{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Wavelettransformation zur Rauschreduktion in Audiosignalen\n",
"\n",
"Dieser Beleg ist eine Zusammenarbeit von Johannes Müller und Willy Müller. Er wurde für die Hochschule Anhalt, Fachbereich 6 bearbeitet und erstellt. Für den erfolgreichen Abschluss des Moduls Signaltheorie sollte ein tangierendes Thema für einen Beleg ausgesucht werden, welches die Kenntnisse der Studierenden in den gelehrten Themen reflektiert.\n",
"\n",
"## Einleitung und Motivation\n",
"\n",
"Wir haben uns daher gefragt: Inwiefern kann die Wavelettransformation als Mittel zur Reduktion von Hintergrundgeräuschen in Audiosignalen verwendet werden? In der Zeitdomäne ist das sogennante *Ducking* eine häufig verwendete Methode und in der Frequenzdomäne wird oft das Spektrum des Störsignals von dem des Eingangssignals abgezogen. Mit Wavelets könnte eine Kombination dieser Effekte erreicht werden.\n",
"\n",
"Um diese Hypothese zu überprüfen, müssen zuerst die Rahmenbedingungen gesetzt werden.\n",
"\n",
"## Analyse der Problemstellung\n",
"\n",
"Es soll ein System erstellt werden, dass ein zeitdiskretes Eingangssignal $x(t)$ entgegennimmt und ein Signal $y(t)$ ausgibt. Die Amplitude der Signale ist über das Interval $$-1 \\leq x \\leq 1; -1 \\leq y \\leq 1$$ begrenzt. Die Diskretisierung in der Zeitachse ist auf die übliche Rate von $\\mathsf{sr} = 22050 \\ \\mathrm{Hz}$ festgelegt, so dass Audiofrequenzen bis ca. $10 \\ \\mathrm{kHz}$ abgebildet werden können. Die Dauer des Eingangssignals ist in folgeden Tests auf $T = 5 \\ \\mathrm{s}$ festgelegt, wobei das System dieses Signal in noch kleineren zeitlichen Abschnitten bearbeiten wird und somit auch ein zeitlich unbeschränktes Signal verarbeiten kann.\n",
"\n",
"Das Eingangssignal $x(t)$ setzt sich hier beispielsweise aus dem Nutzsignal $source(t)$ und dem weißen Rauschen $r(t)$ zusammen, wobei das Rauschen nur zu bestimmten Segmenten des Nutzsignals addiert wird.\n",
"Zusätzlich zum Eingangssignal $x(t)$ steht dem System das Referenzsample $r(t)$ zur Verfügung, welches zur Bestimmung des Pegels des Störsignals herangezogen werden kann."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Erzeugung des Störsignals\n",
"\n",
"import numpy\n",
"sr = 22050 # sample rate\n",
"T = 5.0 # seconds\n",
"t = numpy.linspace(0, T, int(T*sr), endpoint=False) # time variable\n",
"r = numpy.random.normal(loc=0, scale=1e-2, size=int(T*sr)) # white noise\n",
"\n",
"from IPython.display import Audio\n",
"import librosa\n",
"import librosa.display\n",
"Audio(r, rate=sr)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Erzeugung des Eingangssignals\n",
"\n",
"# Quelle: https://ccrma.stanford.edu/workshops/mir2014/audio/\n",
"source, _ = librosa.load('audio/T39-piano.wav', sr=sr, duration=T)\n",
"x = source + r * (numpy.cos(t*2) < 0)\n",
"Audio(x, rate=sr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Zeitliche Unterteilung\n",
"\n",
"Das Eingangssignal wird nun in kleinere überlappende Abschnitte unterteilt, welche anschließend zur Rauschminderung weiterverarbeitet werden. Die Länge der Abschnitte so gewählt, dass für die minimalste Frequenz des Signals mindestens eine volle Sinuskurve im Abschnitt enthalten ist. Sie darf aber auch nicht zu lang sein, denn in der Echtzeitverarbeitung müssten alle enthaltenen Werte gepuffert werden, was zusätzliche Latenz herbeibringt. Schließlich sollte sie eine volle Zweierpotenz betragen, um die Abschnitte in optimierten Algorithmen, wie folgend FFT- oder Waveletalgorithmen, effizient verarbeitet zu können. Die Länge der Abschnitte ist hier auf 2048 Sample festgelegt, was einem Zeitinterval von $$\\frac{\\mathsf{win\\_size}}{\\mathsf{sr}} = \\frac{2048}{22500} = 91.02\\ \\mathbf{ms}$$ entspricht und somit alle Kriterien ausreichend erfüllt."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"win_size = 2048\n",
"stride = win_size >> 1\n",
"\n",
"window = numpy.hanning(win_size)\n",
"\n",
"def signal_to_frames(signal):\n",
" frames = librosa.util.frame(signal, frame_length=win_size, hop_length=stride)\n",
" return numpy.swapaxes(frames, 0, 1)\n",
"\n",
"def frames_to_signal(frames):\n",
" count = len(frames) * stride + win_size\n",
" ret = numpy.ndarray(count)\n",
" ret.fill(0)\n",
" offset = 0\n",
" for frame in frames:\n",
" ret[offset:offset+len(frame)] += frame * window\n",
" offset += stride\n",
" return ret[:int(sr*T)]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Die Abschitte überlappen sich zu 50%. Die nachfolgende Grafik zeigt, wie die überlappenden Abschnitte mit Hilfe der Hanning-Fensterfunktion rekombiniert werden."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"frames = signal_to_frames(numpy.ones(stride*8))\n",
"plt.figure(figsize=(14, 5))\n",
"plt.xlabel(\"Zeit in s\")\n",
"plt.ylabel(\"Amplitude\")\n",
"for i, frame in enumerate(frames):\n",
" plt.plot(t[i*stride:i*stride+win_size], frame * window, '--')\n",
"plt.plot(t[0:stride*9], frames_to_signal(frames));\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Methoden der Rauschkategorisierung\n",
"\n",
"Die Amplitude des Rauschens im Eingangssignal ist im betrachteten Zeitraum nicht konstant. Jedoch ist die Energie des Rauschens im gesamten Frequenzspektrum des Signals verteilt und kann damit von dem Nutzsignal unterschieden werden. Wenn der Grenzwert zwischen Störsignal und Nutzsignal bekannt ist, dann kommen unabhängig von der Domäne zwei Arten von Grenzwertfunktionen in Betracht:\n",
"- Ein harter Filter $f1$, bei dem alle Werte unter einem Grenzwert auf Null gesetzt werden, und\n",
"- Ein weicher Filter $f2$, bei dem der Bereich außerhalb des Grenzwertes in Richtung Null skaliert wird.\n",
"\n",
"Diese Filter sind folgend für Werte $arr$ mit dem Grenzwert $g$ mit $0 < g <= max(arr)$ definiert:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"\n",
"# Harter Filter\n",
"def f1(arr, g):\n",
" return (abs(arr) >= g) * arr\n",
"\n",
"# Weicher Filter\n",
"def f2(arr, g, maximum=1):\n",
" return numpy.sign(arr) * numpy.clip(abs(arr) - g, 0, maximum - g) * (1 / (maximum-g))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Wahl des Waveletalgorithmus\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['bior1.1', 'bior1.3', 'bior1.5', 'bior2.2', 'bior2.4', 'bior2.6', 'bior2.8', 'bior3.1', 'bior3.3', 'bior3.5', 'bior3.7', 'bior3.9', 'bior4.4', 'bior5.5', 'bior6.8', 'coif1', 'coif2', 'coif3', 'coif4', 'coif5', 'coif6', 'coif7', 'coif8', 'coif9', 'coif10', 'coif11', 'coif12', 'coif13', 'coif14', 'coif15', 'coif16', 'coif17', 'db1', 'db2', 'db3', 'db4', 'db5', 'db6', 'db7', 'db8', 'db9', 'db10', 'db11', 'db12', 'db13', 'db14', 'db15', 'db16', 'db17', 'db18', 'db19', 'db20', 'db21', 'db22', 'db23', 'db24', 'db25', 'db26', 'db27', 'db28', 'db29', 'db30', 'db31', 'db32', 'db33', 'db34', 'db35', 'db36', 'db37', 'db38', 'dmey', 'haar', 'rbio1.1', 'rbio1.3', 'rbio1.5', 'rbio2.2', 'rbio2.4', 'rbio2.6', 'rbio2.8', 'rbio3.1', 'rbio3.3', 'rbio3.5', 'rbio3.7', 'rbio3.9', 'rbio4.4', 'rbio5.5', 'rbio6.8', 'sym2', 'sym3', 'sym4', 'sym5', 'sym6', 'sym7', 'sym8', 'sym9', 'sym10', 'sym11', 'sym12', 'sym13', 'sym14', 'sym15', 'sym16', 'sym17', 'sym18', 'sym19', 'sym20']\n"
]
},
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import pywt\n",
"\n",
"print(pywt.wavelist(kind='discrete'))\n",
"algo = pywt.Wavelet('coif2')\n",
"r_frames = signal_to_frames(r)\n",
"x_frames = signal_to_frames(x)\n",
"\n",
"def frames_to_coeffs(frames):\n",
" maxlevel = pywt.dwt_max_level(win_size, algo)\n",
" return pywt.wavedec(frames, algo, level=maxlevel)\n",
"\n",
"def coeffs_to_frames(coeffs):\n",
" return pywt.waverec(coeffs, algo)\n",
"\n",
"x_coeffs = frames_to_coeffs(x_frames)\n",
"r_coeffs = frames_to_coeffs(r_frames)\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"for i, coeff in enumerate(r_coeffs):\n",
" r_coeffs[i] = numpy.max(numpy.abs(r_coeffs[i]), axis=0)\n",
" plt.plot(r_coeffs[i])\n",
"\n",
"for i, coeff in enumerate(x_coeffs):\n",
" x_coeffs[i] = f2(coeff, r_coeffs[i])\n",
" \n",
"y_frames = coeffs_to_frames(x_coeffs)\n",
"\n",
"y = frames_to_signal(y_frames)\n",
"plt.figure(figsize=(14, 5))\n",
"librosa.display.waveshow(x, sr=sr)\n",
"librosa.display.waveshow(y, sr=sr)\n",
"Audio(y, rate=sr)\n"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"yt = f2(x, 0.1)\n",
"Audio(yt, rate=sr)\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"librosa.display.waveshow(x, sr=sr)\n",
"\n",
"librosa.display.waveshow(yt, sr=sr)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X = librosa.stft(x, n_fft=2**11)\n",
"Y = f2(abs(X), 0.9, numpy.max(abs(X))) * numpy.exp(1j * numpy.angle(X))\n",
"\n",
"y = librosa.istft(Y)\n",
"y = y * max(x) / max(y)\n",
"\n",
"\n",
"Xdb = librosa.amplitude_to_db(abs(X))\n",
"Ydb = librosa.amplitude_to_db(abs(Y))\n",
"\n",
"plt.figure(figsize=(14, 5))\n",
"librosa.display.specshow(Xdb, sr=sr, x_axis='time', y_axis='hz')\n",
"plt.figure(figsize=(14, 5))\n",
"\n",
"librosa.display.specshow(Ydb, sr=sr, x_axis='time', y_axis='hz');"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5))\n",
"librosa.display.waveshow(x, sr=sr)\n",
"librosa.display.waveshow(y, sr=sr);"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
" \n",
" Your browser does not support the audio element.\n",
" \n",
" "
],
"text/plain": [
""
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Audio(y, rate=sr)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}