From ab6518e799b05a927d2c523a152037b0cf7488e5 Mon Sep 17 00:00:00 2001 From: Felix Mucha <3016498@stud.hs-mannheim.de> Date: Sat, 25 May 2024 21:02:16 +0200 Subject: [PATCH] first signal processing --- notebooks/signal_processing.ipynb | 314 ++++++++++++++++++++++++++++-- 1 file changed, 300 insertions(+), 14 deletions(-) diff --git a/notebooks/signal_processing.ipynb b/notebooks/signal_processing.ipynb index 3fa160f..46eff5a 100644 --- a/notebooks/signal_processing.ipynb +++ b/notebooks/signal_processing.ipynb @@ -11,18 +11,19 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pickle\n", "from matplotlib import pyplot as plt\n", - "import wfdb.processing" + "import wfdb.processing\n", + "import scipy.signal" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -39,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -89,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -117,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -153,7 +154,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -174,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -195,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -208,7 +209,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -236,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -260,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -282,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -302,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -319,6 +320,291 @@ "source": [ "wfdb.plot_items(data['SB'][24].p_signal[:,0],title=\"Example for Channel 1\",figsize=(15,4))" ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test_data = data['SB'][50].p_signal[:,0]\n", + "\n", + "\n", + "from scipy.signal import butter, lfilter\n", + "\n", + "def butter_lowpass(cutoff, fs, order=5):\n", + " nyq = 0.5 * fs\n", + " normal_cutoff = cutoff / nyq\n", + " b, a = butter(order, normal_cutoff, btype='low', analog=False)\n", + " return b, a\n", + "\n", + "def butter_lowpass_filter(data, cutoff, fs, order=5):\n", + " b, a = butter_lowpass(cutoff, fs, order=order)\n", + " y = lfilter(b, a, data)\n", + " return y\n", + "\n", + "# Filter requirements.\n", + "\n", + "order = 1\n", + "fs = 500.0\n", + "cutoff = 25#25\n", + "\n", + "# Get the filter coefficients so we can check its frequency response.\n", + "b, a = butter_lowpass(cutoff, fs, order)\n", + "\n", + "# Apply filter to the signal\n", + "filtered_signal = butter_lowpass_filter(test_data, cutoff, fs, order)\n", + "\n", + "# Plot the signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(test_data, 'b-', label='data')\n", + "plt.plot(filtered_signal, 'g-', linewidth=2, label='filtered data')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Signal with and without Filter')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Find peaks in Channel 6 of Record 25\n", + "hard = wfdb.processing.find_local_peaks(filtered_signal,radius=3)\n", + "record = filtered_signal\n", + "peak_points_y = [record[i] for i in hard] \n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(record)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Filtered Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Learning initial signal parameters...\n", + "Failed to find 8 beats during learning.\n", + "Initializing using default parameters\n", + "Running QRS detection...\n", + "QRS detection complete.\n", + "[ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Normalize data by setting qrs peaks to index position 0 (“X-axis normalization”)\n", + "indicies = wfdb.processing.xqrs_detect(filtered_signal,500,0,5000)\n", + "print(indicies)\n", + "\n", + "# detected = [ 530 1076 1631 2174 2725 3281 3828 4378 4938]\n", + "cut_signal = filtered_signal[indicies[0]:indicies[2]]\n", + "\n", + "# plot the cut signal\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(cut_signal)\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal')\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1076\n", + "(array([15, 46], dtype=int64),)\n", + "[[1061 1092]]\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "# get the local minimas around the peaks\n", + "peak = indicies[1]\n", + "print(peak)\n", + "start_idx = 30\n", + "end_idx = 30\n", + "signal_section = filtered_signal[peak-start_idx:peak+end_idx]\n", + "minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n", + "print(minimas)\n", + "# map the minimas to the original signal\n", + "minimas = minimas + peak - start_idx\n", + "print(minimas)\n", + "minimas_y = [filtered_signal[i] for i in minimas]\n", + "\n", + "# plot the cut signal with the minimas\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_signal)\n", + "plt.plot(minimas, minimas_y, 'ro', label='Minimas')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal with Minimas')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.027759944001706754, -0.042024054853653535]\n" + ] + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(filtered_signal)\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal with Minimas')\n", + "plt.grid(True)\n", + "\n", + "for peak in indicies:\n", + " start_idx = 20\n", + " end_idx = 25\n", + " signal_section = filtered_signal[peak-start_idx:peak+end_idx]\n", + " minimas = scipy.signal.argrelextrema(signal_section, comparator=np.less, order=5)\n", + " \n", + " # map the minimas to the original signal\n", + " minimas = minimas[0] + peak - start_idx\n", + " minimas_y = [filtered_signal[i] for i in minimas]\n", + " # if minimas more than 2 take those with biggest difference in y\n", + " if len(minimas) > 2:\n", + " minimas_y = [filtered_signal[i] for i in minimas]\n", + " minimas_y = sorted(minimas_y)\n", + " minimas_y = minimas_y[:2]\n", + " minimas = [minimas[i] for i in range(0,2)]\n", + "\n", + " # plot the minimas\n", + " plt.plot(minimas, minimas_y, 'ro')\n", + "\n", + "plt.legend(['Signal', 'Minimas'])\n", + "plt.show()\n", + "\n", + "#print y values of minimas\n", + "print(minimas_y)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# find peaks in the cut signal\n", + "hard = wfdb.processing.find_local_peaks(cut_signal,radius=3)\n", + "#peak_points_y = [cut_signal[i] for i in hard]\n", + "\n", + "tolerance = 1\n", + "# get standard deviation of the hard peaks\n", + "std = cut_signal[hard].std() * tolerance\n", + "# filter peaks with std\n", + "hard = [i for i in hard if cut_signal[i] > std]\n", + "# get the y values of the peaks\n", + "peak_points_y = [cut_signal[i] for i in hard]\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(cut_signal)\n", + "plt.plot(hard, peak_points_y, 'ro', label='Peaks')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Amplitude')\n", + "plt.title('Cut Signal with Peaks')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] } ], "metadata": {