{ "metadata": { "name": "", "signature": "sha256:877a40f327f59c0eebb22d235309c79815017f31be672ef4ae8b6fceebd5d9f8" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%pylab inline\n", "from __future__ import division\n", "import numpy as np\n", "import deltasigma as ds\n", "from scipy.signal import lti, ss2zpk, lfilter" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# MASH 2-2 cascade\n", "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will simulate here a 2-2 MASH cascade.\n", "\n", "The example is taken from Richard Schreier. The package used here -- `python-deltasigma` -- is a port of R. Schreier's MATLAB Delta-Sigma toolbox, available at: http://www.mathworks.com/matlabcentral/fileexchange. The credit goes to him for all algorithms employed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Modulator description" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each modulator in the cascade is described by the ABCD matrix:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ABCD1 = [[1., 0., 1., -1.],\n", " [1., 1., 0., -2.],\n", " [0., 1., 0., 0.]]\n", "ABCD1 = np.array(ABCD1, dtype=np.float32)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each quantizer has 9 levels.\n", "\n", "We need to describe the modulator in terms of its ABCD matrix:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ABCD = [[1, 0, 0, 0, 1, -1, 0],\n", " [1, 1, 0, 0, 0, -2, 0],\n", " [0, 1, 1, 0, 0, 0, -1],\n", " [0, 0, 1, 1, 0, 0, -2],\n", " [0, 1, 0, 0, 0, 0, 0],\n", " [0, 0, 0, 1, 0, 0, 0]]\n", "ABCD = np.array(ABCD, dtype=np.float_)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The modulator will have two quantizer, each of them having 9 levels, or slightly more than 3 bit. For this reason `nlev` is set to an array." ] }, { "cell_type": "code", "collapsed": false, "input": [ "nlev = [9, 9]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transfer functions\n", "\n", "We can now calculate the transfer functions associated with the modulator.\n", "\n", "Notice there will be 6 of them, **4 NTFs**:\n", "\n", "1. $NTF_{0,0}$: from the quantization noise injected by the 1st quantizer, to the output of the 1st DSM.\n", "2. $NTF_{1,0}$: from the quantization noise injected by the 1st quantizer, to the output of the 2nd DSM.\n", "3. $NTF_{1,1}$: from the quantization noise injected by the 2nd quantizer, to the output of the 2nd DSM.\n", "4. $NTF_{0,1}$: Theoretically it also exists a transfer function from the quantization noise injected by the 2nd quantizer, to the output of the 1st DSM. Since the signal connections between the blocks are unidirectional, the noise added downstream cannot affect the signals upstream, and this transfer function will be null.\n", "\n", "And **2 STFs**:\n", "\n", "1. $STF_0$: From the signal input to the output of the 1st DSM.\n", "2. $STF_1$: From the signal input to the output of the 2nd DSM." ] }, { "cell_type": "code", "collapsed": true, "input": [ "k = [1., 1.]\n", "ntfs, stfs = ds.calculateTF(ABCD, k)" ], "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": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Noise transfer to the first output " ] }, { "cell_type": "code", "collapsed": false, "input": [ "print \"NTF_00:\\n\"\n", "print ds.pretty_lti(ntfs[0, 0])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "NTF_00:\n", "\n", " (z - 1)^2 \n", "-----------\n", " z^2 \n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"NTF_01:\\n\"\n", "print ds.pretty_lti(ntfs[0, 1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "NTF_01:\n", "\n", "0\n" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Noise transfer to the second output" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print \"NTF_10:\\n\"\n", "print ds.pretty_lti(ntfs[1, 0])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "NTF_10:\n", "\n", " (z - 0.5) \n", "-2 -----------\n", " z^4 \n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"NTF_11:\\n\"\n", "print ds.pretty_lti(ntfs[1, 1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "NTF_11:\n", "\n", " (z - 1)^2 \n", "-----------\n", " z^2 \n" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### NTF pole-zero plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(20, 6))\n", "subplot(131)\n", "title(\"$NTF_{0,0}$\")\n", "ds.plotPZ(ntfs[0, 0], showlist=True)\n", "subplot(132)\n", "title(\"$NTF_{1,0}$\")\n", "ds.plotPZ(ntfs[1, 0], showlist=True)\n", "subplot(133)\n", "title(\"$NTF_{1,1}$\")\n", "ds.plotPZ(ntfs[1, 1], showlist=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cNhN9bfzfM554f4oI/zh0C+uOpeJhbT2/wQkM5YnWhJQnaABKQG4XVuBvOy7h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\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Signal transfer functions" ] }, { "cell_type": "code", "collapsed": false, "input": [ "print \"STF_0:\\n\"\n", "print ds.pretty_lti(stfs[0])\n", "print \"\\n\\nSTF_1:\\n\"\n", "print ds.pretty_lti(stfs[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "STF_0:\n", "\n", " 1 \n", "-----\n", " z^2 \n", "\n", "\n", "STF_1:\n", "\n", " 1 \n", "-----\n", " z^4 \n" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### STF pole-zero plots" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(13, 4))\n", "subplot(121)\n", "title(\"$STF_{0}$\")\n", "ds.plotPZ(stfs[0], showlist=True)\n", "subplot(122)\n", "title(\"$STF_{1}$\")\n", "ds.plotPZ(stfs[1], showlist=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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33nmHrVmzhv3jH/9gjDH2448/svHjxzPGGPvoo4/YmjVrGGOM3X333ezo0aOMMcZycnJY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\nN6fmJcw3NKUHf7osm1+9vZ2Nh8p98j2cfPxKbh3T7PHwwNv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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Compensation of the quantization noise\n", "\n", "Overall, the outputs $V_1$ and $V_2$ are given by:\n", "\n", "$$V_1 = u\\,z^{-2}+(1 - z^{-1})^2\\,e_1$$ \n", "\n", "$$V_2 = u\\, z^{-4} -2 (1 - 0.5z^{-1})\\,z^{-3}\\,e_1 +(1 - z^{-1})^2\\,e_2 $$\n", "\n", "It can be shown that, combining $V_1$ and $V_2$, multipliying each of them repectively by:\n", "\n", "$$M_1 = z^{-3} - 2z^{-4}$$\n", "\n", "and\n", "\n", "$$M_2 = (1 - z^{-1})^2 $$\n", "\n", "and then summing the result, gives an overall output $V_{OUT}$ with expression:\n", "\n", "$$V_{TOT} = M_1V_1 + M_2V_2 = u\\,z^{-4} + (1 - z^{-1})^4e_2.$$\n", "\n", "The terms in $e_1$ do not appear in the above equation as they cancel out, the second modulator allows for the compensation of the quantization noise introduced by the first. Overall, as it can be seen by the above equation, the system provides fourth order noise shaping by employing two second order DS loops.\n", "\n", "We briefly verify that numerically:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "def zpk_multiply(a, b):\n", " za, pa, ka = ds._utils._get_zpk(a)\n", " zb, pb, kb = ds._utils._get_zpk(b)\n", " pa = pa.tolist() if hasattr(pa, 'tolist') else pa\n", " pb = pb.tolist() if hasattr(pb, 'tolist') else pb\n", " za = za.tolist() if hasattr(za, 'tolist') else za\n", " zb = zb.tolist() if hasattr(zb, 'tolist') else zb\n", " return ds.cancelPZ((za+zb, pa+pb, ka*kb))\n", "\n", "v1n = zpk_multiply(ntfs[0, 0], ([2, -1], [1, 0, 0, 0, 0]))\n", "v2n = zpk_multiply(ntfs[1, 0], ([1, 1], [0, 0], 1))\n", "ntf_eq = zpk_multiply(ntfs[1, 1], ntfs[1, 1])\n", "# compute v1n/v2n and check that it is equal to -1\n", "res = zpk_multiply(v1n, (ds._utils._get_zpk(v2n)[1], ds._utils._get_zpk(v2n)[0], 1./ds._utils._get_zpk(v2n)[2]))\n", "print \"The quantization noise cancels out: %s\" % (int(ds.pretty_lti(res)) == -1)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The quantization noise cancels out: True\n" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The improvement in the NTF of the cascaded system may be better visualized plotting the spectras:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(16, 6))\n", "subplot(121)\n", "ds.figureMagic(name='$NTF_{0,0} = NTF_{1,1}$')\n", "ds.PlotExampleSpectrum(ntfs[1, 1], M=31)\n", "ylabel('dBFS/NBW')\n", "subplot(122)\n", "ds.figureMagic(name='$M_1NTF_{0,0}+M_2\\left(NTF_{1,0} + NTF_{1,1}\\\\right) = NTF_{0,0}^2$')\n", "ds.PlotExampleSpectrum(ntf_eq, M=31)\n", "#ds.PlotExampleSpectrum(ntfs[0, 0], M=31)\n", "tight_layout()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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dt26dfemll+x//vOfKo+bNGmSfeihh6y11i5atMgec8wxtXviWnryySft2LFj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Cw+FgckoKjw0f7rN+dFISpcnJBkf1L0TDu9DbMOvArAMw6yAQQpEbJNtstiPCcppmOSnCZRJx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\n48ZRWlr6rn/l5eWNntvUqVNZtWpVg+vXrFlDZWUlpaWltc57xYo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"text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numerical simulation of the 2-2 cascade and SNR improvement" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Previously we simulated the NTF of a single modulator and the *expected* equivalent NTF when the two outputs are filtered and combined. Here we simulate the cascade of modulators with the ABCD matrix, computing their outputs $v_1$ and $v_2$, which are then numerically filtered and combined. Lastly, we check that the SNR improvement is as expected.\n", "\n", "Notice we needed to scale down the amplitude of the input sine since a sine wave at -3dBFS was pushing the modulator to instability." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The filtering transfer functions $M_1$ and $M_2$ need to be expressed in terms of coefficients of $z^{-1}$ to be passed to `scipy`'s `lfilter`.\n", "\n", "The coefficients are:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "filtM1 = [0., 0., 0., 2., -1.]\n", "filtM2 = [1., -2., 1.]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(16, 6))\n", "M = nlev[0] - 1\n", "osr = 64\n", "f0 = 0.\n", "f1, f2 = ds.ds_f1f2(OSR=64, f0=0., complex_flag=False)\n", "delta = 2\n", "Amp = ds.undbv(-3) # Test tone amplitude, relative to full-scale.\n", "f = 0.3 # will be adjusted to a bin\n", "N = 2**12\n", "f1_bin = np.round(f1*N)\n", "f2_bin = np.round(f2*N)\n", "fin = np.round(((1 - f)/2*f1 + (f + 1)/2*f2) * N)\n", "# input sine\n", "t = np.arange(0, N).reshape((1, -1))\n", "u = Amp*M*np.cos((2*np.pi/N)*fin*t)\n", "# simulate! don't forget to pass a list (or tuple or ndarray)\n", "# as nlev value or the simulation will not be aware of the\n", "# multiple quantizers\n", "vx, _, xmax, y = ds.simulateDSM(u, ABCD, nlev=nlev)\n", "# separate output #1 and output #2\n", "v1 = vx[0, :]\n", "v2 = vx[1, :]\n", "# filter and combine\n", "vf = lfilter(filtM1, [1.], v1) + lfilter(filtM2, [1.], v2)\n", "# compute the spectra\n", "window = ds.ds_hann(N)\n", "NBW = 1.5/N\n", "spec0 = np.fft.fft(vf*window)/(M*N/2)/ds.undbv(-6)\n", "spec1 = np.fft.fft(v1*window)/(M*N/2)/ds.undbv(-6)\n", "spec2 = np.fft.fft(v1*window)/(M*N/2)/ds.undbv(-6)\n", "freq = np.linspace(0, 0.5, N/2 + 1)\n", "plt.hold(True)\n", "plt.plot(freq, ds.dbv(spec0[:N/2 + 1]), 'c', linewidth=1, label='V1')\n", "plt.plot(freq, ds.dbv(spec2[:N/2 + 1]), '#fb8b00', linewidth=1, label='VF')\n", "\n", "# smooth, calculate the theorethical response and the SNR for VF\n", "spec0_smoothed = ds.circ_smooth(np.abs(spec0)**2., 16)\n", "plt.plot(freq, ds.dbp(spec0_smoothed[:N/2 + 1]), 'b', linewidth=3)\n", "Snn0 = np.abs(ds.evalTF(ntf_eq, np.exp(2j*np.pi*freq)))**2 * 2/12*(delta/M)**2\n", "plt.plot(freq, ds.dbp(Snn0*NBW), 'm', linewidth=1)\n", "snr0 = ds.calculateSNR(spec0[f1_bin:f2_bin + 1], fin - f1_bin)\n", "msg = 'VF:\\nSQNR = %.1fdB\\n @ A = %.1fdBFS & osr = %.0f\\n' % \\\n", " (snr0, ds.dbv(spec0[fin]), osr)\n", "plt.text(f0 + 1 / osr, - 15, msg, horizontalalignment='left',\n", " verticalalignment='center')\n", "\n", "# smooth, calculate the theorethical response and the SNR for V1\n", "spec1_smoothed = ds.circ_smooth(np.abs(spec1)**2., 16)\n", "plt.plot(freq, ds.dbp(spec1_smoothed[:N/2 + 1]), '#d40000', linewidth=3)\n", "Snn1 = np.abs(ds.evalTF(ntfs[0, 0], np.exp(2j*np.pi*freq)))**2 * 2/12*(delta/M)**2\n", "plt.plot(freq, ds.dbp(Snn1*NBW), 'm', linewidth=1)\n", "snr1 = ds.calculateSNR(spec1[f1_bin:f2_bin + 1], fin - f1_bin)\n", "msg = 'V1:\\nSQNR = %.1fdB\\n @ A = %.1fdBFS & osr = %.0f\\n' % \\\n", " (snr1, ds.dbv(spec1[fin]), osr)\n", "plt.text(f0 + 1/osr, - 15-30, msg, horizontalalignment='left',\n", " verticalalignment='center')\n", "\n", "plt.text(0.5, - 135, 'NBW = %.1e ' % NBW, horizontalalignment='right',\n", " verticalalignment='bottom')\n", "ds.figureMagic((0, 0.5), 1./16, None, (-160, 0), 10, None)\n", "legend()\n", "title(\"Spectra\"); xlabel(\"Normalized frequency $f \\\\rightarrow 1$\");ylabel(\"dBFS/NBW\");" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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00kvR6XTce++9dO3atdJ6F8oozedjX5gLicQvcEnsApvEL3BJ7AKbxK/2+Rt7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823/0xFPszSwgUJ9NEXVs4Ao0ctHII6R2x7u7D442N4qrGS3gBZ8gqDhJ8zaSWrgLz/TBBOb/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y36ubcd6Wsv85F289qRvvYyH2k3vb1y5UpuuummdjMfaYt+na2dCMUw4jOGjwya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\nRMqSEl4REREREREpS0p4RUREREREpCwp4RUREREREZGy9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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "print \"Overall the SNR improved by %g (!) at OSR=%d.\" % (snr0-snr1, osr)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Overall the SNR improved by 48.0339 (!) at OSR=64.\n" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that, as it often happen, it is not immediate to see by eye that the composed signal $v_f$ has better SNR than $v_1$ (or $v_2$).\n", "\n", "In fact, consider the following plot of the signals from which the above spectra and SNRs were calculated:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(14, 6))\n", "plot(vf[100:800], label='$v_f$')\n", "plot(v1[100:800], label='$v_1$')\n", "plot(u[:, 100:800].T, 'r', label='$u$')\n", "xlabel('sample #'); legend();" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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cP9tA4Qa5tUIqK3YrtFu9TWrHjvYUtXGMfqTfZE8jQ2+eXvf1wNMTKC5pcpAl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3lIerRWDFQ168Za7eqWEK6nxyNF0L7JCyHwgoaT3tDlBD7aQSEtIz1KFn4VrKIV68ZaDFR1x++P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/h9Zt0FBmUTBPTlo8H9WoPVV1S1m3Qdtrdp6NuVNrXZ93x636cfD2M1sCyiX7zEOfldLdc+4U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"text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "\n", "This notebook showed how it is possible, in the case of a Noise Shaping Multi-stage (MASH) cascade, to: \n", "* calculate the signal and noise transfer functions, \n", "* simulate the topology,\n", "* filter and combine the outputs and\n", "* evaluate the SNR improvement,\n", "\n", "with `python-deltasigma`." ] }, { "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 11:46:27 2014 CET
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