{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Electromagnetic scattering from flat screens" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we consider the scattering of an electromagnetic wave from a collection of perfectly conducting screens. The time-harmonic Maxwell equation for the electric field $\\mathbf{E}$ reduces to\n", "\n", "$$\n", "\\nabla\\times\\nabla\\times \\mathbf{E} -k^2 \\mathbf{E} = 0\n", "$$\n", "\n", "in $\\mathbb{R}^3\\backslash\\Gamma$, where $k:=2\\pi/\\lambda$ is the wavenumber, $\\lambda$ is the wavelength, and $\\Gamma$ denotes the screens. The electric field $\\mathbf{E}$ is the sum of the incident field $\\mathbf{E}^\\text{inc}$ and the scattered field $\\mathbf{E}^\\text{s}$. Here, we use the incident field given by\n", "\n", "$$\n", "\\mathbf{E}^\\text{inc}(\\mathbf{x}):=\\begin{bmatrix} \\mathrm{e}^{\\mathrm{i}kz} & 0 & 0 \\end{bmatrix},\n", "$$\n", "\n", "which is a wave travelling in the $z$ direction and polarised in the $x$ direction. On the screen, the tangential component $\\mathbf{E}_\\text{t}:=\\nu\\times \\mathbf{E}$ must be zero. Towards infinity we impose the Silver–Müller radiation condition\n", "\n", "$$\n", "\\lim_{|\\mathbf{x}|\\rightarrow\\infty} |\\mathbf{x}|\\left(\\nabla\\times \\mathbf{E}^\\text{s}\\times\\frac{\\mathbf{x}}{|\\mathbf{x}|}-\\mathrm{i}k\\mathbf{E}^\\text{s}\\right) = 0,\n", "$$\n", "where $\\hat{\\mathbf{x}}=\\mathbf{x}/|\\mathbf{x}|$.\n", "\n", "The scattered wave $\\mathbf{E}^\\text{s}$ has the representation\n", "\n", "$$\n", "\\mathbf{E}^\\text{s} = -\\mathcal{E}\\Lambda,\n", "$$\n", "\n", "where $\\Lambda$ is the jump of the Neumann trace of the scattered field $\\mathbf{E}^\\text{s}$ across the screen. The Maxwell electric field potential operator $\\mathcal{E}$ is defined as\n", "\n", "$$\n", "\\mathcal{E}(\\mathbf{v}):=\\mathrm{i}k\\int_{\\Gamma}g(\\mathbf{x},\\mathbf{y})\\mathbf{v}(\\mathbf{y})\\mathrm{d}\\mathbf{y}-\n", "\\frac1{\\mathrm{i}k}\\nabla_{\\mathbf{x}}\\int_{\\Gamma}g(\\mathbf{x},\\mathbf{y})(\\nabla_{\\Gamma}\\cdot\\mathbf{v})(\\mathbf{y})\\mathrm{d}\\mathbf{y}\n", "$$\n", "with $g(\\mathbf{x},\\mathbf{y}):=\\frac{\\mathrm{e}^{\\mathrm{i}k|\\mathbf{x}-\\mathbf{y}|}}{4\\pi|\\mathbf{x}-\\mathbf{y}|}$.\n", "\n", "The associated boundary operator is denoted by $\\mathsf{E}$. It is defined as average tangential trace of the electric field potential operator from both sides of the screen. The boundary integral equation is now\n", "\n", "$$\n", "\\mathsf{E}\\Lambda = \\nu\\times \\mathbf{E}^\\text{inc}.\n", "$$\n", "The $-$ sign is missing in comparison to the representation formula since we want to satisfy the boundary conditions for the negative incident wave so that the tangential trace of the total field is zero on the screen.\n", "\n", "More details about the mathematical background can be found in Buffa & Hiptmair (2003)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Implementation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start with the usual imports." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import bempp.api\n", "import numpy as np\n", "import numba" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We next define the wavenumber of the problem." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "wavelength = 1\n", "k = 2 * np.pi / wavelength" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define the grid to be the union of three screens." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "corners1 = np.array([[-.5, -1, 0],\n", " [-.5, 1, 0],\n", " [-2, 1, 2],\n", " [-2, -1, 2]])\n", "corners2 = np.array([[.5, -1, 0],\n", " [.5, 1, 0],\n", " [2, 1, 2],\n", " [2, -1, 2]])\n", "corners3 = np.array([[-1, -1, -1],\n", " [1, -1, -1],\n", " [1, 1, -1],\n", " [-1, 1, -1]])\n", "\n", "\n", "grid1 = bempp.api.shapes.screen(corners1)\n", "grid2 = bempp.api.shapes.screen(corners2)\n", "grid3 = bempp.api.shapes.screen(corners3)\n", "grid = bempp.api.grid.union([grid1, grid2, grid3])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We define the spaces of order 0 RWG div-conforming functions and order 0 scaled Nédélec curl-conforming functions." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "div_space = bempp.api.function_space(grid, \"RWG\", 0)\n", "curl_space = bempp.api.function_space(grid, \"SNC\", 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we define the Maxwell electric field boundary operator and the identity operator. For Maxwell problems, the ``domain`` and ``range`` spaces should be div-conforming, while the ``dual_to_range`` space should be curl conforming." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "elec = bempp.api.operators.boundary.maxwell.electric_field(\n", " div_space, div_space, curl_space, k)\n", "identity = bempp.api.operators.boundary.sparse.identity(\n", " div_space, div_space, curl_space)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We create a grid function to represent the incident wave. In addition, we define a Python callable with the incident field, which is later used for plotting." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def incident_field(x):\n", " return np.array([np.exp(1j * k * x[2]), 0. * x[2], 0. * x[2]])\n", "\n", "@bempp.api.complex_callable\n", "def tangential_trace(x, n, domain_index, result):\n", " incident_field = np.array([np.exp(1j * k * x[2]), 0. * x[2], 0. * x[2]])\n", " result[:] = np.cross(incident_field, n)\n", "\n", "trace_fun = bempp.api.GridFunction(div_space, fun=tangential_trace, dual_space=curl_space)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use a direct LU solver to solve the system." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from bempp.api.linalg import lu\n", "lambda_data = lu(elec, trace_fun)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that the solution $\\mathbf{\\Lambda}$ is computed, we want to plot the total field. First, we define a grid of points in the $x$-$z$ plane." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "nx = 300\n", "nz = 300\n", "extent = 3\n", "x, y, z = np.mgrid[-extent:extent:nx * 1j,\n", " 0:0:1j,\n", " -extent:extent:nz * 1j]\n", "points = np.vstack((x.ravel(), y.ravel(), z.ravel()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now initialise the electric field potential operator." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "slp_pot = bempp.api.operators.potential.maxwell.electric_field(\n", " div_space, points, k)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following commands now compute the total field by first computing the scattered field from the representation formula then adding the incident field." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "scattered_field_data = -slp_pot * lambda_data\n", "incident_field_data = incident_field(points)\n", "field_data = scattered_field_data + incident_field_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In electromagnetic scattering it is often useful to visualise the squared electric field density. This value is computed below." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "squared_field_density = np.real(np.sum(field_data * field_data.conj(), axis=0))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot everything using a simple Matplotlib plot." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib\n", "from matplotlib import pylab as plt\n", "# Adjust the figure size in IPython\n", "matplotlib.rcParams['figure.figsize'] = (10.0, 8.0) \n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(1, 1, 1)\n", "\n", "im = ax.imshow(squared_field_density.reshape((nx, nz)).T,\n", " cmap='coolwarm', origin='lower',\n", " extent=[-extent, extent, -extent, extent], vmax=4)\n", "ax.plot([-.5, -2], [0, 2], 'k-', linewidth=4)\n", "ax.plot([.5, 2], [0, 2], 'k-', linewidth=4)\n", "ax.plot([-1, 1], [-1, -1], 'k-', linewidth=4)\n", "\n", "\n", "fig.colorbar(im, ax=ax)\n", "_ = ax.set_title(\"Squared Electric Field Density\")" ] } ], "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }