{ "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": "bempp_default", "language": "python", "name": "bempp_default" }, "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" } }, "nbformat": 4, "nbformat_minor": 4 }