{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"nbsphinx": "hidden"
},
"source": [
"# Characterization of Discrete Systems in the Spectral Domain\n",
"\n",
"*This Jupyter notebook is part of a [collection of notebooks](../index.ipynb) in the bachelors module Signals and Systems, Communications Engineering, Universität Rostock. Please direct questions and suggestions to [Sascha.Spors@uni-rostock.de](mailto:Sascha.Spors@uni-rostock.de).*"
]
},
{
"cell_type": "markdown",
"metadata": {
"execute": "never"
},
"source": [
"## Measurement of an Electroacoustic Transfer Function\n",
"\n",
"The propagation of sound from a loudspeaker placed at one position in a room to a microphone placed at another position can be interpreted as system. The system can be regarded as linear time-invariant (LTI) system under the assumption that the [sound pressure level](https://en.wikipedia.org/wiki/Sound_pressure#Sound_pressure_level) is kept reasonably low (e.g. $L_p < 100$ dB, **pay attention to your ears**) and neither the loudspeaker nor the microphone are 'overdriven'. Consequently, its impulse response $h(t)$ characterizes the propagation of sound between theses two positions. Room impulse responses (RIRs) have a wide range of applications in acoustics, e.g. for the characterization of electroacoustic equipment, room acoustics or auralization. Therefore their measurement and modeling by discrete systems has found a lot of attention in digital signal processing.\n",
"Similarly, electromagnetic wave radiation between a transmitter and a receiver could be modeled as a linear transmission channel.\n",
"\n",
"The following example demonstrates how an electroacoustic transfer function can be measured and [modeled by an finite impulse response (FIR) system](transfer_function.ipynb#Modeling-a-Continuous-System-by-a-Discrete-System) using the soundcard of a computer. The module [`sounddevice`](http://python-sounddevice.readthedocs.org/) provides access to the soundcard via [`portaudio`](http://www.portaudio.com/). The basic procedure involves the following three steps\n",
"\n",
"1. generation of the measurement signal $x[k]$,\n",
"2. playback of measurement signal $x(t)$ and synchronous recording of system response $y(t)$ (digitalization to $y[k]$), and\n",
"3. computation of transfer function $H[\\mu]$ and impulse response $h[k]$."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.signal as signal\n",
"import sounddevice as sd\n",
"%matplotlib inline\n",
"\n",
"fs = 44100 # sampling rate\n",
"T = 10 # length of measurement signal in s\n",
"Tr = 2 # length of system impulse response in s\n",
"\n",
"t = np.linspace(0, T, T*fs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generation of the Measurement Signal\n",
"\n",
"The measurement signal has to fulfill $H[\\mu] \\neq 0$, as outlined [before](transfer_function.ipynb#Modeling-a-Continuous-System-by-a-Discrete-System). A Dirac impulse $x[k] = \\delta[k]$ cannot be used for electroacoustic equipment due to its high [Crest factor](https://en.wikipedia.org/wiki/Crest_factor). Chirp signals show a variety of favourable properties for the measurement of electroacoustic systems, e.g. a low Crest factor and a magnitude spectrum which can be freely adjusted, for example to the background noise.\n",
"\n",
"A sampled linear chirp signal is used as measurement signal\n",
"\n",
"\\begin{equation}\n",
"x[k] = A \\sin \\left( \\frac{\\omega_\\text{stop} - \\omega_\\text{start}}{2 T} \\cdot (k T)^2 + \\omega_\\text{start} \\cdot k T \\right)\n",
"\\end{equation}\n",
"\n",
"where $\\omega_\\text{start}$ and $\\omega_\\text{stop}$ denotes its start and end frequency, respectively and $T$ the sampling period. The measurement signal $x[k]$ is generated and normalized"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"x = signal.chirp(t, 20, T, 20000, 'linear', phi=90)\n",
"x = 0.9 * x / np.max(np.abs(x))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"and its magnitude spectrum $|H[\\mu]|$ plotted for illustration"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[0, 22050.0, 0, 55]"
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},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
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\n",
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