From 9ef1c226c7b1781f83629884a23ee2fac9400f26 Mon Sep 17 00:00:00 2001 From: Laurence Withers Date: Tue, 9 Sep 2014 08:59:16 +0000 Subject: [PATCH] Futher WIP --- python/comparison.ipynb | 140 ++++++++++++++++++++++++++++++ python/filter_analysis.ipynb | 66 +++++++------- src/libfir++/200_CommonFilters.cc | 8 ++ src/libfir++/200_CommonFilters.h | 2 + src/libfir/200_common_filters.c | 45 ++++++++-- src/libfir/200_common_filters.h | 4 + 6 files changed, 231 insertions(+), 34 deletions(-) create mode 100644 python/comparison.ipynb diff --git a/python/comparison.ipynb b/python/comparison.ipynb new file mode 100644 index 0000000..be8cebe --- /dev/null +++ b/python/comparison.ipynb @@ -0,0 +1,140 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:46ebd0819e8459e236e33293377fddb82dc24781d6125093a26ed0006b1ede44" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pylab, fir" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 95 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "sample_rate = 20 # Hz\n", + "corner_frequency = 1.6 # Hz\n", + "npoints = 51\n", + "nyquist_freq = sample_rate / 2\n", + "\n", + "sinc = np.linspace(npoints / -2, npoints / 2, npoints)\n", + "sinc = np.sinc(sinc * 2 * (corner_frequency / sample_rate))\n", + "plt.plot(sinc)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 96, + "text": [ + "[]" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 96 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def filter_from_points(points):\n", + " return fir.Filter(points / sum(points))\n", + "\n", + "bode_points = 997\n", + "respfunc = pylab.vectorize(lambda fi, freq: fi.response(freq/sample_rate))\n", + "freq = pylab.logspace(-1, pylab.log10(nyquist_freq), bode_points)\n", + "\n", + "fi_list = { }\n", + "fi_list[\"rectangle\"] = filter_from_points(sinc)\n", + "fi_list[\"blackman\"] = filter_from_points(sinc * np.blackman(len(sinc)))\n", + "fi_list[\"hamming\"] = filter_from_points(sinc * np.hamming(len(sinc)))\n", + "fi_list[\"hann\"] = filter_from_points(sinc * np.hanning(len(sinc)))\n", + "fi_list[\"kaiser_8\"] = filter_from_points(sinc * np.kaiser(len(sinc), 8))\n", + "fi_list[\"kaiser_10\"] = filter_from_points(sinc * np.kaiser(len(sinc), 10))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 93 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig, axes = plt.subplots(figsize=(10,6), dpi=100)\n", + "axes.set_xlabel('Frequency (Hz)')\n", + "\n", + "for name, fi in fi_list.items():\n", + " resp = respfunc(fi, freq)\n", + " axes.plot(freq, 20 * np.log10(np.abs(resp)), label=name)\n", + " \n", + "axes.legend()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 94, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": 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I8iXy5GTmhIu5Cyfunsi9Urly6K9cR7UPowi4M53o6OOMc3dDO8eJg06JfB7h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\ntFVSFW5ecDM27tsYdP33Ld9DJpbhlOmnRBQXAE6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AtZvgelzVDcXeZoKDL/lq17cjLyGP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PIFSimUAi2l0BZKS0tbKGW3lLD3KBDKCAEyyI7jxHYc770tW/sk3f3+OHnIlmyH0X7h5+fjkUeS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+ "text": [ + "" + ] + } + ], + "prompt_number": 94 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 86 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/python/filter_analysis.ipynb b/python/filter_analysis.ipynb index 65cfa3c..7e75618 100644 --- a/python/filter_analysis.ipynb +++ b/python/filter_analysis.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:059af54bd0e19f56f028eec31f2ad301153d3f7d6d47b7b235667783d0bcff25" + "signature": "sha256:05ffaa60d7b0775a690325e7dd783d1e09e0b0e286dd523bfcba985a0ea7cfe0" }, "nbformat": 3, "nbformat_minor": 0, @@ -14,19 +14,27 @@ "input": [ "import fir\n", "\n", - "sample_rate = 1000 # Hz\n", - "corner = 100 # Hz\n", + "sample_rate = 20 # Hz\n", + "corner = 1.6 # Hz\n", "gain = 1.0\n", "npoints = 501\n", "\n", "nyquist_freq = sample_rate / 2\n", "\n", - "fi = fir.LanczosLowpass(npoints, corner / sample_rate, gain, 3)" + "fi = fir.BlackmanLowpass(npoints, corner / sample_rate, gain)\n", + "\n", + "# this code will read points from an ASCII file, one point per line\n", + "#points = []\n", + "#f = open(\"div5.txt\", \"r\")\n", + "#for line in f:\n", + "# points.append(float(line))\n", + "#npoints = len(points)\n", + "#fi = fir.Filter(points)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 44 + "prompt_number": 106 }, { "cell_type": "code", @@ -43,7 +51,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 45 + "prompt_number": 107 }, { "cell_type": "heading", @@ -81,13 +89,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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t1z3ua/x+CDgTc3/zvmu/mAvmSmeYxfjJBEl//GcYP6ByMvBsTPvqxo/1GQD+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ezELFHUtPcl8We5+qXymcSuT8gfPGwwGAwGwwyi30StSYyat0mpZTt2wM6do/FnoY18Xmgbtazp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\n+a4fOBr3u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2aVlTCCGEmICcpzVvDDwbuC1N9utXge8Du4CPJex/V5qHCC6g+czTW4AHOsr9CfC2ed1i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lo7lKFq7MW7FpLzoMAeaJNh4sbXUucaIOH69gSI3GlL4ylliJZd0DFzdVrcjveul8TUI8Ezsj81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\nnncZVzx24Tln2OoMIa0DDE+95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TOe64uPVcPv7xRNCXL68clQnGsrMX2447GssxZKmHsP7OtPwrliVLKsMfs7Bi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\nQgghhFhD+X8J1kPD/YdrfwAAAABJRU5ErkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 52 + "prompt_number": 109 }, { "cell_type": "heading", @@ -154,7 +162,7 @@ "\n", "fig, axes = plt.subplots(nrows=2, ncols=1, figsize=(10,10), dpi=100)\n", "\n", - "axes[0].plot(freq, 10 * pylab.log10(abs(resp)), 'r')\n", + "axes[0].plot(freq, 20 * pylab.log10(abs(resp)), 'r')\n", "axes[0].set_xlabel('Frequency (Hz)')\n", "axes[0].set_xscale('log')\n", "axes[0].set_ylabel('Magnitude (dB)')\n", @@ -175,13 +183,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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AW5V/ji3vExERkSRs2pR3C6TAohQYfIzKpLUAfwYOSqc5IiIiTUgVoRIgytQdi4HvAL/F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\nNWpKkJy1M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1UpATEREZqbZsgYcegnnzYP78wa9nnjHr2R18sAl2BxxglkGZMQMmTKisuQpy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GLX1IG1uj7dJIoDALwOwCnLj4Fgrb62ctzJQ9+K3He/G8hGzj6ardGKwP7whyHzpytCPA2KXBfJ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\ncWvVGsejqrXaRcHCOIkckLZW+XgnnAA84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"text": [ - "" + "" ] } ], - "prompt_number": 40 + "prompt_number": 110 }, { "cell_type": "heading", @@ -217,21 +225,21 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 34, + "prompt_number": 111, "text": [ - "" + "" ] }, { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 35 + "prompt_number": 112 }, { "cell_type": "code", @@ -290,7 +298,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 35 + "prompt_number": 112 } ], "metadata": {} diff --git a/src/libfir++/200_CommonFilters.cc b/src/libfir++/200_CommonFilters.cc index 644542b..bfa7e05 100644 --- a/src/libfir++/200_CommonFilters.cc +++ b/src/libfir++/200_CommonFilters.cc @@ -15,6 +15,14 @@ SincLowpass(int npoints, double corner, double gain) +Filter +BlackmanLowpass(int npoints, double corner, double gain) +{ + return Filter(fir_blackman_lowpass(npoints, corner, gain)); +} + + + Filter LanczosLowpass(int npoints, double corner, double gain, int a) { diff --git a/src/libfir++/200_CommonFilters.h b/src/libfir++/200_CommonFilters.h index 7955dee..3df5398 100644 --- a/src/libfir++/200_CommonFilters.h +++ b/src/libfir++/200_CommonFilters.h @@ -38,6 +38,8 @@ Filter SincLowpass(int npoints, double corner, double gain); +Filter BlackmanLowpass(int npoints, double corner, double gain); + Filter LanczosLowpass(int npoints, double corner, double gain, int a); diff --git a/src/libfir/200_common_filters.c b/src/libfir/200_common_filters.c index 2a03650..8b22aeb 100644 --- a/src/libfir/200_common_filters.c +++ b/src/libfir/200_common_filters.c @@ -7,8 +7,27 @@ -struct fir_filter_t* -fir_sinc_lowpass(int npoints, double corner, double gain) +static double +window_rectangle(int n, int N) +{ + return 1.0; +} + + + +static double +window_blackman(int n, int N) +{ + double v = 2 * M_PI * n; + v /= N; + return 0.42 - 0.5 * cos(v) + 0.08 * cos(2 * v); +} + + + +static struct fir_filter_t* +fir_windowed_lowpass(int npoints, double corner, double gain, + double (*window)(int n, int N)) { double* coeff, t, sum = 0; int i, spoints; @@ -25,12 +44,12 @@ fir_sinc_lowpass(int npoints, double corner, double gain) /* only fill out for t ≤ 0 */ for(i = 0; i < spoints; ++i) { if((i * 2 + 1) == npoints) { - coeff[i] = 1; - sum += 1; /* not 2, as we don't repeat this coeff */ + coeff[i] = window(i, npoints) * 1; + sum += coeff[i]; /* not 2, as we don't repeat this coeff */ } else { t = i + 0.5 - npoints * 0.5; t *= corner * 2 * M_PI; - coeff[i] = sin(t) / t; + coeff[i] = window(i, npoints) * sin(t) / t; sum += coeff[i] * 2; } } @@ -47,6 +66,22 @@ fir_sinc_lowpass(int npoints, double corner, double gain) +struct fir_filter_t* +fir_sinc_lowpass(int npoints, double corner, double gain) +{ + return fir_windowed_lowpass(npoints, corner, gain, window_rectangle); +} + + + +struct fir_filter_t* +fir_blackman_lowpass(int npoints, double corner, double gain) +{ + return fir_windowed_lowpass(npoints, corner, gain, window_blackman); +} + + + struct fir_filter_t* fir_lanczos_lowpass(int npoints, double corner, double gain, int a) { diff --git a/src/libfir/200_common_filters.h b/src/libfir/200_common_filters.h index eb77880..464766c 100644 --- a/src/libfir/200_common_filters.h +++ b/src/libfir/200_common_filters.h @@ -45,6 +45,10 @@ struct fir_filter_t* fir_lanczos_lowpass(int npoints, double corner, double gain +struct fir_filter_t* fir_blackman_lowpass(int npoints, double corner, double gain); + + + /*!@}*/ /* options for text editors vim: expandtab:ts=4:sw=4:syntax=ch.doxygen