{ "metadata": { "name": "", "signature": "sha256:260a2b0cd3b859729e1719eb9bd9b0f2a95cb68354bf80a7dc09460390cf21d7" }, "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": 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"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": 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MwzCMG0FafYJQkIJS2tKxYxwkQbslB6kgpRPJigevzhRTQU1LQ9SEW/Ls2cC+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\nNFUCIObT3bTZXn5AeFPM+kF8n/G1yIrcrLk4xyk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o9vF6d7dvb9af1atFQiciM1P0rzp1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D23eJzXyKBuzkrdteUMppYFjB7t3F9luTVR8LjSxtbn9AWTjleV01S5leu2VwPd0mK/pyoFUxwQ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\ncraeMraeMg4N5Ww9ZWw9Zdzw+vTpg91uZ9q0aXz66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"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": [ "/home/gventuri/python-env/local/lib/python2.7/site-packages/scipy/signal/filter_design.py:397: 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": 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+NZxIOlGg8xMTYcYMuPtuqFkTpkyBbt1g505rMaRHHilYgVqcMr5Yy4kt2XNi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\nPDjyQZawhAdHPsiM22dQWV35wWsOHnIwc8+Yy6oZq3pVBzW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"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": 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"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": 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3qafkyIsOPXAasaNr6KNUxObNVoctHmpCwCyGYRgntmyRSmh5WLRIuvOpTJli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pQrsW3PZydpNX8HehwYxdVXeyt7kAT5cozO3Y0wgKUoQSWss99UVLBvLp/+/Y1tcgdQnIPVznLb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\nEYmIZVn8P7L4C6cDVU8eIcOSq5l3IiIiIpKIqptzu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"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": 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nAfcCa4HyQPr489G0toiIiIiIFCIXLsD21dWpvHY86xe0ok64D6+9Bu3bQxF3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\nfFPpZ/yl+ixifR/jmF3O4IHzb6VLl1RX9Cef78NwZhjODMO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"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": 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2ijVrzi1Zt2bNuSxbdmbio3ns5Mm4TjoTG1VTjZHPne/OT2l/QwUxG4XtyTbb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vxAlX2bNz/AjBnvupRIxA75efmUfFvidgwrHT6sJdRFRERE4sUlwF5gBbVPGfMHblazqZ6BsjrH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\nQQ2O+Ijb+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QuOOCLc5WrbmuFTVvArb5hZ13esp+PvHaEtL59P2xX8ymsy649+FF4HTynV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\n5ZRu86yD11w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DYWRxvGABnHBC2MCpGVccySOGPWVSKAuCl18OLhozGejQQdkOibPJYOfF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mPHBnlUMpsIFCul2EFcsXWdoN98gpDASTOLF18X9xqp7lcqulJWQsVJmUsNw2FvuXBoJxkm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\nAI7FD4cZPNEBxt09LnIOfMAnpRwZC3gn65AdIiqgmFNAnsjz6s8p3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vtwJ2w/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\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xK5FD/54krv9FOf4+0otz29tR4RgXuG4Smhpk9zRLwslDu68wrmOQk9/VHOIp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fe5FIu17yNPPQIoQebEf52gqz/Bx/8F3vNd+NoH4LUvvshtP4Tty4LETrmOYeZROnJigJ5pMKUf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\ntd+l2y7NrMuEaxV5l1giT7cp8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bVc65n3wDyC9UEqB1IvqewDq2Z43JN161yDJYehIQIv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"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
Python2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2]
IPython2.1.0
OSposix [linux2]
numpy1.8.1
scipy0.14.0
matplotlib1.3.1
deltasigma0.1-4
Tue Jun 24 18:04:01 2014 CEST
" ], "json": [ "{\"Software versions\": [{\"version\": \"2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2]\", \"module\": \"Python\"}, {\"version\": \"2.1.0\", \"module\": \"IPython\"}, {\"version\": \"posix [linux2]\", \"module\": \"OS\"}, {\"version\": \"1.8.1\", \"module\": \"numpy\"}, {\"version\": \"0.14.0\", \"module\": \"scipy\"}, {\"version\": \"1.3.1\", \"module\": \"matplotlib\"}, {\"version\": \"0.1-4\", \"module\": \"deltasigma\"}]}" ], "latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2] \\\\ \\hline\n", "IPython & 2.1.0 \\\\ \\hline\n", "OS & posix [linux2] \\\\ \\hline\n", "numpy & 1.8.1 \\\\ \\hline\n", "scipy & 0.14.0 \\\\ \\hline\n", "matplotlib & 1.3.1 \\\\ \\hline\n", "deltasigma & 0.1-4 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Jun 24 18:04:01 2014 CEST} \\\\ \\hline\n", "\\end{tabular}\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "Software versions\n", "Python 2.7.7 (default, Jun 3 2014, 23:36:29) [GCC 4.8.2]\n", "IPython 2.1.0\n", "OS posix [linux2]\n", "numpy 1.8.1\n", "scipy 0.14.0\n", "matplotlib 1.3.1\n", "deltasigma 0.1-4\n", "Tue Jun 24 18:04:01 2014 CEST" ] } ], "prompt_number": 14 } ], "metadata": {} } ] }