{ "metadata": { "name": "", "signature": "sha256:4a926654c288102073f4ddbfaebb7b2aafca46b9f8b8361ad9b4dbf3788862b7" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "from __future__ import division\n", "from deltasigma import *\n", "import warnings\n", "warnings.filterwarnings('ignore')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "np.set_printoptions(suppress=True, precision=3)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "order = 8\n", "osr = 32\n", "nlev = 2\n", "f0 = 0.125\n", "Hinf = 1.5\n", "form = 'CRFB'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "ntf = synthesizeNTF(order, osr, 2, Hinf, f0) # Optimized zero placement\n", "print \"Synthesized a %d-order NTF, with roots:\\n\" % order\n", "print \" Zeros:\\t\\t\\t Poles:\"\n", "for z, p in zip(ntf[0], ntf[1]):\n", " print \"(%f, %fj)\\t(%f, %fj)\" % (np.real(z), np.imag(z), np.real(p), np.imag(p))\n", "print \"\"" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Synthesized a 8-order NTF, with roots:\n", "\n", " Zeros:\t\t\t Poles:\n", "(0.677171, -0.735825j)\t(0.574412, -0.755247j)\n", "(0.677171, 0.735825j)\t(0.574412, 0.755247j)\n", "(0.707107, -0.707107j)\t(0.576806, -0.657630j)\n", "(0.707107, 0.707107j)\t(0.576806, 0.657630j)\n", "(0.707107, -0.707107j)\t(0.637688, -0.578575j)\n", "(0.707107, 0.707107j)\t(0.637688, 0.578575j)\n", "(0.735825, -0.677171j)\t(0.751098, -0.551585j)\n", "(0.735825, 0.677171j)\t(0.751098, 0.551585j)\n", "\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "plotPZ(ntf, showlist=True)\n", "a, g, b, c = realizeNTF(ntf, form)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WrFhBixcvJiKioqIievLkidz1+vfvT7GxsURElJqaSq1ataJHjx5RQUEB9e3bl/bu3SvU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\np7zk5wPffQdMmMAGPFy5AkyezNNRHP2Hp6d0mMJ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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "b = np.hstack(( # Use a single feed-in for the input\n", " np.atleast_1d(b[0]),\n", " np.zeros((b.shape[0] - 1, ))\n", " ))\n", "ABCD = stuffABCD(a, g, b, c, form)\n", "print \"ABCD Matrix:\"\n", "print ABCD" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "ABCD Matrix:\n", "[[ 1. -0.528 0. 0. 0. 0. 0. 0. 0.001 -0.001]\n", " [ 1. 0.472 0. 0. 0. 0. 0. 0. 0.001 0.001]\n", " [ 0. 1. 1. -0.586 0. 0. 0. 0. 0. 0.008]\n", " [ 0. 1. 1. 0.414 0. 0. 0. 0. 0. 0.028]\n", " [ 0. 0. 0. 1. 1. -0.586 0. 0. 0. 0.126]\n", " [ 0. 0. 0. 1. 1. 0.414 0. 0. 0. 0.048]\n", " [ 0. 0. 0. 0. 0. 1. 1. -0.646 0. -0.018]\n", " [ 0. 0. 0. 0. 0. 1. 1. 0.354 0. -0.574]\n", " [ 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. ]]\n" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "DocumentNTF(ABCD, osr, f0)\n", "f = gcf()\n", "f.set_size_inches((15, 6))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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skcbbqmpJWVU7v3x8gDffBGJjpaT68GGgfn1gwgSpjVplVbXyMjaWFxmTks8v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\nh1wI7zEjI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6OrXY3buBprlIbquooMhuD7mXUGizUeVw+MwaqZV3ZwgEbHckH+qfIvqYOL3i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OKSc8XNK34dhHxmQChEdUNQ1ICUNLwJYex9ThkyqBHyKFnW1HFdlfs+0gBm7rsmXCw5rqBb7XLf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\nulNeDuVSVkTZH+0gdEo7PVdSVLl3qO5ROm1auxYYOnqgSqo7V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Io9rROX0WYhPKsTV8o+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\nRGD//v2YNm0apkyZ0u1zNm7ciIULF8JkMiE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fEhER9QTXxBER0Q2n/Uhab8vKykJFRQU+\n+uijPjsnERH5N47EERERERERaQjXxBEREREREWkIizgiIiIiIiINYRFHRERERESkISziiIiIiIiI\nNIRFHBERERERkYb8f/iiLChg+rRUAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "snr, amp = simulateSNR(ntf, osr, None, f0, nlev)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(15,8))\n", "if nlev == 2 and f0 == 0.:\n", " snr_pred, amp_pred, k0, k1, se = predictSNR(ntf, osr)\n", " plot(amp_pred, snr_pred, '-', label='predicted')\n", " hold(True)\n", "plot(amp, snr,'o-.g', label='simulated')\n", "xlabel('Input Level (dBFS)')\n", "ylabel('SQNR (dB)')\n", "peak_snr, peak_amp = peakSNR(snr, amp)\n", "msg = 'peak SQNR = %4.1fdB \\n@ amp = %4.1fdB ' % (peak_snr, peak_amp)\n", "text(peak_amp-10,peak_snr,msg, horizontalalignment='right', verticalalignment='center');\n", "msg = 'OSR = %d ' % osr\n", "text(-2, 5, msg, horizontalalignment='right');\n", "hold(False)\n", "figureMagic([-100, 0], 10, None, [0, 80], 10, None, [12, 6], 'Time-Domain Simulations')\n", "legend(loc=2);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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qtQkuACQoEhD5Q2S5jVGpUiVkZWXh77//Rk5ODlxdXdGoUSON7Q6ffPIJqlatCn9/f9jY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\nREREJrBRJiIiIiIygY0yEREREZEJ/wfetDFJs7a2mQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ " # Dynamic range scaling\n", "print 'Doing dynamic range scaling... ',\n", "ABCD0 = ABCD.copy()\n", "ABCD, umax, S = scaleABCD(ABCD0, nlev, f0)\n", "#a, g, b, c = mapABCD(ABCD,form);\n", "print 'Done.'\n", "print \"Maximum input magnitude: %.3f\" % umax" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Doing dynamic range scaling... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Done.\n", "Maximum input magnitude: 0.867\n" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Verifying dynamic range scaling... ',\n", "u = np.linspace(0, 0.95*umax, 30)\n", "N = 1e4\n", "N0 = 50\n", "test_tone = np.cos(2*np.pi*f0*np.arange(N))\n", "test_tone[:N0] = test_tone[:N0]*(0.5 - 0.5*np.cos(2*np.pi/N0*np.arange(N0)))\n", "maxima = np.zeros((order, u.shape[0]))\n", "for i in np.arange(u.shape[0]):\n", " ui = u[i]\n", " v, xn, xmax, y = simulateDSM(ui*test_tone, ABCD, nlev)\n", " maxima[:, i] = xmax[:, 0]\n", " if (xmax > 1e2).any(): \n", " print 'Warning, umax from scaleABCD was too high.'\n", " umax = ui\n", " u = u[:i]\n", " maxima = maxima[:, :i]\n", " break\n", "print 'Done.'\n", "print \"Maximum DC input level: %.3f\" % umax" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Verifying dynamic range scaling... " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Done.\n", "Maximum DC input level: 0.867\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "colors = get_cmap('jet')(np.linspace(0, 1.0, order))\n", "hold(True)\n", "for i in range(order):\n", " plot(u, maxima[i,:], 'o-', color=colors[i], label='State %d' % (i+1))\n", "grid(True)\n", "figureMagic([0, umax], None, None, [0, 1] , 0.1, 2, [12, 6], 'State Maxima')\n", "xlabel('DC input')\n", "ylabel('Maxima')\n", "legend(loc='best');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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lLdz/Lwxe2kzgv27Y8/b1M/oeu5QKA3ZpGdxyGg2sXqFJyfamXfdfYrhDMEfp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a+bZ2vusJYjoSHY059hnp8hQEftegXGcdhN8uYJaaFXqf+eK3r/XmX5O/M5FnqM0DowftV+f2qP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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "a, g, b, c = mapABCD(ABCD, form)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "adc = {\n", " 'order':order,\n", " 'osr':osr,\n", " 'nlev':nlev,\n", " 'f0':f0,\n", " 'ntf':ntf,\n", " 'ABCD':ABCD,\n", " 'umax':umax,\n", " 'peak_snr':peak_snr,\n", " 'form':form,\n", " 'coefficients':{\n", " 'a':a,\n", " 'g':g,\n", " 'b':b,\n", " 'c':c\n", " }\n", " }" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Final ADC coefficients:\"\n", "print \" %s\\n %s\" % ('a', adc['coefficients']['a'])\n", "print \" %s\\n %s\" % ('g', adc['coefficients']['g'])\n", "print \" %s\\n %s\" % ('b', adc['coefficients']['b'])\n", "print \" %s\\n %s\" % ('c', adc['coefficients']['c'])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Final ADC coefficients:\n", " a\n", " [ 0.084 -0.106 -0.061 -0.124 -0.239 0.092 0.007 0.158]\n", " g\n", " [ 0.71 0.746 0.946 0.892]\n", " b\n", " [ 0.084 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " c\n", " [ 0.744 0.148 0.785 0.31 0.619 0.332 0.724 3.532]\n" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### System version information" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#%install_ext http://raw.github.com/jrjohansson/version_information/master/version_information.py\n", "%load_ext version_information\n", "%reload_ext version_information\n", "\n", "%version_information numpy, scipy, matplotlib, deltasigma" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
SoftwareVersion
Python2.7.5+ (default, Sep 17 2013, 17:31:54) [GCC 4.8.1]
IPython2.0.0
OSposix [linux2]
numpy1.8.0
scipy0.13.0
matplotlib1.3.1
deltasigma0.1-2
Sat May 03 11:17:28 2014 CEST
" ], "json": [ "{\"Software versions\": [{\"version\": \"2.7.5+ (default, Sep 17 2013, 17:31:54) [GCC 4.8.1]\", \"module\": \"Python\"}, {\"version\": \"2.0.0\", \"module\": \"IPython\"}, {\"version\": \"posix [linux2]\", \"module\": \"OS\"}, {\"version\": \"1.8.0\", \"module\": \"numpy\"}, {\"version\": \"0.13.0\", \"module\": \"scipy\"}, {\"version\": \"1.3.1\", \"module\": \"matplotlib\"}, {\"version\": \"0.1-2\", \"module\": \"deltasigma\"}]}" ], "latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 2.7.5+ (default, Sep 17 2013, 17:31:54) [GCC 4.8.1] \\\\ \\hline\n", "IPython & 2.0.0 \\\\ \\hline\n", "OS & posix [linux2] \\\\ \\hline\n", "numpy & 1.8.0 \\\\ \\hline\n", "scipy & 0.13.0 \\\\ \\hline\n", "matplotlib & 1.3.1 \\\\ \\hline\n", "deltasigma & 0.1-2 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Sat May 03 11:17:28 2014 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "Software versions\n", "Python 2.7.5+ (default, Sep 17 2013, 17:31:54) [GCC 4.8.1]\n", "IPython 2.0.0\n", "OS posix [linux2]\n", "numpy 1.8.0\n", "scipy 0.13.0\n", "matplotlib 1.3.1\n", "deltasigma 0.1-2\n", "Sat May 03 11:17:28 2014 CEST" ] } ], "prompt_number": 18 } ], "metadata": {} } ] }