{ "metadata": { "name": "", "signature": "sha256:515ef1e3681626daa49464b8b104546c14701c4764176ef7c7a50554a324b685" }, "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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TUJIkSZIkSWqcSShJkqSWOSaUJEnqA5NQkiRJkiRJapxJKEmSpJY5JpQkSeoDk1CSJEmS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\nMeuYUIs8tidpWWr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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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HE8Mb6x5NxXl4g1R4f/89mHKq6p4jhdcnqfgQJAiCIIhEIxVdP53AWAT1LiUL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\n804WKAcZ5UBk7dpmRY4xe91OOMG9TB0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/AvjwX8C99wN5i4GsE612fustwOtvmu+BO+9k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\nppWeP/roI/785z+H2rt161befPNNRowYUeXYkpIStmzZwuTJk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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": [ "//anaconda/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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M3Ze3p0erxrWiaAUIDAgkwAgg35Pv037ojquIiIiIiNQYgQGBtG7cmpz8nBKL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\nWAsYa+1Or+oSEfdVS6xGu5R2HCw8SKW42G300K7AIiIiIu7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4msIjHr9CcGfd\nTUBlghsnYa3dBQwB/sHh9Z3F24qLdvL92RkAluU94Jdif+4BngCmATONMbsJbnh0ftEXWGvzCa5d\nvYjgBkpF53OBXxFsH97g1PygU3dZf9/ir/kS8Ltip68hOGDd7tT1cogv3WmM2UNwoN6J4KZSx/IL\n8JhT31bgFuDX1tq1zvVLgTlFuw6LiIiUV1xhYaR85J2IiIg3jDFzCH7kzWS/a/GCMeYUYD7Qzmnh\n9auORcCN1tpVftUgIiLRSa3CIiJSUZ3ozsBRx1q7jeDaUr/r6Ox3DSIiEp3UKiwiIhWVWo5ERESi\nhFqFRUREREREJKJpxlVEREREREQimgauIiIiIiIiEtE0cBUREREREZGIpoGriIiIiIiIRDQNXEVE\nRERERCSiaeAqIiIiIiIiEe3/A9RpN2UCXM2tAAAAAElFTkSuQmCC\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": 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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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PNpXg7BdW6OcAgPIm63sBqKHCC7aW226//r2N+OeSPPV4PHTMzj7n1S1e2z5i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mD34e+dOFk/S9IBv64jT35+EZa1k8j24nJE2OzmfKkuzLJdWwooxlmWkjL/d/ThlSRMHSs+J9yA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\nce6553L//ffTr1+/Dp9rxIgRfPzxx13FnBIVvCLSfeHmX+v6Qk1jiEFJu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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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p2IudN5wedhy1KIoBTwwgvlV8EHsqgRCyz6F1XbcuvmK2MdAAuM113SigNzDd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\n+lOG/pRhbGnoRSQNVJYU/6WwhC3Zj7Orx9+5//lHuebMC6u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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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DDovvjlWPU06JJ33eZZf4tuznnAMdHfXtM69y2+Sx1m4JfAl4r3NuZ2AM8OlU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V8rT1BOycbe8V87YlHJTPHMSBu+KOvZ7OQTo9bp6SY4fJbvB5FPHg0QGmMHeUbWDfPc5Od4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\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WPxazC7K+EVkmqwZX+QZ3rStoyLtLd6aVfBH0uIkSwcZYnKB9/LoiPVAq4H37aFeV0V5T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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
Python2.7.8 |Anaconda 2.1.0 (x86_64)| (default, Aug 21 2014, 15:21:46) [GCC 4.2.1 (Apple Inc. build 5577)]
IPython2.2.0
OSposix [darwin]
numpy1.9.1
scipy0.14.0
matplotlib1.4.2
deltasigma0.1-9
Tue Nov 11 11:43:58 2014 CET
" ], "json": [ "{\"Software versions\": [{\"version\": \"2.7.8 |Anaconda 2.1.0 (x86_64)| (default, Aug 21 2014, 15:21:46) [GCC 4.2.1 (Apple Inc. build 5577)]\", \"module\": \"Python\"}, {\"version\": \"2.2.0\", \"module\": \"IPython\"}, {\"version\": \"posix [darwin]\", \"module\": \"OS\"}, {\"version\": \"1.9.1\", \"module\": \"numpy\"}, {\"version\": \"0.14.0\", \"module\": \"scipy\"}, {\"version\": \"1.4.2\", \"module\": \"matplotlib\"}, {\"version\": \"0.1-9\", \"module\": \"deltasigma\"}]}" ], "latex": [ "\\begin{tabular}{|l|l|}\\hline\n", "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n", "Python & 2.7.8 |Anaconda 2.1.0 (x86\\letterunderscore{}64)| (default, Aug 21 2014, 15:21:46) [GCC 4.2.1 (Apple Inc. build 5577)] \\\\ \\hline\n", "IPython & 2.2.0 \\\\ \\hline\n", "OS & posix [darwin] \\\\ \\hline\n", "numpy & 1.9.1 \\\\ \\hline\n", "scipy & 0.14.0 \\\\ \\hline\n", "matplotlib & 1.4.2 \\\\ \\hline\n", "deltasigma & 0.1-9 \\\\ \\hline\n", "\\hline \\multicolumn{2}{|l|}{Tue Nov 11 11:43:58 2014 CET} \\\\ \\hline\n", "\\end{tabular}\n" ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "Software versions\n", "Python 2.7.8 |Anaconda 2.1.0 (x86_64)| (default, Aug 21 2014, 15:21:46) [GCC 4.2.1 (Apple Inc. build 5577)]\n", "IPython 2.2.0\n", "OS posix [darwin]\n", "numpy 1.9.1\n", "scipy 0.14.0\n", "matplotlib 1.4.2\n", "deltasigma 0.1-9\n", "Tue Nov 11 11:43:58 2014 CET" ] } ], "prompt_number": 14 } ], "metadata": {} } ] }