{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# freud.locality.Voronoi\n", "\n", "The `freud.locality.Voronoi` class uses [voro++](https://doi.org/10.2172/946741) to compute the [Voronoi diagram](https://en.wikipedia.org/wiki/Voronoi_diagram) of a set of points, **while respecting periodic boundary conditions** (which are not handled by `scipy.spatial.Voronoi`, [documentation](https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.Voronoi.html)).\n", "\n", "These examples are two-dimensional (with $z=0$ for all particles) for simplicity, but the `Voronoi` class works for both 2D and 3D data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import freud\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we generate some sample points." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "points = np.array([[-0.5, -0.5, 0], [0.5, -0.5, 0], [-0.5, 0.5, 0], [0.5, 0.5, 0]])\n", "plt.scatter(points[:, 0], points[:, 1])\n", "plt.title(\"Points\")\n", "plt.xlim((-1, 1))\n", "plt.ylim((-1, 1))\n", "plt.gca().set_aspect(\"equal\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we create a box and a `Voronoi` compute object." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "L = 2\n", "box = freud.box.Box.square(L)\n", "voro = freud.locality.Voronoi()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we use the `compute` method to determine the Voronoi polytopes (cells) and the `polytopes` property to return their coordinates. Note that we use `freud`'s *method chaining* here, where a compute method returns the compute object." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[array([[-1., -1., 0.],\n", " [ 0., -1., 0.],\n", " [ 0., 0., 0.],\n", " [-1., 0., 0.]]), array([[ 0., -1., 0.],\n", " [ 1., -1., 0.],\n", " [ 1., 0., 0.],\n", " [ 0., 0., 0.]]), array([[-1., 0., 0.],\n", " [ 0., 0., 0.],\n", " [ 0., 1., 0.],\n", " [-1., 1., 0.]]), array([[0., 0., 0.],\n", " [1., 0., 0.],\n", " [1., 1., 0.],\n", " [0., 1., 0.]])]\n" ] } ], "source": [ "cells = voro.compute((box, points)).polytopes\n", "print(cells)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Voronoi` class has built-in plotting methods for 2D systems." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "ax = plt.gca()\n", "voro.plot(ax=ax)\n", "ax.scatter(points[:, 0], points[:, 1], s=10, c=\"k\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This also works for more complex cases, such as this hexagonal lattice." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def hexagonal_lattice(rows=3, cols=3, noise=0, seed=None):\n", " if seed is not None:\n", " np.random.seed(seed)\n", " # Assemble a hexagonal lattice\n", " points = []\n", " for row in range(rows * 2):\n", " for col in range(cols):\n", " x = (col + (0.5 * (row % 2))) * np.sqrt(3)\n", " y = row * 0.5\n", " points.append((x, y, 0))\n", " points = np.asarray(points)\n", " points += np.random.multivariate_normal(\n", " mean=np.zeros(3), cov=np.eye(3) * noise, size=points.shape[0]\n", " )\n", " # Set z=0 again for all points after adding Gaussian noise\n", " points[:, 2] = 0\n", "\n", " # Wrap the points into the box\n", " box = freud.box.Box(Lx=cols * np.sqrt(3), Ly=rows, is2D=True)\n", " points = box.wrap(points)\n", " return box, points" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "freud.locality.Voronoi()" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute the Voronoi diagram and plot\n", "box, points = hexagonal_lattice()\n", "voro = freud.locality.Voronoi()\n", "voro.compute((box, points))\n", "voro" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For noisy data, we see that the Voronoi diagram can change substantially. We perturb the positions with 2D Gaussian noise. Coloring by the number of sides of each Voronoi cell, we can see patterns in the defects: 5-gons and 7-gons tend to pair up." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute the Voronoi diagram\n", "box, points = hexagonal_lattice(rows=12, cols=8, noise=0.03, seed=2)\n", "voro = freud.locality.Voronoi()\n", "voro.compute((box, points))\n", "\n", "# Plot Voronoi with points and a custom cmap\n", "plt.figure()\n", "ax = plt.gca()\n", "voro.plot(ax=ax, cmap=\"RdBu\")\n", "ax.scatter(points[:, 0], points[:, 1], s=2, c=\"k\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also compute the volumes of the Voronoi cells. Here, we plot them as a histogram:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(voro.volumes)\n", "plt.title(\"Voronoi cell volumes\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Voronoi` class also computes a `freud.locality.NeighborList`, where particles are neighbors if they share an edge in the Voronoi diagram. The `NeighborList` effectively represents the bonds in the [Delaunay triangulation](https://en.wikipedia.org/wiki/Delaunay_triangulation). The neighbors are **weighted** by the length (in 2D) or area (in 3D) between them. The neighbor weights are stored in `voro.nlist.weights`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "nlist = voro.nlist\n", "line_data = np.asarray(\n", " [[points[i], points[i] + box.wrap(points[j] - points[i])] for i, j in nlist]\n", ")[:, :, :2]\n", "line_collection = matplotlib.collections.LineCollection(line_data, alpha=0.2)\n", "plt.figure()\n", "ax = plt.gca()\n", "voro.plot(ax=ax, cmap=\"RdBu\")\n", "ax.add_collection(line_collection)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }