30T08:53:13.763081Z" } }, "outputs": [], "source": [ "def CostFromPos(qDevice):\n", " \"\"\"\n", " Closed path costs as a function of detection devices positions.\n", " \"\"\"\n", " # Prepare the detection probability density\n", " proba = sum(DetectionProba(qi,X,0.1) for qi in qDevice.T)\n", " proba_broadcasted = np.broadcast_to(np.expand_dims(proba,axis=-1), hfmIn.shape)\n", "\n", " # Solve the eikonal equation\n", " hfmIn['cost'] = proba_broadcasted\n", " hfmOut = hfmIn.Run()\n", " \n", " # Get the soft-min cost of the closed paths \n", " return ClosedPathCost(hfmIn,hfmOut),hfmIn,hfmOut" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, run a gradient ascent. We limit ourselves to a few iterations, with a fixed gradient step. \n", "For a practical application, it is necessary to use more optimization steps, and possibly a better optimization routine, featuring e.g line search. " ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:13.764898Z", "iopub.status.busy": "2024-04-30T08:53:13.764784Z", "iopub.status.idle": "2024-04-30T08:53:41.819593Z", "shell.execute_reply": "2024-04-30T08:53:41.819173Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 1/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 2/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 3/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 4/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 5/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 6/6\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# May take a minute to execute\n", "nx,ny = 2,3 # Number of iterations (hence also figures)\n", "plt.figure(figsize=[14,4*ny])\n", "\n", "q_opt = qDevice.copy() # Starting point of iteration\n", "hist=[] # History of inputs/values\n", "rgrad = 0.2 # gradient step\n", "hfmIn['verbosity']=0\n", "\n", "for i in range(1,1+nx*ny):\n", " cost_ad,hfmIn,hfmOut = CostFromPos(ad.Dense.identity(constant=q_opt))\n", " hist.append((q_opt,cost_ad))\n", " cmin_ad = softMin(cost_ad)\n", " grad = cmin_ad.gradient().reshape(q_opt.shape)\n", " q_opt = project(q_opt+rgrad*grad)\n", " \n", " print(f\"Done iteration {i}/{nx*ny}\")\n", " plt.subplot(ny,nx,i)\n", " plt.title(f\"Iteration {i}, objective {cmin_ad.value}\")\n", " plt.contourf(*X,hfmIn['cost'].value[:,:,0],cmap='Greys')\n", " for j,c in enumerate(softWeights(cost_ad.value)):\n", " c=float(c) # GPU compatibility\n", " plt.plot(*hfmOut['geodesics'][j][:2],'red',alpha=c)\n", " plt.plot(*hfmOut['geodesics'][j+nθ//2][:2],'red',alpha=c)\n", " plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We display below the evolution of the position of the three detectors along the iterations. Note, again, that the optimization is not finalized. We have the following comments:\n", "* Optimizing the position of the bottom detector is quite hard, and it seems to oscillate between the iterations. Indeed this detector tries to position itself so as to divide the trajectories in two sets, above and below itself.\n", "* The other two detectors have simpler trajectories. In particular, the left detector seems is moving toward the lower bound $x=0.4$ on the horizontal position." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:41.823177Z", "iopub.status.busy": "2024-04-30T08:53:41.823065Z", "iopub.status.idle": "2024-04-30T08:53:41.889907Z", "shell.execute_reply": "2024-04-30T08:53:41.889625Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "q_hist = ad.array([q for (q,_) in hist])\n", "plt.title(\"Motion of the detection devices along the iterations (blue initial)\")\n", "plt.plot(*np.moveaxis(q_hist,0,1))\n", "plt.scatter(*qDevice)\n", "plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An interesting side effect of the optimization of the detectors positions is that there is not a single best adverse trajectory, but several almost optimal trajectories. Here, this is especially visible in iteration $5$, where the highest value of the objective function is attained (this value decreases a bit in iteration $6$, recall that the optimization procedure has not reached convergence yet). " ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:41.891528Z", "iopub.status.busy": "2024-04-30T08:53:41.891418Z", "iopub.status.idle": "2024-04-30T08:53:41.954162Z", "shell.execute_reply": "2024-04-30T08:53:41.953876Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title(\"Cost of the trajectories, at the best seen position\")\n", "plt.plot(aΘ[:nθ//2],hist[-2][1].value);\n", "plt.xlabel('θ, orientation of tangent'); plt.ylabel('total probability');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4 Different initial conditions\n", "\n", "The objective function, the probability of detection of the most furtive trajectory, is non-smooth and highly non-linear w.r.t the detection device parameters. Thus is is not surprising that a different initial configuration leads the optimization procedure to select a distinct local optimum. We illustrate this instable behavior by shifting one of the detectors to the right initially." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:41.955743Z", "iopub.status.busy": "2024-04-30T08:53:41.955637Z", "iopub.status.idle": "2024-04-30T08:53:41.958203Z", "shell.execute_reply": "2024-04-30T08:53:41.957948Z" } }, "outputs": [], "source": [ "qDevice2 = qDevice.copy()\n", "qDevice2[0,0]=1 # Moved first detector to the right\n", "proba = sum(DetectionProba(qi,X,0.1) for qi in qDevice2.T)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:41.959618Z", "iopub.status.busy": "2024-04-30T08:53:41.959520Z", "iopub.status.idle": "2024-04-30T08:53:42.053077Z", "shell.execute_reply": "2024-04-30T08:53:42.052806Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.title('Cost function (detection probability density)')\n", "plt.contourf(*X,proba,cmap='Greys')\n", "plt.axis('equal'); plt.colorbar();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As before, we run a few steps of projected gradient ascent. Again, we must emphasize that a more sophisticated optimization routine, running for a longer time, is necessary to property optimize this non-convex and non-smooth objective function." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:53:42.054665Z", "iopub.status.busy": "2024-04-30T08:53:42.054557Z", "iopub.status.idle": "2024-04-30T08:54:06.514298Z", "shell.execute_reply": "2024-04-30T08:54:06.513916Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 1/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 2/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 3/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 4/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 5/6\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Done iteration 6/6\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# May take a minute to execute\n", "nx,ny = 2,3 # Number of figures/iterations\n", "plt.figure(figsize=[14,4*ny])\n", "\n", "q_opt = qDevice2.copy() # Starting point of iteration\n", "hist=[] # History of inputs/values\n", "rgrad = 0.2 # gradient step\n", "hfmIn['verbosity']=0\n", "\n", "for i in range(1,1+nx*ny):\n", " cost_ad,hfmIn,hfmOut = CostFromPos(ad.Dense.identity(constant=q_opt))\n", " hist.append((q_opt,cost_ad))\n", " cmin_ad = softMin(cost_ad)\n", " grad = cmin_ad.gradient().reshape(q_opt.shape)\n", " q_opt = project(q_opt+rgrad*grad)\n", " \n", " print(f\"Done iteration {i}/{nx*ny}\")\n", " plt.subplot(ny,nx,i)\n", " plt.title(f\"Iteration {i}, objective {cmin_ad.value}\")\n", " plt.contourf(*X,hfmIn['cost'].value[:,:,0],cmap='Greys')\n", " for j,c in enumerate(softWeights(cost_ad.value)):\n", " c=float(c)\n", " plt.plot(*hfmOut['geodesics'][j][:2],'red',alpha=c)\n", " plt.plot(*hfmOut['geodesics'][j+nθ//2][:2],'red',alpha=c)\n", " plt.axis('equal');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The best value of the objective is, as before, achieved in the fifth iteration when the detectors are placed so that there are multiple distinct equally optimal trajectories." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "execution": { "iopub.execute_input": "2024-04-30T08:54:06.517872Z", "iopub.status.busy": "2024-04-30T08:54:06.517742Z", "iopub.status.idle": "2024-04-30T08:54:06.584653Z", "shell.execute_reply": "2024-04-30T08:54:06.584375Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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