{ "cells": [ { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Source Separation with Sparsity\n", "===============================\n", "\n", "*Important:* Please read the [installation page](http://gpeyre.github.io/numerical-tours/installation_python/) for details about how to install the toolboxes.\n", "$\\newcommand{\\dotp}[2]{\\langle #1, #2 \\rangle}$\n", "$\\newcommand{\\enscond}[2]{\\lbrace #1, #2 \\rbrace}$\n", "$\\newcommand{\\pd}[2]{ \\frac{ \\partial #1}{\\partial #2} }$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\umax}[1]{\\underset{#1}{\\max}\\;}$\n", "$\\newcommand{\\umin}[1]{\\underset{#1}{\\min}\\;}$\n", "$\\newcommand{\\uargmin}[1]{\\underset{#1}{argmin}\\;}$\n", "$\\newcommand{\\norm}[1]{\\|#1\\|}$\n", "$\\newcommand{\\abs}[1]{\\left|#1\\right|}$\n", "$\\newcommand{\\choice}[1]{ \\left\\{ \\begin{array}{l} #1 \\end{array} \\right. }$\n", "$\\newcommand{\\pa}[1]{\\left(#1\\right)}$\n", "$\\newcommand{\\diag}[1]{{diag}\\left( #1 \\right)}$\n", "$\\newcommand{\\qandq}{\\quad\\text{and}\\quad}$\n", "$\\newcommand{\\qwhereq}{\\quad\\text{where}\\quad}$\n", "$\\newcommand{\\qifq}{ \\quad \\text{if} \\quad }$\n", "$\\newcommand{\\qarrq}{ \\quad \\Longrightarrow \\quad }$\n", "$\\newcommand{\\ZZ}{\\mathbb{Z}}$\n", "$\\newcommand{\\CC}{\\mathbb{C}}$\n", "$\\newcommand{\\RR}{\\mathbb{R}}$\n", "$\\newcommand{\\EE}{\\mathbb{E}}$\n", "$\\newcommand{\\Zz}{\\mathcal{Z}}$\n", "$\\newcommand{\\Ww}{\\mathcal{W}}$\n", "$\\newcommand{\\Vv}{\\mathcal{V}}$\n", "$\\newcommand{\\Nn}{\\mathcal{N}}$\n", "$\\newcommand{\\NN}{\\mathcal{N}}$\n", "$\\newcommand{\\Hh}{\\mathcal{H}}$\n", "$\\newcommand{\\Bb}{\\mathcal{B}}$\n", "$\\newcommand{\\Ee}{\\mathcal{E}}$\n", "$\\newcommand{\\Cc}{\\mathcal{C}}$\n", "$\\newcommand{\\Gg}{\\mathcal{G}}$\n", "$\\newcommand{\\Ss}{\\mathcal{S}}$\n", "$\\newcommand{\\Pp}{\\mathcal{P}}$\n", "$\\newcommand{\\Ff}{\\mathcal{F}}$\n", "$\\newcommand{\\Xx}{\\mathcal{X}}$\n", "$\\newcommand{\\Mm}{\\mathcal{M}}$\n", "$\\newcommand{\\Ii}{\\mathcal{I}}$\n", "$\\newcommand{\\Dd}{\\mathcal{D}}$\n", "$\\newcommand{\\Ll}{\\mathcal{L}}$\n", "$\\newcommand{\\Tt}{\\mathcal{T}}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\al}{\\alpha}$\n", "$\\newcommand{\\la}{\\lambda}$\n", "$\\newcommand{\\ga}{\\gamma}$\n", "$\\newcommand{\\Ga}{\\Gamma}$\n", "$\\newcommand{\\La}{\\Lambda}$\n", "$\\newcommand{\\si}{\\sigma}$\n", "$\\newcommand{\\Si}{\\Sigma}$\n", "$\\newcommand{\\be}{\\beta}$\n", "$\\newcommand{\\de}{\\delta}$\n", "$\\newcommand{\\De}{\\Delta}$\n", "$\\newcommand{\\phi}{\\varphi}$\n", "$\\newcommand{\\th}{\\theta}$\n", "$\\newcommand{\\om}{\\omega}$\n", "$\\newcommand{\\Om}{\\Omega}$" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "This numerical tour explore local Fourier analysis of sounds, and its\n", "application to source separation from stereo measurements." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "using PyPlot\n", "using NtToolBox\n", "# using Autoreload\n", "using WAV\n", "# reload(\"NtToolBox\")" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Sound Mixing\n", "------------\n", "We load 3 sounds and simulate a stero recording by performing a linear\n", "blending of the sounds.\n", "\n", "Sound loading." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [], "source": [ "n = 1024*16\n", "s = 3 #number of sounds\n", "p = 2 #number of micros\n", "\n", "x = zeros(n,3)\n", "x[:,1] = load_sound(\"NtToolbox/src/data/bird.wav\",n)\n", "x[:,2] = load_sound(\"NtToolbox/src/data/female.wav\",n)\n", "x[:,3] = load_sound(\"NtToolbox/src/data/male.wav\",n);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Normalize the energy of the signals." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true, "deletable": true, "editable": true, "scrolled": true }, "outputs": [], "source": [ "x = x./repeat(std(x,1), outer=(n,1));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We mix the sound using a $2\\mathrm{x}3$ transformation matrix.\n", "Here the direction are well-spaced, but you can try with more complicated\n", "mixing matrices.\n", "\n", "Compute the mixing matrix" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "theta = Array(linspace(0, pi, s + 1)); theta = theta[1:3]\n", "theta[1] = 0.2\n", "M = vcat(cos(theta)', sin(theta)');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the mixed sources." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "y = x*M';" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display of the sounds and their mix." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10,10))\n", "\n", "for i in 1:s\n", " subplot(s, 1, i)\n", " plot(x[:, i])\n", " xlim(0,n)\n", " title(\"Source #$i\")\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display of the micro output." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10,7))\n", " \n", "for i in 1:p\n", " subplot(p, 1, i)\n", " plot(y[:, i])\n", " xlim(0,n)\n", " title(\"Micro #$i\")\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Local Fourier analysis of sound.\n", "--------------------------------\n", "In order to perform the separation, one performs a local Fourier analysis\n", "of the sound. The hope is that the sources will be well-separated over\n", "the Fourier domain because the sources are sparse after a STFT.\n", "\n", "\n", "\n", "\n", "First set up parameters for the STFT." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true, "deletable": true, "editable": true, "scrolled": true }, "outputs": [], "source": [ "w = 128 #size of the window\n", "q = Base.div(w,4); #overlap of the window" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the STFT of the sources." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = complex(zeros(w,4*w+1,s))\n", "Y = complex(zeros(w,4*w+1,p))\n", "\n", "for i in 1:s\n", " X[:,:,i] = perform_stft(x[:,i],w,q,n)\n", " figure(figsize = (15,10))\n", " plot_spectrogram(X[:,:,i],\"Source #$i\")\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 1__\n", "\n", "Compute the STFT of the micros, and store them into a matrix |Y|." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#run -i nt_solutions/audio_2_separation/exo1\n", "include(\"NtSolutions/audio_2_separation/exo1.jl\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Estimation of Mixing Direction by Clustering\n", "--------------------------------------------\n", "Since the sources are quite sparse over the Fourier plane, the directions\n", "are well estimated by looking as the direction emerging from a point\n", "clouds of the transformed coefficients.\n", "\n", "\n", "First we compute the position of the point cloud." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "mf = size(Y)[1]\n", "mt = size(Y)[2]\n", "P = reshape(Y, (mt*mf,p))\n", "P = vcat(real(P), imag(P));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Then we keep only the 5% points with largest energy.\n", "\n", "\n", "Display some points in the original (spacial) domain.\n", "\n", "Number of displayed points." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "npts = 6000;" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display the original points." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sel = randperm(n)\n", "\n", "sel = sel[1:npts]\n", "\n", "figure(figsize = (7,5))\n", "plot(y[sel,1], y[sel,2], \".\", ms = 3)\n", "xlim(-5,5)\n", "ylim(-5,5)\n", "title(\"Time domain\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 2__\n", "\n", "Display some points of $P$ in the transformed (time/frequency) domain." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/audio_2_separation/exo2.jl\");" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We compute the angle associated to each point over the transformed\n", "domain. The histogram shows the main direction of mixing." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "nrow = size(P)[1]\n", "Theta = zeros(nrow)\n", "for i in 1:nrow\n", " Theta[i] = mod(atan2(P[i,2],P[i,1]),pi)\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Display histogram." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjkAAAGgCAYAAABIanZ7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X9MVXee//EXYLjQ6kWNDshwW3BYa8eOMKDeYbZOdZf2piG7q5k2SLqjobUbnWoKN12FnanYNBPsrK01iproOFhnN8JsR/8oLi69FTeu17gj3nTsaKMrrj/KBW0WrqKBBs73D7/eeuuFcq8/gM99PpKTlM99f875nNOP3Bfnx71xlmVZAgAAMEz8cA8AAADgQSDkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRxgz3AB6m/v5+ffHFFxo3bpzi4uKGezgAAGAILMvStWvXlJ6ervj4oZ+fiamQ88UXX8jhcAz3MAAAQBQuXryojIyMIdfHVMgZN26cpFsHyW63D/NoAADAUAQCATkcjuD7+FDFVMi5fYnKbrcTcgAAGGUivdWEG48BAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjDRmuAdgssyKhrvazq8rGoaRAAAQeziTAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADBSVCGnpqZGmZmZSkpKktPp1LFjxwatb25uVl5enmw2m7Kzs1VbWxvy+h/+8AfNmjVL48eP16OPPqrc3Fzt3r07pGbt2rWKi4sLWaZPnx7N8AEAQAyIOOTU1dXJ7XarqqpKLS0tysnJkcvlUkdHR9j61tZWFRUVaf78+fL5fCorK9PSpUt14MCBYM3EiRP1i1/8Ql6vV59++qlKS0tVWloaUiNJM2bMUFtbW3A5fPhwpMMHAAAxIs6yLCuSDk6nU7Nnz9bmzZslSf39/XI4HFq5cqUqKiruql+9erUaGhp08uTJYNuiRYvU2dmpxsbGAbeTl5enoqIivf3225JuncnZt2+ffD5fJMMNEQgElJKSoq6uLtnt9qjXM1SZFQ13tZ1fV/TAtwsAgEmiff+O6ExOb2+vjh8/rsLCwq9XEB+vwsJCeb3esH28Xm9IvSS5XK4B6y3Lksfj0eeff66f/OQnIa+dOXNG6enpmjp1ql566SVduHBh0PH29PQoEAiELAAAIDZEFHKuXr2qvr4+paamhrSnpqbK7/eH7eP3+8PWBwIB3bx5M9jW1dWlsWPHKjExUUVFRdq0aZOeffbZ4OtOp1O1tbVqbGzU1q1b1draqrlz5+ratWsDjre6ulopKSnBxeFwRLK7AABgFBsz3AO4bdy4cfL5fLp+/bo8Ho/cbremTp2qefPmSZKef/75YO3MmTPldDr1+OOPq76+Xq+88krYdVZWVsrtdgd/DgQCBB0AAGJERCFn0qRJSkhIUHt7e0h7e3u70tLSwvZJS0sLW2+325WcnBxsi4+PV3Z2tiQpNzdXp06dUnV1dTDkfNP48eM1bdo0nT17dsDx2mw22Wy2oewaAAAwTESXqxITE5Wfny+PxxNs6+/vl8fjUUFBQdg+BQUFIfWS1NTUNGD9nevt6ekZ8PXr16/r7NmzmjJlSgR7AAAAYkXEj5C73W5t375du3bt0qlTp7R8+XJ1d3ertLRU0q1LRIsXLw7WL1u2TOfOndOqVat0+vRpbdmyRfX19SovLw/WVFdXq6mpSefOndOpU6f07rvvavfu3fr7v//7YM0bb7yhQ4cO6fz58zpy5IgWLlyoMWPGqKSk5F72HwAAGCrie3KKi4t15coVrVmzRn6/X7m5uWpsbAzeXNzW1hby1FNWVpYaGhpUXl6ujRs3KiMjQzt27JDL5QrWdHd36+c//7kuXbqk5ORkTZ8+Xb/73e9UXFwcrLl06ZJKSkr05ZdfavLkyXr66ad19OhRTZ48+V72HwAAGCriz8kZzficHAAARp+H8jk5AAAAowUhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjRRVyampqlJmZqaSkJDmdTh07dmzQ+ubmZuXl5clmsyk7O1u1tbUhr//hD3/QrFmzNH78eD366KPKzc3V7t2773m7AAAgdkUccurq6uR2u1VVVaWWlhbl5OTI5XKpo6MjbH1ra6uKioo0f/58+Xw+lZWVaenSpTpw4ECwZuLEifrFL34hr9erTz/9VKWlpSotLQ2piXS7AAAgtsVZlmVF0sHpdGr27NnavHmzJKm/v18Oh0MrV65URUXFXfWrV69WQ0ODTp48GWxbtGiROjs71djYOOB28vLyVFRUpLfffjuq7YYTCASUkpKirq4u2e32Ie9ztDIrGu5qO7+u6IFvFwAAk0T7/h3RmZze3l4dP35chYWFX68gPl6FhYXyer1h+3i93pB6SXK5XAPWW5Ylj8ejzz//XD/5yU+i3q4k9fT0KBAIhCwAACA2RBRyrl69qr6+PqWmpoa0p6amyu/3h+3j9/vD1gcCAd28eTPY1tXVpbFjxyoxMVFFRUXatGmTnn322ai3K0nV1dVKSUkJLg6HI5LdBQAAo9iIebpq3Lhx8vl8+u///m/96le/ktvtVnNz8z2ts7KyUl1dXcHl4sWL92ewAABgxBsTSfGkSZOUkJCg9vb2kPb29nalpaWF7ZOWlha23m63Kzk5OdgWHx+v7OxsSVJubq5OnTql6upqzZs3L6rtSpLNZpPNZotkFwEAgCEiOpOTmJio/Px8eTyeYFt/f788Ho8KCgrC9ikoKAipl6SmpqYB6+9cb09PT9TbBQAAsS2iMzmS5Ha7tWTJEs2aNUtz5szR+++/r+7ubpWWlkq6dYno8uXL+uCDDyRJy5Yt0+bNm7Vq1Sq9/PLL+uSTT1RfX6+Ghq+fPKqurtasWbP0ve99Tz09Pdq/f792796trVu3Dnm7AAAAd4o45BQXF+vKlStas2aN/H6/cnNz1djYGLwpuK2tTRcuXAjWZ2VlqaGhQeXl5dq4caMyMjK0Y8cOuVyuYE13d7d+/vOf69KlS0pOTtb06dP1u9/9TsXFxUPeLgAAwJ0i/pyc0YzPyQEAYPR5KJ+TAwAAMFoQcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjDRmuAdgisyKhuEeAgAAuANncgAAgJEIOQAAwEhcrgKAGBXuMvv5dUXDMBLgweBMDgAAMFJUIaempkaZmZlKSkqS0+nUsWPHBq1vbm5WXl6ebDabsrOzVVtbG/L69u3bNXfuXE2YMEETJkxQYWHhXetcu3at4uLiQpbp06dHM3wAABADIg45dXV1crvdqqqqUktLi3JycuRyudTR0RG2vrW1VUVFRZo/f758Pp/Kysq0dOlSHThwIFjT3NyskpISHTx4UF6vVw6HQ88995wuX74csq4ZM2aora0tuBw+fDjS4QMAgBgR8T057733nl599VWVlpZKkrZt26aGhgbt3LlTFRUVd9Vv27ZNWVlZevfddyVJTz75pA4fPqwNGzbI5XJJkv7lX/4lpM+OHTv04YcfyuPxaPHixV8PdswYpaWlRTpkAAAQgyI6k9Pb26vjx4+rsLDw6xXEx6uwsFBerzdsH6/XG1IvSS6Xa8B6Sbpx44a++uorTZw4MaT9zJkzSk9P19SpU/XSSy/pwoULg463p6dHgUAgZAEAALEhopBz9epV9fX1KTU1NaQ9NTVVfr8/bB+/3x+2PhAI6ObNm2H7rF69Wunp6SHhyOl0qra2Vo2Njdq6dataW1s1d+5cXbt2bcDxVldXKyUlJbg4HI6h7ioAABjlRtzTVevWrdOePXu0d+9eJSUlBduff/55vfjii5o5c6ZcLpf279+vzs5O1dfXD7iuyspKdXV1BZeLFy8+jF0AAAAjQET35EyaNEkJCQlqb28PaW9vbx/wXpm0tLSw9Xa7XcnJySHt69ev17p16/Txxx9r5syZg45l/PjxmjZtms6ePTtgjc1mk81mG3Q9AADATBGdyUlMTFR+fr48Hk+wrb+/Xx6PRwUFBWH7FBQUhNRLUlNT0131v/71r/X222+rsbFRs2bN+taxXL9+XWfPntWUKVMi2QUAABAjIr5c5Xa7tX37du3atUunTp3S8uXL1d3dHXzaqrKyMuSJqGXLluncuXNatWqVTp8+rS1btqi+vl7l5eXBmnfeeUdvvvmmdu7cqczMTPn9fvn9fl2/fj1Y88Ybb+jQoUM6f/68jhw5ooULF2rMmDEqKSm5l/0HAACGivgR8uLiYl25ckVr1qyR3+9Xbm6uGhsbgzcXt7W1hTz1lJWVpYaGBpWXl2vjxo3KyMjQjh07go+PS9LWrVvV29urF154IWRbVVVVWrt2rSTp0qVLKikp0ZdffqnJkyfr6aef1tGjRzV58uRo9hsAABguzrIsa7gH8bAEAgGlpKSoq6tLdrv9vq473HfAhMP3wgAYKfjuKowW0b5/j7inqwAAAO4HvoX8IeMvJwAAHg7O5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYaM9wDAGJNZkXDXW3n1xUNw0gAwGycyQEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCSeropCuKdjAADAyMKZHAAAYCRCDgAAMBIhBwAAGImQAwAAjBRVyKmpqVFmZqaSkpLkdDp17NixQeubm5uVl5cnm82m7Oxs1dbWhry+fft2zZ07VxMmTNCECRNUWFgYdp2RbhcAAMSuiENOXV2d3G63qqqq1NLSopycHLlcLnV0dIStb21tVVFRkebPny+fz6eysjItXbpUBw4cCNY0NzerpKREBw8elNfrlcPh0HPPPafLly9HvV0AABDb4izLsiLp4HQ6NXv2bG3evFmS1N/fL4fDoZUrV6qiouKu+tWrV6uhoUEnT54Mti1atEidnZ1qbGwMu42+vj5NmDBBmzdv1uLFi6PariT19PSop6cn+HMgEJDD4VBXV5fsdnskux3ifj9Czpczxha+oBMjBXMRo0UgEFBKSkrE798RfU5Ob2+vjh8/rsrKymBbfHy8CgsL5fV6w/bxer0qLCwMaXO5XCorKxtwOzdu3NBXX32liRMnRr1dSaqurtZbb701pH0DABB8YJaILlddvXpVfX19Sk1NDWlPTU2V3+8P28fv94etDwQCunnzZtg+q1evVnp6ejAcRbNdSaqsrFRXV1dwuXjx4rfuIwAAMMOI+8TjdevWac+ePWpublZSUtI9rctms8lms92nkQEAgNEkopAzadIkJSQkqL29PaS9vb1daWlpYfukpaWFrbfb7UpOTg5pX79+vdatW6ePP/5YM2fOvKftAgCA2BbR5arExETl5+fL4/EE2/r7++XxeFRQUBC2T0FBQUi9JDU1Nd1V/+tf/1pvv/22GhsbNWvWrHveLgAAiG0RP0Ludru1fft27dq1S6dOndLy5cvV3d2t0tJSSbfug7n9RJQkLVu2TOfOndOqVat0+vRpbdmyRfX19SovLw/WvPPOO3rzzTe1c+dOZWZmyu/3y+/36/r160PeLgAAwJ0ivienuLhYV65c0Zo1a+T3+5Wbm6vGxsbgTcFtbW26cOFCsD4rK0sNDQ0qLy/Xxo0blZGRoR07dsjlcgVrtm7dqt7eXr3wwgsh26qqqtLatWuHtF0AAIA7Rfw5OaNZtM/ZfxOfk4N7wSO6GCmG+ruM+YnhFu37N99dBQAAjETIAQAARiLkAAAAI424DwOMRdyjAQDA/ceZHAAAYCRCDgAAMBIhBwAAGImQAwAAjBSTIeepqgPDPQQAAPCA8XQVAMSI+/1p7cBIF5NncgAAgPkIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkfjE4xEq3CeTnl9XNAwjAQBgdOJMDgAAMBIhBwAAGInLVd+CL7QDAGB04kwOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACNFFXJqamqUmZmppKQkOZ1OHTt2bND65uZm5eXlyWazKTs7W7W1tSGvf/bZZ/rpT3+qzMxMxcXF6f33379rHWvXrlVcXFzIMn369GiGDwAAYkDEIaeurk5ut1tVVVVqaWlRTk6OXC6XOjo6wta3traqqKhI8+fPl8/nU1lZmZYuXaoDBw4Ea27cuKGpU6dq3bp1SktLG3DbM2bMUFtbW3A5fPhwpMMHAAAxYkykHd577z29+uqrKi0tlSRt27ZNDQ0N2rlzpyoqKu6q37Ztm7KysvTuu+9Kkp588kkdPnxYGzZskMvlkiTNnj1bs2fPlqSw6wgOdsyYQUMQAADAbRGFnN7eXh0/flyVlZXBtvj4eBUWFsrr9Ybt4/V6VVhYGNLmcrlUVlYW8WDPnDmj9PR0JSUlqaCgQNXV1XrssccGrO/p6VFPT0/w50AgEPE2gXuRWdEw3EMAgJgVUci5evWq+vr6lJqaGtKempqq06dPh+3j9/vD1gcCAd28eVPJyclD2rbT6VRtba2eeOIJtbW16a233tLcuXN18uRJjRs3Lmyf6upqvfXWW0Nav8QbEgAAJhk1T1c9//zzevHFFzVz5ky5XC7t379fnZ2dqq+vH7BPZWWlurq6gsvFixcf4ogBAMBwiuhMzqRJk5SQkKD29vaQ9vb29gHvlUlLSwtbb7fbh3wWJ5zx48dr2rRpOnv27IA1NptNNpst6m2MNOHONJ1fVzQMIwEAYOSLKOQkJiYqPz9fHo9HCxYskCT19/fL4/FoxYoVYfsUFBRo//79IW1NTU0qKCiIcsi3XL9+XWfPntXPfvaze1oPAGBw/IGF0Sriy1Vut1vbt2/Xrl27dOrUKS1fvlzd3d3Bp60qKyu1ePHiYP2yZct07tw5rVq1SqdPn9aWLVtUX1+v8vLyYE1vb698Pp98Pp96e3t1+fJl+Xy+kLM0b7zxhg4dOqTz58/ryJEjWrhwocaMGaOSkpJ72X8AAGCoiB8hLy4u1pUrV7RmzRr5/X7l5uaqsbExeHNxW1ubLly4EKzPyspSQ0ODysvLtXHjRmVkZGjHjh3Bx8cl6YsvvtAPf/jD4M/r16/X+vXr9cwzz6i5uVmSdOnSJZWUlOjLL7/U5MmT9fTTT+vo0aOaPHlytPsOAAAMFnHIkaQVK1YMeHnqm59mLEnz5s3TiRMnBlxfZmamLMsadJt79uyJaIwAACC2jZqnqwAAACJByAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGCmqDwMEcH/x3UC438LNKSDWcCYHAAAYiTM5oxxnAAAACI8zOQAAwEiEHAAAYCRCDgAAMBIhBwAAGIkbjwEAEeOhB4wGnMkBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGCkmH26ii+vAwDAbJzJAQAARiLkAAAAIxFyAACAkWL2nhwAMAX3GALhEXIMxMetDw/eaABgZCHkACMUYRUA7g335AAAACMRcgAAgJEIOQAAwEiEHAAAYCRuPAaiwJNUADDycSYHAAAYiTM5AID7go89wEhDyAGAUYRLpcDQEXJiBH9hAQBiTVT35NTU1CgzM1NJSUlyOp06duzYoPXNzc3Ky8uTzWZTdna2amtrQ17/7LPP9NOf/lSZmZmKi4vT+++/f1+2CwAAYlfEIaeurk5ut1tVVVVqaWlRTk6OXC6XOjo6wta3traqqKhI8+fPl8/nU1lZmZYuXaoDBw4Ea27cuKGpU6dq3bp1SktLuy/bBQAAsS3ikPPee+/p1VdfVWlpqb7//e9r27ZteuSRR7Rz586w9du2bVNWVpbeffddPfnkk1qxYoVeeOEFbdiwIVgze/Zs/fM//7MWLVokm812X7YrST09PQoEAiELAACIDRGFnN7eXh0/flyFhYVfryA+XoWFhfJ6vWH7eL3ekHpJcrlcA9bfr+1KUnV1tVJSUoKLw+EY8jYBAMDoFtGNx1evXlVfX59SU1ND2lNTU3X69Omwffx+f9j6QCCgmzdvKjk5+YFsV5IqKyvldruDPwcCAYLOHbgZefTh/xkADJ3RT1fZbLYBL38hvG++ifIGCgB4GB7EH3ERXa6aNGmSEhIS1N7eHtLe3t4+4A3DaWlpYevtdvuQzuJEu10AABDbIjqTk5iYqPz8fHk8Hi1YsECS1N/fL4/HoxUrVoTtU1BQoP3794e0NTU1qaCg4IFuFwBGOz74D7g3EV+ucrvdWrJkiWbNmqU5c+bo/fffV3d3t0pLSyXdug/m8uXL+uCDDyRJy5Yt0+bNm7Vq1Sq9/PLL+uSTT1RfX6+Ghq//8fb29urPf/5z8L8vX74sn8+nsWPHKjs7e0jbBR4U3mgAYHSKOOQUFxfrypUrWrNmjfx+v3Jzc9XY2Bi8KbitrU0XLlwI1mdlZamhoUHl5eXauHGjMjIytGPHDrlcrmDNF198oR/+8IfBn9evX6/169frmWeeUXNz85C2CwAYebhZHsMpqhuPV6xYMeBlom9+mrEkzZs3TydOnBhwfZmZmbIs6562CwAAcKeovtYBAABgpDP6EXIgFnA5AADCI+QAd+AmYwwX5h5w/xFyAAAPFWcf8bBCPffkAAAAI3EmB4PiLy4AwGhFyEHECD4AgNGAy1UAAMBIhBwAAGAkLlchZvHILgCYjZADABh23OtnruH8g5KQg5jAWZvwvnlceFMBYBJCDoxDoOGvYgCQCDl4gHijHVkIfwBiDSEHw44wBAB4EAg5GNU4O4GRjjkaPf4Awr0i5OC+eBi/yHmzAICRYzT8Tibk4KEaDf8oYhl/OWOkY44iEoQcjEiEIYxGzFtgZOFrHQAAgJE4kwNgUFweADBaEXIA4A5DveRE0ANGPkIOgJjAGSkg9hByADwwJgcLbjIe2Uyee0PFd9MRcgBEYbjeQHjjQjgEzvvLpH9nhBwAD9VI+gXKmyNiyUj6t/ewEHIA3BcEBgAjDSEHAAAMarT+EUPIATDsYvE0OkYG5p7ZCDkAjDNa/+oEHjbT/60QcgCMSEP95Wv6L2ncP6bMFc4+DR0hBwCAKDyMsEHYvzeEHAAA7jCSwgvuDd9CDgAAjMSZHAAAvgWXjUYnzuQAAAAjRRVyampqlJmZqaSkJDmdTh07dmzQ+ubmZuXl5clmsyk7O1u1tbV31fz+97/X9OnTlZSUpB/84Afav39/yOtr165VXFxcyDJ9+vRohg8AAGJAxCGnrq5ObrdbVVVVamlpUU5Ojlwulzo6OsLWt7a2qqioSPPnz5fP51NZWZmWLl2qAwcOBGuOHDmikpISvfLKKzpx4oQWLFigBQsW6OTJkyHrmjFjhtra2oLL4cOHIx0+AACIEXGWZVmRdHA6nZo9e7Y2b94sServ75fD4dDKlStVUVFxV/3q1avV0NAQElgWLVqkzs5ONTY2SpKKi4vV3d2tjz76KFjzox/9SLm5udq2bZukW2dy9u3bJ5/PF/le/n+BQEApKSlylNUr3vZI1OsBAAAP3u2n2m6/f3d1dclutw+5f0Rncnp7e3X8+HEVFhZ+vYL4eBUWFsrr9Ybt4/V6Q+olyeVyhdQPpUaSzpw5o/T0dE2dOlUvvfSSLly4MOh4e3p6FAgEQhYAABAbIgo5V69eVV9fn1JTU0PaU1NT5ff7w/bx+/1h6wOBgG7evDlozZ3rdDqdqq2tVWNjo7Zu3arW1lbNnTtX165dG3C81dXVSklJCS4OhyOS3QUAAKPYqHm66vnnn9eLL76omTNnyuVyaf/+/ers7FR9ff2AfSorK9XV1RVcLl68+BBHDAAAhlNEn5MzadIkJSQkqL29PaS9vb1daWlpYfukpaWFrbfb7UpOTh60ZqB1StL48eM1bdo0nT17dsAam80mm8026D4BAAAzRXQmJzExUfn5+fJ4PMG2/v5+eTweFRQUhO1TUFAQUi9JTU1NIfVDqfmm69ev6+zZs5oyZUokuwAAAGJExJer3G63tm/frl27dunUqVNavny5uru7VVpaKunWJaLFixcH65ctW6Zz585p1apVOn36tLZs2aL6+nqVl5cHa15//XU1Njbq3Xff1enTp7V27Vr98Y9/1IoVK4I1b7zxhg4dOqTz58/ryJEjWrhwocaMGaOSkpJ72X8AAGCoiL/Wobi4WFeuXNGaNWvk9/uVm5urxsbG4I3DbW1tIU89ZWVlqaGhQeXl5dq4caMyMjK0Y8cOuVyuYM2Pf/xj/eu//qt++ctf6p/+6Z/0F3/xF9q3b5+eeuqpYM2lS5dUUlKiL7/8UpMnT9bTTz8K58mWAAAKG0lEQVSto0ePavLkyfey/wAAwFARf07OaMbn5AAAMHo81M/JAQAAGC0IOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABGIuQAAAAjEXIAAICRCDkAAMBIhBwAAGAkQg4AADASIQcAABiJkAMAAIxEyAEAAEYi5AAAACMRcgAAgJEIOQAAwEiEHAAAYCRCDgAAMBIhBwAAGImQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYKaqQU1NTo8zMTCUlJcnpdOrYsWOD1jc3NysvL082m03Z2dmqra29q+b3v/+9pk+frqSkJP3gBz/Q/v3773m7AAAgdkUccurq6uR2u1VVVaWWlhbl5OTI5XKpo6MjbH1ra6uKioo0f/58+Xw+lZWVaenSpTpw4ECw5siRIyopKdErr7yiEydOaMGCBVqwYIFOnjwZ9XYBAEBsi7Msy4qkg9Pp1OzZs7V582ZJUn9/vxwOh1auXKmKioq76levXq2GhoaQwLJo0SJ1dnaqsbFRklRcXKzu7m599NFHwZof/ehHys3N1bZt26LariT19PSop6cn+HNXV5cee+wxfXd5reJtj0Sy2wAA4CE7+ZZLkhQIBORwONTZ2amUlJShr8CKQE9Pj5WQkGDt3bs3pH3x4sXW3/7t34btM3fuXOv1118Padu5c6dlt9uDPzscDmvDhg0hNWvWrLFmzpwZ9XYty7KqqqosSSwsLCwsLCwGLBcvXvz2sHKHMYrA1atX1dfXp9TU1JD21NRUnT59Omwfv98ftj4QCOjmzZtKTk4esMbv90e9XUmqrKyU2+0O/tzZ2anHH39cFy5ciCwJIpiiL168KLvdPtzDGTU4btHj2EWPYxc9jl30HuSxsyxL165dU3p6ekT9Igo5o43NZpPNZrurPSUlhckbJbvdzrGLAsctehy76HHsosexi96DOnbRnJyI6MbjSZMmKSEhQe3t7SHt7e3tSktLC9snLS0tbL3dbldycvKgNbfXGc12AQBAbIso5CQmJio/P18ejyfY1t/fL4/Ho4KCgrB9CgoKQuolqampKaT+22qi2S4AAIhtCWvXrl0bSQe73a4333xTDodDNptNb775pnw+n37zm99o7Nixqqys1AcffKCFCxdKkrKzs/WrX/1KXV1dcjgcqq+v1/r167Vp0yZlZ2dLkr773e/ql7/8pR599FFNnDhRmzdvVl1dnX7zm9/oO9/5zpC2O+QdTkjQvHnzNGaM0VfqHgiOXXQ4btHj2EWPYxc9jl30Rtyxi+g25f9v06ZN1mOPPWYlJiZac+bMsY4ePRp8bcmSJdYzzzwTUn/w4EErNzfXSkxMtKZOnWr99re/vWud9fX11rRp06zExERrxowZVkNDQ0TbBQAAuFPEn5MDAAAwGvDdVQAAwEiEHAAAYCRCDgAAMBIhBwAAGMmokFNTU6PMzEwlJSXJ6XTq2LFjg9Y3NzcrLy9PNptN2dnZqq2tfTgDHYEiOXbNzc2Ki4u7a7n9NRyx5D//8z/1N3/zN0pPT1dcXJz27dv3rX2Yd7dEeuyYd7dUV1dr9uzZGjdunL7zne9owYIF+vzzz7+1H/MuumPHvLtl69atmjlzZvDTjAsKCvTv//7vg/YZCXPOmJBTV1cnt9utqqoqtbS0KCcnRy6XSx0dHWHrW1tbVVRUpPnz58vn86msrExLly7VgQMHHvLIh1+kx+62zz//XG1tbcHl9mcaxZLu7m7l5OSopqZmSPXMu69Feuxui/V5d+jQIb322ms6evSompqa9NVXX+m5555Td3f3gH2Yd7dEc+xui/V5l5GRoXXr1un48eP64x//qL/6q7/S3/3d3+mzzz4LWz9i5txwP8N+v8yZM8d67bXXgj/39fVZ6enpVnV1ddj6VatWWTNmzAhpKy4utlwu1wMd50gU6bE7ePCgJcn6v//7v4c1xFFBkrV3795Ba5h34Q3l2DHvwuvo6LAkWYcOHRqwhnkX3lCOHfNuYBMmTLB27NgR9rWRMueMOJPT29ur48ePq7CwMNgWHx+vwsJCeb3esH28Xm9IvSS5XK4B600VzbG7LTc3V1OmTNGzzz6r//qv/3rQQzUC8+7eMe9CdXV1SZImTpw4YA3zLryhHLvbmHdf6+vr0549e9Td3T3gVyuNlDlnRMi5evWq+vr6lJqaGtKempo64HVTv98ftj4QCOjmzZsPbKwjTTTHbsqUKdq2bZs+/PBDffjhh3I4HJo3b55aWloexpBHNeZd9Jh3d+vv71dZWZn+8i//Uk899dSAdcy7uw312DHvvvanP/1JY8eOlc1m07Jly7R37159//vfD1s7UubcCPlyCYwmTzzxhJ544ongzz/+8Y/1P//zP9qwYYN27949jCODyZh3d3vttdd08uRJHT58eLiHMuoM9dgx7772xBNPyOfzqaurS//2b/+mJUuW6NChQwMGnZHAiDM5kyZNUkJCgtrb20Pa29vblZaWFrZPWlpa2Hq73a7k5OQHNtaRJppjF86cOXN09uzZ+z084zDv7q9YnncrVqzQRx99pIMHDyojI2PQWuZdqEiOXTixOu8SExOVnZ2t/Px8VVdXKycnRxs3bgxbO1LmnBEhJzExUfn5+fJ4PMG2/v5+eTyeAa8XFhQUhNRLUlNT04D1porm2IXj8/k0ZcqUBzFEozDv7q9YnHeWZWnFihXau3evPvnkE2VlZX1rH+bdLdEcu3Bicd6F09/fr56enrCvjZg591Bvc36A9uzZY9lsNqu2ttb685//bP3DP/yDNX78eMvv91uWZVkVFRXWz372s2D9uXPnrEceecT6x3/8R+vUqVNWTU2NlZCQYDU2Ng7XLgybSI/dhg0brH379llnzpyx/vSnP1mvv/66FR8fb3388cfDtQvD5tq1a9aJEyesEydOWJKs9957zzpx4oT1v//7v5ZlMe8GE+mxY97dsnz5cislJcVqbm622tragsuNGzeCNcy78KI5dsy7WyoqKqxDhw5Zra2t1qeffmpVVFRYcXFx1n/8x38EXx+Jc86YkGNZlrVp0ybrsccesxITE605c+ZYR48eDb62ZMkS65lnngmpP3jwoJWbm2slJiZaU6dOtX77298+3AGPIJEcu3feecf63ve+ZyUlJVkTJ0605s2bZ33yySfDMOrhd/vx0m8uS5YssSyLeTeYSI8d8+6WcMdMUsg8Yt6FF82xY97d8vLLL1uPP/64lZiYaE2ePNn667/+62DAsayRO+fiLMuyHt55IwAAgIfDiHtyAAAAvomQAwAAjETIAQAARiLkAAAAIxFyAACAkQg5AADASIQcAABgJEIOAAAwEiEHAAAYiZADAACMRMgBAABG+n8Dss5jtiaO3gAAAABJRU5ErkJggg==", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nbins = 100\n", "h,t = plt[:hist](Theta,nbins)\n", "h=h/sum(h)\n", "clf()\n", "bar(t[1:end-1], h, width = pi/nbins)\n", "xlim(0,pi);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 3__\n", "\n", "The histogram computed from the whole set of points are not peacked\n", "enough. To stabilize the detection of mixing direction, compute an\n", "histogram from a reduced set of point that have the largest amplitude.\n", "Compute the energy of each point. Extract only a small sub-set." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "include(\"NtSolutions/audio_2_separation/exo3.jl\");" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "__Exercise 4__\n", "\n", "Detect the direction $M_1$ approximating the true direction $M$ by\n", "looking at the local maxima of the histogram. First detect the set of\n", "local maxima, and then keep only the three largest. Sort in descending order." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--- M ---\n", "[0.980067 0.1 -0.1; 0.198669 0.866025 0.866025]\n", "--- M1 ---\n", "[0.982243 0.509136 -0.494987; 0.187615 0.860686 0.8689]\n" ] } ], "source": [ "include(\"NtSolutions/audio_2_separation/exo4.jl\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "## Insert your code here." ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Separation of the Sources using Clustering\n", "------------------------------------------\n", "Once the mixing direction are known, one can project the sources on the\n", "direction.\n", "\n", "\n", "We compute the projection of the coefficients Y on each estimated\n", "direction." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "A = reshape(Y, (mt*mf,p));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "Compute the projection of the coefficients on the directions." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "C = abs(M1'*A');" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "At each point $x$, the index $I(x)$ is the direction which creates the\n", "largest projection.\n", "\n", "$I$ is the index of the closest source." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "tmp, I = compute_max(C,1)\n", "I = reshape(I, (mf,mt));" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "An additional denoising is achieved by removing small coefficients." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "T = .05\n", "D = sqrt(sum(abs(Y).^2, 3))[:,:,1]\n", "I = I.*(D .> T);" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "We can display the segmentation of the time frequency plane." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (15,10))\n", "imageplot(I[1:Base.div(mf,2),:])\n", "imshow(I[1:Base.div(mf,2),:], cmap = get_cmap(\"jet\"), interpolation = \"nearest\");" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The recovered coefficients are obtained by projection." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "Proj = M1'*A'\n", "Xr = complex(zeros(w,4*w+1,s))\n", "for i in 1:s\n", " Xr[:,:,i] = reshape(Proj[i,:], (mf,mt)).*(I .== i)\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "The estimated signals are obtained by inverting the STFT." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "xr = zeros(n,s)\n", "for i in 1:s\n", " xr[:,i] = perform_stft(Xr[:,:,i], w, q, n)\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can display the recovered signals." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "deletable": true, "editable": true }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure(figsize = (10,10))\n", "\n", "for i in 1:s\n", " subplot(s,1,i)\n", " plot(xr[:,i])\n", " xlim(0,n)\n", " title(\"Estimated source #$i\")\n", "end" ] }, { "cell_type": "markdown", "metadata": { "deletable": true, "editable": true }, "source": [ "One can listen to the recovered sources." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "i = 1\n", "WAV.wavplay(x[:,i], 15000) # Supported back-ends : AudioQueue (MacOSX) and Pulse Audio (Linux, libpulse-simple). \n", "#There is not a native backend for Windows yet." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true, "deletable": true, "editable": true }, "outputs": [], "source": [ "WAV.wavplay(xr[:,i], 15000)" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Julia 0.5.0", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.0" } }, "nbformat": 4, "nbformat_minor": 1 }