{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "[exercises](reproduction.ipynb)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import sfs" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "grid = sfs.util.xyz_grid([-2, 2], [-2, 2], 0, spacing=0.02)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x0 = 0, 1.5, 0\n", "f = 1000 # Hz\n", "omega = 2 * np.pi * f" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0gq2ygXcoZQnEesZY2yrn9sqZfdEzxkpFlN6+WHpgrPvT4sJ0Ql0RSkFQZugy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IijGRSCQqJMWYSCQSFZJiTCQSiQpJMSZmjqTvS1o563wkEoHkx5iYOZK2AqdaaoyJ\nvYTUY0xMBUmn+YC9TUn7+6C786K7yG1+/lRVKUr6sV/b+6Ckp33Q1RskPS7pxj1WkMT/JXt9EInE\nvomZbZF0K/ANYD9c0IF+65AvAO4a8JiDzWylpAtxa3BXmtnjkrZIeruZDYyUnUiMQ+oxJqbJ14Fz\nceutB0WtOY/BijGEXnsEt7VmUKyPAcdNKI+JxDySYkxMk8NwIfBfDyyr3pS0H3CQucC4/QgRk/Lo\nPHxOo53E1EiKMTFNfoALgvsz+vcY3w38fsRnTTtgbSJRkN66iakg6eNAy8zWSMqAdZLeZWb3R8ku\nAH4+4BFVC7UNuZdITJTkrpOYGZK24GIEdmedl0QiJinGRCKRqJDmGBOJRKJCUoyJRCJRISnGRCKR\nqJAUYyKRSFRIijGRSCQqJMWYSCQSFZJiTCQSiQr/BSoDF9pZeYRMAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_point = sfs.mono.source.point(omega, x0, None, grid)\n", "p_point *= 4 * np.pi\n", "sfs.plot.soundfield(p_point, grid)\n", "plt.title(\"Point Source at {} m\".format(x0));" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x0 = 0, 1.5\n", "f = 1000 # Hz\n", "omega = 2 * np.pi * f" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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j1r9uoGpUuAZJTmNGuF6cneDrkP31toV2m01OdUPaZ5OFlq073WWTWx/WjDMJ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\ncfgE6c07FPdC8qdaVrSbmma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sYoFZHLMzPeNwNuPgsOD5+RK/rpnFkj8tjpFs+DcfvENT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\n//j6yb41u97kqbhiPcY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_line = sfs.mono.source.line(omega, x0, None, grid)\n", "p_line *= np.sqrt(8 * np.pi * omega / sfs.defs.c) * np.exp(1j * np.pi / 4)\n", "sfs.plot.soundfield(p_line, grid)\n", "plt.title(\"Line Source at {} m\".format(x0[:2]));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difference between point source and line source:\n", "When doubling the distance, the sound level of a ...\n", "\n", "* ... point source is attenuated by 6 dB\n", "\n", "* ... line source is attenuated by 3 dB" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x0 = 0, 1.5, 0\n", "n0 = 0, -1, 0\n", "f = 1000 # Hz\n", "omega = 2 * np.pi * f" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_plane = sfs.mono.source.plane(omega, x0, n0, grid)\n", "sfs.plot.soundfield(p_plane, grid);\n", "plt.title(\"Plane wave with $n_0 =$ {}\".format(n0));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this snapshot, it's not possible to recognize if the plane wave is travelling up or down.\n", "One would need an animation of some kind to see the direction of propagation (this was a trick question!).\n", "\n", "The level doesn't decay over distance (another trick question!)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the weighting factors are equal, the phantom source is halfway between the two loudspeakers.\n", "\n", "TODO: intensity stereophony, time-of-arrival stereophony" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Reason for artifacts: spatial aliasing.\n", "\n", "TODO: 2.5 D" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "WFS vs. NFC-HOA artifacts: HOA has a circular area (shrinking with higher frequencies) in the center without aliasing, but around that area the artifacts are stronger than in WFS." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", " \"CC0\"\n", " \n", "
\n", " To the extent possible under law,\n", " the person who associated CC0\n", " with this work has waived all copyright and related or neighboring\n", " rights to this work.\n", "

" ] } ], "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": "3.4.3+" } }, "nbformat": 4, "nbformat_minor": 0 }