{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "#settins for plots\n", "matplotlib.rcParams['figure.figsize'] = (10,4)\n", "matplotlib.rcParams['savefig.dpi'] = 100" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#get the data from SensorCloud\n", "repo = TimeSeriesRepo('OAPI00E2CHLYJR2Q')\n", "\n", "#input data\n", "dataSet1Label = 'Demo Normalized Data'\n", "allSeries = repo.getAllTimeSeries( '1', 'ch1', startTime=1403106005087032000, endTime=1403106404542945000 )\n", "series1 = allSeries[0]\n", "timestamps = series1.getTimeStamps()\n", "times = np.array(timestamps)\n", "\n", "#convert timestamps into seconds for plotting\n", "start = times[0]\n", "times = (times - start)/1e9\n", "\n", "#Get timeseries out of the data\n", "values1 = np.array(series1.getData())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "False\n" ] } ], "source": [ "#determine if input length is prime number and adjust if necessary\n", "def prime(n):\n", " if n<2:\n", " return False\n", " if n==2:\n", " return True\n", " if not n&1:\n", " return False\n", " for x in range(3, int(n**0.5)+1, 2):\n", " if n%x ==0:\n", " return False\n", " return True\n", "\n", "isPrime = prime(len(values1))\n", "print isPrime\n", "\n", "t = True\n", "while t == True:\n", " if isPrime == True:\n", " times = times[:-1]\n", " values1 = values1[:-1]\n", " isPrime = prime(len(values))\n", " if isPrime == False:\n", " t = False\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2QAAAGHCAYAAADfp5HNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plot the data\n", "plt.plot(times, values1, color = 'r', label=dataSet1Label)\n", "plt.title('Time Series Data')\n", "plt.legend(loc='upper right')\n", "plt.ylabel('Amplitude')\n", "plt.xlabel('Time[seconds]')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#build FFT function\n", "\n", "def getFft(values, samplerate, xMin = None, xMax = None):\n", " out = np.absolute(np.fft.fft(values))\n", " freq = np.fft.fftfreq(out.size, 1.0/samplerate)\n", " \n", " out = out[1:len(out)/2]\n", " freq = freq[1:len(freq)/2]\n", " \n", " if xMin == None or xMin < 0.1:\n", " xMin = 0.1\n", " for i, value in list(enumerate(freq)):\n", " if value >= xMin:\n", " freq = freq[i:]\n", " out = out[i:]\n", " break\n", " \n", " if xMax != None:\n", " for i, value in reversed(list(enumerate(freq))):\n", " if value <= xMax:\n", " freq = freq[:i]\n", " out = out[:i]\n", " break\n", " \n", " return (out, freq)\n", "#FFT Algorithm written by Justin Bessette, LORD Corporation, 2014" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2oAAAGHCAYAAADBbqF+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niFSY/wdq9mcJ0wpeFAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#FFT on the time series data\n", "lowerLimit = 0 #hz\n", "upperLimit = 200 #hz\n", "\n", "fft1, freq1 = getFft(values1, series1.getSampleRate(), xMin = lowerLimit, xMax=upperLimit)\n", "fft1 = fft1/float(len(values1)/2.0)\n", "peak1 = np.argmax(fft1)\n", "\n", "#plot the FFT\n", "plt.plot(freq1, fft1, color='r', label=dataSet1Label)\n", "plt.title('Frequency Spectrum')\n", "plt.legend(loc='upper right')\n", "plt.ylabel('Energy')\n", "plt.xlabel('Frequency[Hz]')\n", "\n", "#FFT Algorithm written by Justin Bessette, LORD Corporation, 2014" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2QAAAGHCAYAAADfp5HNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA2QAAAGHCAYAAADfp5HNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#build notch filter to remove RF artifact and harmonics\n", "from scipy.signal import firwin, kaiserord, filtfilt\n", "\n", "nyq_rate = (series1.getSampleRate()/2) #calculate signal Nyquist frequency\n", "\n", "width = .6/nyq_rate #filter width\n", "\n", "dip = 21.0 #desired attenuation\n", "\n", "#compute filter coefficients\n", "N, beta = kaiserord(dip, width)\n", "\n", "#filter bandpass windows 0-f1, f2-f3, f4-f5,...etc \n", "cutoff_hz = [31.7, 32.3, 63.7, 64.3, 95.7, 96.3, 127.7, 128.3, 159.7, 160.3, 191.7, 192.3, 200.0] #cutoff of filter\n", "cutoff_hz_nyq = []\n", "#build bandpass window array normalized by nyquist frequency\n", "for x in cutoff_hz:\n", " cutoff_hz_nyq.append(x/nyq_rate)\n", "\n", "taps = firwin(N, cutoff_hz_nyq, window=('kaiser', beta))\n", "#print len(taps)\n", "filtered_x = filtfilt(taps, [1.0], values1)\n", "\n", "\n", "plt.figure(1)\n", "plt.plot(taps, 'bo-', linewidth=2)\n", "plt.title('%d Order Filter' % N)\n", "plt.ylabel('Attenuation')\n", "plt.xlabel('Notch Width')\n", "plt.grid(True)\n", "\n", "plt.figure(2)\n", "plt.plot(times, values1, 'r-', alpha=.5, label = 'Original Time Series')\n", "plt.plot(times, filtered_x, 'b-', label = 'Notch Filtered Time Series')\n", "plt.title('Notch Filtered')\n", "plt.ylabel('Energy')\n", "plt.xlabel('Time[sec]')\n", "plt.legend(loc='upper right')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABAUAAATbCAYAAADhzQwrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIiIiIiJSp/w8+q8ApYdprXQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#fft on filtered data \n", "fft3, freq3 = getFft(filtered_x, series1.getSampleRate(), xMin = lowerLimit, xMax=upperLimit)\n", "fft3 = fft3/float(len(filtered_x)/2.0)\n", "peak3 = np.argmax(fft3)\n", "\n", "#plot the Time Series comparison and the FFT comparison\n", "fig, (ax1, ax2, ax3, ax4) = plt.subplots(4, 1, sharex = False, figsize=(12,15))\n", "\n", "ax1.set_title('Original and Notch Filtered Data')\n", "\n", "ax1.plot(times, values1, color='r', alpha=1, label='Time Series Original')\n", "ax2.plot(times, filtered_x, color='r', alpha=1, label='Time Series Filtered')\n", "ax3.plot(freq1, fft1, color='b', alpha=1, label='Frequency Spectrum Original')\n", "ax4.plot(freq3, fft3, color='b', alpha=1, label='Frequency Spectrum Notch Filtered')\n", "\n", "ax1.legend(frameon=False, fontsize=10)\n", "ax2.legend(frameon=False, fontsize=10)\n", "ax3.legend(frameon=False, fontsize=10)\n", "ax4.legend(frameon=False, fontsize=10)\n", "ax1.set_ylabel('Amplitude'); ax2.set_ylabel('Amplitude')\n", "ax1.set_xlabel('Time (sec)'); ax2.set_xlabel('Time (sec)')\n", "ax3.set_xlabel('Frequency (Hz)'); ax4.set_xlabel('Frequency (Hz)')\n", "ax3.set_ylabel('Energy'); ax4.set_ylabel('Energy')" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#push data back to sensorcloud\n", "\n", "#outData = zip(timestamps, filtered_x)\n", "\n", "#outSeries = repo.createTimeSeries('1', 'ch1_Dan_Notch_Filter',series1.getSampleRate(), series1.getSampleRateType())\n", "\n", "#outSeries.push(outData)\n", "\n", "#outSeries.save()\n", "\n", "#outSeries.tagAsMathengine()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "id": "d5d0b870-3489-48c5-833d-a9ca3f6ecddd", "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }