{ "metadata": { "name": "", "signature": "sha256:685418fcdf853ef11c64ddac7a0d839a235261743e032102325bdf8e7e652ffd" }, "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 *" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "NTF synthesis - demo #2\n", "=======================\n", "\n", "Demonstration of the **`simulateDSM`** function, as in the **MATLAB Delta Sigma Toolbox**, employing its Python port **`deltasigma`**.\n", "\n", " * In the first section, the **Noise Transfer Function** (NTF) is synthesized for a **5th-order**, **low-pass** modulator and \n", " for a **8th-order band-pass** modulator. \n", " * In each case, the modulator is **simulated** - with `simulateDSM` - and its output plotted in terms of **time response**\n", " and **spectrum**.\n", " * The **Signal to Noise Ratio** (SNR) is evaluated from the spectrum through `calculateSNR`.\n", " * The **SNR** for different amplitudes is **predicted** through `predictSNR`, **simulated** with `simulateSNR` and \n", " the **peak values are extracted** with `peakSNR`.\n", "\n", " * In the second section we move on to the synthesis and simulation of a **7th-order low-pass multi-bit modulator**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5th-order low-pass modulator\n", "----------------------------\n", "\n", "General parameters and synthesis:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "OSR = 32\n", "order = 5\n", "H = synthesizeNTF(order, OSR, 1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time-domain simulation with `simulateDSM`\n", "\n", "A test sine wave is employed for the time simulation, having amplitude $A = .5$ (equiv. -6 dBFS) and a frequency equal to $f_{test} = 2/3 f_B$." ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(20, 4))\n", "N = 8192\n", "fB = int(np.ceil(N/(2.*OSR)))\n", "ftest = np.floor(2./3.*fB)\n", "u = 0.5*np.sin(2*np.pi*ftest/N*np.arange(N))\n", "v, xn, xmax, y = simulateDSM(u, H)\n", "t = np.arange(301)\n", "step(t, u[t],'r')\n", "hold(True)\n", "step(t, v[t], 'g')\n", "axis([0, 300, -1.2, 1.2])\n", "xlabel('Sample Number')\n", "ylabel('u, v')\n", "title('Modulator Input & Output');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJcAAAEVCAYAAABdSQScAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAACA3fD/A5SpU23ULKPPAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Output spectrum and extraction of the SNR with `calculateSNR`\n", "\n", "From the above time simulation, the spectrum is computed - through direct FFT of the Hann-windowed time waveform. \n", "\n", "The obtained spectrum (*blue*) is compared with the expected performances that can be computed evaluating the modulator transfer function in the frequency domain (*magenta*)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "f = np.linspace(0, 0.5, N/2. + 1)\n", "spec = np.fft.fft(v * ds_hann(N))/(N/4)\n", "plot(f, dbv(spec[:N/2. + 1]),'b', label='Simulation')\n", "figureMagic([0, 0.5], 0.05, None, [-120, 0], 20, None, (16, 6), 'Output Spectrum')\n", "xlabel('Normalized Frequency')\n", "ylabel('dBFS')\n", "snr = calculateSNR(spec[2:fB+1], ftest - 2)\n", "text(0.05, -10, 'SNR = %4.1fdB @ OSR = %d' % (snr, OSR), verticalalignment='center')\n", "NBW = 1.5/N\n", "Sqq = 4*evalTF(H, np.exp(2j*np.pi*f)) ** 2/3.\n", "hold(True)\n", "plot(f, dbp(Sqq * NBW), 'm', linewidth=2, label='Expected PSD')\n", "text(0.49, -90, 'NBW = %4.1E x $f_s$' % NBW, horizontalalignment='right')\n", "legend(loc=4);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAGICAYAAAB8/twWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIiIiIiIiIiIiIiIiIiIiIvXZ/wcMvJRkcTVoVQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SNR vs input amplitude: prediction, simulation and peak extraction\n", "\n", "Being the example modulator a binary (single-bit) structure, we can predict the SNR curve using *the describing function method of Ardalan and Paulos*. This is done with the function `predictSNR`.\n", "\n", "Next, we check the agreement between the approximate - but very quick - method above and actual results obtained with extended time simulations of the modulator. This operation is performed by `simulateSNR`.\n", "\n", "Lastly, we interpolate the simulation results close to the SNR peak, with `peakSNR`, to get an approximate value for peak SNR that can be ideally expected by the syntesized modulator structure and its corresponding amplitude value." ] }, { "cell_type": "code", "collapsed": false, "input": [ "snr_pred, amp_pred, _, _, _ = predictSNR(H, OSR)\n", "snr, amp = simulateSNR(H, OSR)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/usr/lib/python2.7/dist-packages/scipy/signal/filter_design.py:338: BadCoefficients: Badly conditioned filter coefficients (numerator): the results may be meaningless\n", " \"results may be meaningless\", BadCoefficients)\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(amp_pred, snr_pred, '-', amp, snr, 'og-.')\n", "figureMagic([-100, 0], 10, None, [0, 100], 10, None, (16, 6),'SQNR')\n", "xlabel('Input Level (dBFS)')\n", "ylabel('SQNR (dB)')\n", "pk_snr, pk_amp = peakSNR(snr, amp)\n", "text(-25, 85, 'peak SNR = %4.1fdB\\n@ OSR = %d\\n' % (pk_snr, OSR), horizontalalignment='right');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA6cAAAGICAYAAAC9eZa6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJEmSJEmSJEmSJEmKz/8Hs6QKw4UzHB8AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bandpass Modulator" ] }, { "cell_type": "code", "collapsed": false, "input": [ "f0 = 1./8\n", "OSR = 64\n", "order = 8\n", "H = synthesizeNTF(order, OSR, 1, 1.5, f0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Time-domain simulation with `simulateDSM`\n", "\n", "A test sine wave is employed for the time simulation, having amplitude $A = .5$ (equiv. -6 dBFS) and a frequency offset from $f_0$ equal to $\\Delta f_{test} = 1/3 f_B$." ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(20, 4))\n", "fB = int(np.ceil(N/(2. * OSR)))\n", "ftest = int(np.round(f0*N + 1./3 * fB))\n", "u = 0.5*np.sin(2*np.pi*ftest/N*np.arange(N))\n", "v, xn, xmax, y = simulateDSM(u, H)\n", "t = np.arange(301)\n", "step(t, u[t], 'r')\n", "hold(True)\n", "step(t, v[t], 'g')\n", "axis([0, 300, -1.2, 1.2])\n", "xlabel('Sample Number')\n", "ylabel('u, v')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABJcAAAEICAYAAADiARXZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAAAAAAAAAAAAAAAAAAAwD/8fzt6p2VtxBbwAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Output spectrum and extraction of the SNR with `calculateSNR`\n", "\n", "As in the case before, from the above time simulation, the spectrum is computed - through direct FFT of the Hann-windowed time waveform. \n", "\n", "The obtained spectrum (*blue*) is compared with the expected performances that can be computed evaluating the modulator transfer function in the frequency domain (*magenta*)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "spec = np.fft.fft(v*ds_hann(N))/(N/4)\n", "plot(np.linspace(0, 0.5, N/2. + 1), dbv(spec[:N / 2 + 1]), label='Simulation')\n", "figureMagic([0, 0.5], 0.05, None, [-140, 0], 20, None, (16, 6), 'Output Spectrum')\n", "f1 = int(np.round((f0 - 0.25/OSR) * N))\n", "f2 = int(np.round((f0 + 0.25/OSR) * N))\n", "snr = calculateSNR(spec[f1:f2+1], ftest - f1)\n", "text(0.15, -10, 'SNR = %4.1f dB @ OSR=%d)' % (snr, OSR), verticalalignment='center')\n", "grid(True)\n", "xlabel('Normalized Frequency')\n", "ylabel('dBFS/NBW')\n", "NBW = 1.5/N\n", "Sqq = 4*evalTF(H, np.exp(2j*np.pi*f))**2/3.\n", "hold(True)\n", "plot(f, dbp(Sqq*NBW), 'm', linewidth=2, label='Expected PSD')\n", "text(0.475, -90, 'NBW=%4.1E x $f_s$' % NBW, horizontalalignment='right', verticalalignment='center')\n", "legend(loc=4);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA7IAAAGICAYAAAB8/twWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERERERERERERERE/+3/tkzdmnZzT1AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### SNR vs input amplitude: prediction, simulation and peak extraction\n", "\n", "*In the following, the same comments as in the preceeding sections apply, adapted for band-pass frequency charactersistics.*" ] }, { "cell_type": "code", "collapsed": false, "input": [ "snr_pred, amp_pred, _, _, _ = predictSNR(H, OSR, None, f0)\n", "snr, amp = simulateSNR(H, OSR, None, f0)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(amp_pred, snr_pred, '-b', amp, snr, 'og-.')\n", "figureMagic([-110, 0], 10, None, [0, 110], 10, None, (16, 6), 'SQNR')\n", "xlabel('Input Level (dBFS)')\n", "ylabel('SQNR (dB)')\n", "pk_snr, pk_amp = peakSNR(snr, amp)\n", "text(-20, 95, 'peak SNR = %4.1fdB\\n@ OSR = %d\\n' % (pk_snr, OSR), horizontalalignment='right');" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA6wAAAGICAYAAABFmW1NAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 7th-order low-pass multi-bit modulator" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(16, 20))\n", "colors = ('m', 'b')\n", "Hinf_list = [2, 8]\n", "i = -1\n", "for col, Hinf in zip(colors, Hinf_list):\n", " i += 2\n", " OSR = 8\n", " M = 16\n", " H = synthesizeNTF(7, OSR, 1, Hinf)\n", " N = 8192\n", " fB = int(np.ceil(N/(2.*OSR)))\n", " ftest = int(np.floor(2./7*fB))\n", " u = 0.5*M*np.sin(2*np.pi*ftest/N*np.arange(N))\n", " v, xn, xmax, y = simulateDSM(u, H, M + 1)\n", " \n", " subplot(int('42' + str(i)))\n", " t = np.arange(101)\n", " step(t, u[t], 'g')\n", " hold(True)\n", " step(t, v[t], col)\n", " figureMagic([0, 100], 10, None, [-M, M], 2, None, None,'Input & Output')\n", " xlabel('Sample Number')\n", " ylabel('u, v')\n", " \n", " subplot(222)\n", " snr, amp = simulateSNR(H, OSR, None, 0., M + 1)\n", " plot(amp, snr,'o' + col, amp, snr, '--' + col)\n", " hold(True)\n", " figureMagic([-120, 0], 10, None, [0, 120], 10, None, None,'SQNR')\n", " xlabel('Input Level (dBFS)')\n", " ylabel('SNR (dB)')\n", " pk_snr, pk_amp = peakSNR(snr, amp)\n", " text(-13, pk_snr, 'peak SNR = %4.1fdB\\n@ OSR = %d\\n' % (pk_snr, OSR), horizontalalignment='right', color=col)\n", " \n", " subplot(212)\n", " f = np.linspace(0, 0.5, N/2. + 1)\n", " spec = np.fft.fft(v*ds_hann(N))/(M*N/4)\n", " plot(f, dbv(spec[:N/2 + 1]), col)\n", " snr = calculateSNR(spec[2:fB + 1], ftest - 2)\n", " text(0.1, 10*(i - 4), 'SNR = %4.1fdB @ OSR=%d' % (snr, OSR), verticalalignment='center', color=col)\n", " figureMagic([0, 0.5], 0.05, None, [-160, 0], 20, None, None,'Output Spectrum')\n", " xlabel('Normalized Frequency')\n", " ylabel('dBFS')\n", " \n", " NBW = 1.5/N\n", " Sqq = 4*evalTF(H, np.exp(2j*np.pi*f))**2/(3.*M**2)\n", " hold(True)\n", " plot(f, dbp(Sqq*NBW), 'c', linewidth=2)\n", " if i == 1:\n", " text(0.47, -110, 'NBW=%4.1E x $f_s$ '% NBW, horizontalalignment='right')\n", "title('15-step 7th-order Lowpass')\n", "tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAABHgAAAWYCAYAAADNwXF1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkiRJkiRJkqQTwv8HS5JU1LYMwOgAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Further information about simulation of DSM's\n", "---------------------------------------------\n", "\n", "Please refer to `help(simulateDSM)` for detailed - and possibly more updated - documentation!\n", "\n", "###`help(simulateDSM)` as of writing:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "simulateDSM(u, arg2, nlev=2, x0=0)\n", "\n", " [v, xn, xmax, y] = simulateDSM(u, ABCD, nlev=2, x0=0)\n", "\n", "or\n", "\n", " [v, xn, xmax, y] = simulateDSM(u, ntf, nlev=2, x0=0)\n", " \n", " Compute the output of a general delta-sigma modulator with input ``u``,\n", " a structure described by ``ABCD``, an initial state ``x0`` (default zero) and\n", " a quantizer with a number of levels specified by ``nlev``.\n", " Multiple quantizers are implied by making ``nlev`` an array,\n", " and multiple inputs are implied by the number of rows in ``u``.\n", " \n", " Alternatively, the modulator may be described by an ``NTF``.\n", " The NTF is a zpk object. (The STF is assumed to be 1.)\n", " The structure that is simulated is the block-diagional structure used by\n", " zpk2ss." ] }, { "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
Python2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1]
IPython2.1.0
OSposix [linux2]
numpy1.8.1
scipy0.13.3
matplotlib1.3.1
deltasigma0.1-5
Mon Aug 11 21:50:58 2014 CEST
" ], "json": [ "{\"Software versions\": [{\"version\": \"2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1]\", \"module\": \"Python\"}, {\"version\": \"2.1.0\", \"module\": \"IPython\"}, {\"version\": \"posix [linux2]\", \"module\": \"OS\"}, {\"version\": \"1.8.1\", \"module\": \"numpy\"}, {\"version\": \"0.13.3\", \"module\": \"scipy\"}, {\"version\": \"1.3.1\", \"module\": \"matplotlib\"}, {\"version\": \"0.1-5\", \"module\": \"deltasigma\"}]}" ], "latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1] \\\\ \\hline\n", "IPython & 2.1.0 \\\\ \\hline\n", "OS & posix [linux2] \\\\ \\hline\n", "numpy & 1.8.1 \\\\ \\hline\n", "scipy & 0.13.3 \\\\ \\hline\n", "matplotlib & 1.3.1 \\\\ \\hline\n", "deltasigma & 0.1-5 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Mon Aug 11 21:50:58 2014 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "Software versions\n", "Python 2.7.8 (default, Jul 26 2014, 17:29:00) [GCC 4.9.1]\n", "IPython 2.1.0\n", "OS posix [linux2]\n", "numpy 1.8.1\n", "scipy 0.13.3\n", "matplotlib 1.3.1\n", "deltasigma 0.1-5\n", "Mon Aug 11 21:50:58 2014 CEST" ] } ], "prompt_number": 14 } ], "metadata": {} } ] }