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@ggventurini
Last active December 31, 2015 21:09
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{
"metadata": {
"name": "dsdemo2"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from __future__ import division\n",
"from deltasigma import *"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"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": 2
},
{
"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": [
{
"output_type": "display_data",
"png": 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AEwAAAACJEnACAAAAIFECTgAAAAAkSsAJAAAAgEQJOAEAAACQKAEnAAAAABIl4AQAAABA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\nZVTjBiD31JuzS8d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}
],
"prompt_number": 3
},
{
"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": [
{
"output_type": "display_data",
"png": 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KH47zq/6PHQvs2JGMoUNLtv/mzZtx5swZAMC+fftgh6brkTS2AyxduhQTJkzA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EhZvtwZsZpH3L++3n81NyiplLdw29DgbepGZRA6kwlafR8yRF5G587sv8r/Vtxf3C7zjcxGcwvY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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 4
},
{
"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:306: BadCoefficients: Badly conditioned filter coefficients (numerator): the results may be meaningless\n",
" \"results may be meaningless\", BadCoefficients)\n"
]
}
],
"prompt_number": 5
},
{
"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": [
{
"output_type": "display_data",
"png": 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XT7qTKiIiIiIipVpGVgZr9q2hgmcFAq2BOV574/E3cs1J9fvZj6HPXfnxMqdP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\naQaLVCIiIiIiItIMFqlERERERESkGf8fAqA8s+OPjcAAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 6
},
{
"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": 7
},
{
"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": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": [
"<matplotlib.text.Text at 0xb32610c>"
]
},
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 8
},
{
"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": [
{
"output_type": "display_data",
"png": 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DhAFfudK83esFunQpOQvVX/8K/OlPoduzs421tkRFI0a1q1QpmWs7heYSRB+S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\nIiIiIiIild7/ByoSZyRdLq84AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 9
},
{
"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": 10
},
{
"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": [
{
"output_type": "display_data",
"png": 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7mafbPZ25v1jRYsT2WMt331nusC5fDo0aWe6wzpoFpUo5sPP3kKoPVKXqA1Ud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\nYII=\n"
}
],
"prompt_number": 11
},
{
"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": [
{
"output_type": "display_data",
"png": 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1O/KEBOnNN6UxY6TnnrNueV7eoEHWYM3991vLOTnWbdSff1565hnpxRel//7X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\n7hIfD9u3w/XXu+Z6Lm/kWbJkySUfs2HDBr744gvGjh3LiRMnsNvtVK9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kvLt3w/33w4sv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hhBBCCCGEEEIaE1TykHqFvp/BgzILHpRZsKC8ggdlFjwos2BBeQUPyix4UGaNByp5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\nG7vn7kbmfpnI6pQllT/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8TTSOTUkJ8OCDUlHpR2FhZNsG1K0lTzTFo4pRsi/WiN9951Re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pfjI5UoeQYMiM2kDrj9XRSXm9UfpgW35wGXXQYMqPWj+zFdQ/cExCaItufNnT3TM7n8cuCa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h+MRiqf9MBzhTMSy16My/v0oe9SDLQ2wbeBiDYyiKcLnCv8/WlwObIsijKD8ya/SoQLFQ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5xS+SPHmqCoPAvVvQ2b8Do1qKccLyefjdF6cCrw4BcsP4acdn+N5/xNlLXddfm71r4Jo8RERE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\n5AL/PwrREMDcO/VkAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 15
},
{
"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": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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