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@krischer
Created July 2, 2013 16:54
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{
"metadata": {
"name": "Waveform Similarity"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": "## Waveform similarity (following Ritsema & van Heijst)\n\nThis notebook attempts to quantify waveform similarity following [Ritsema & von Heijst (2002)](http://onlinelibrary.wiley.com/doi/10.1029/2001GL013831/abstract) for the purpose of picking windows suitable for phase misfit calculations."
},
{
"cell_type": "markdown",
"metadata": {},
"source": "#### Step 1: Setup the test data\n\nThe aim of this step is to produce two sets of data, both being defined at exactly the same time steps. In all plots, the real data will be plotted black, the synthetic data red.\n\nThe source time function used to generate the synthetics is a Heaviside function bandpass filtered with corner periods of 90 seconds and 200 seconds. Most energy will therefore be around the 200 seconds period in the frequency domain. We will assume this to be the dominant period of the data."
},
{
"cell_type": "code",
"collapsed": false,
"input": "import obspy\nfrom obspy.core.util import geodetics\nfrom obspy.taup import getTravelTimes\n\ndominant_period = 200.0\n\ndata_trace = obspy.read(\"/home/krischer/window_tests/lorenzo/real/TRIS.LHZ.SAC\")[0]\nsynthetic_trace = obspy.read(\"/home/krischer/window_tests/lorenzo/synth/TRIS_z\")[0]\n\n#data_trace = obspy.read(\"/Users/lion/Dropbox/lorenzo/real/EFIO.BHZ.SAC\")[0]\n#synthetic_trace = obspy.read(\"/Users/lion/Dropbox/lorenzo/synth/EFIO_z\")[0]\n\n# Set the first sample of the synthetics to the event time.\norigin_time = data_trace.stats.starttime + data_trace.stats.sac.o\nsynthetic_trace.stats.starttime = origin_time\n\n# Now trim the data and fill with zeros if necessary.\ndata_trace.trim(synthetic_trace.stats.starttime, synthetic_trace.stats.endtime, pad=True, fill_value=0.0)\ndata_trace.stats.starttime = synthetic_trace.stats.starttime\ndata_trace.trim(synthetic_trace.stats.starttime, synthetic_trace.stats.endtime, pad=True, fill_value=0.0)\n\n# Scale to the same amplitude.\ndata_trace.data /= data_trace.data.ptp()\ndata_trace.data *= synthetic_trace.data.ptp()\n\nnpts = synthetic_trace.stats.npts\ndt = synthetic_trace.stats.delta\ntime_array = np.linspace(0, (npts - 1) * dt, npts)\n\nprint data_trace\nprint synthetic_trace\n\nplt.figure(figsize=(20, 4))\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nplt.xlim(0, time_array[-1])\nplt.show()\n\n# Define the event parameters. These are SAC files so its easy.\nev_lat = data_trace.stats.sac.evla\nev_lng = data_trace.stats.sac.evlo\nev_depth_in_km = data_trace.stats.sac.evdp / 1000.0\nev_origin_time = data_trace.stats.starttime + data_trace.stats.sac.o\n\nst_lat = data_trace.stats.sac.stla\nst_lng = data_trace.stats.sac.stlo\n\n\ndist_in_deg = geodetics.locations2degrees(st_lat, st_lng, ev_lat, ev_lng)\ndist_in_km = geodetics.calcVincentyInverse(st_lat, st_lng, ev_lat, ev_lng)[0] / 1000.0\ntts = getTravelTimes(dist_in_deg, ev_depth_in_km, model=\"ak135\")\nfirst_tt_arrival = min([_i[\"time\"] for _i in tts])",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "IU.TRIS.10.LHZ | 2007-06-24T00:25:18.400056Z - 2007-06-24T01:15:28.049984Z | 2.9 Hz, 8600 samples\n...Z | 2007-06-24T00:25:18.400056Z - 2007-06-24T01:15:28.050056Z | 2.9 Hz, 8600 samples\n"
},
{
"output_type": "display_data",
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BwcHnnrctzIqKUpglIiIiIiLSRxRmiYicrqgIoqIuLMwKCACTiUFhYQqzRERERERE+ojC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\nEHeMiIiIiIiI+oJhFhFZp7lzgcxMwGQCvvoKsqgo1soiIiIiIiKyAgy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"text": "<matplotlib.figure.Figure at 0x3c17610>"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "def plot_arrival_times():\n \"\"\"\n Helper function plotting pretty arrival times.\n \"\"\"\n ymin, ymax = plt.ylim()\n height = ymax - ymin\n width = plt.xlim()[1] - plt.xlim()[0]\n \n plt.vlines(first_tt_arrival, ymin, ymax, color=\"green\")\n plt.text(x=first_tt_arrival + 0.005 * width, y=ymax - 0.02 * height, s=\"First arrival\",\n verticalalignment=\"top\", horizontalalignment=\"left\", color=\"green\")\n \n for tt in [5, 4, 3, 2]:\n arrival_time = dist_in_km / float(tt)\n plt.vlines(arrival_time, ymin, ymax, color=\"0.8\")\n \n plt.text(x=arrival_time + 0.005 * width, y=ymax - 0.02 * height, s=r\"%i $\\frac{km}{s}$\" % int(tt),\n verticalalignment=\"top\", horizontalalignment=\"left\", color=\"0.7\")\n\n \n plt.ylim(ymin, ymax)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": "#### Step 2: Time dependent criteria from a sliding window\n\nWe will use a sliding time window to derive values for each time step resulting in time-dependent values. The value for each time window $W$ will be assigned to the central time of the window $t_c = t_{min} + \\left(t_{max} - t_{min}\\right) * 0.5$. Furthermore each window will be multiplied by a tapering function to smooth the values.\n\nFor any given time window $W$, the cross correlation coefficient for time shift $\\tau$ between data and synthetics can be calculated as\n\n$$ C_{sd}(\\tau) = \\int_W s(t) d(t - \\tau) d \\tau$$\n\nWith this definition a shift of $\\tau = 2s$ means that the synthetics are two seconds later then the data. The time shift with the maximum cross correlation value $\\tau_{max}$ is defined as the global maximum of that function. \n\nThe window length is set to the dominant period of the synthetics.\n\nWe will furthermore compute \n\n$$A1 = \\frac{C_{sd}(\\tau_{max})}{C_{ss}(\\tau_{max})}$$\n\nand \n\n$$A2 = \\frac{C_{dd}(\\tau_{max})}{C_{sd}(\\tau_{max})}$$\n\nThese two values will be identical if data and synthetics are identical. As a measurement per time step we will use\n\n$$\\mathscr{F} = min \\left( \\frac{A1}{A2}, \\frac{A2}{A1} \\right)$$\n\n\nFor each sliding window we will compute these things:\n\n* The time shift $\\tau_{max}$ for which the correlation coefficient is maximal, e.g. the optimal shift. It will be expressed as a fraction of the dominant period.\n* The time derivative of $\\tau_{max}$, e.g. the difference between to adjacent normalized $\\tau_{max}$ also normalized by the sample spacing.\n* The normalized cross correlation coefficient at the optimal shift $$\\overline{C}_{ds}(\\tau_{max}) = \\frac{C_{ds}(\\tau_{max})}{\\sqrt{C_{dd}(\\tau_{max}) * C_{ss}(\\tau_{max})}}$$\n* The time derivative of that\n* The selection criterion $\\mathscr{F}$."
},
{
"cell_type": "code",
"collapsed": false,
"input": "# The window length. Currently set to one dominant period of the synthetics. Make sure it is an uneven number; just to have an easy midpoint definition.\nwindow_length = int(round(float(dominant_period) / dt))\n\nif not window_length % 2:\n window_length += 1\n \n\n# Naive sliding window approach. Can be replaced by more efficient variants if necessary.\ndef window_generator(data_length, window_width):\n window_start = 0\n while True:\n window_end = window_start + window_width\n if window_end > data_length:\n break\n yield (window_start, window_end, window_start + window_width // 2)\n window_start += 1\n\nsliding_time_shift = np.ma.masked_all((npts, 2), dtype=\"float32\")\nsliding_time_shift[:, 0] = time_array\n\nmax_cc_coeff = np.ma.masked_all((npts, 2), dtype=\"float32\")\nmax_cc_coeff[:, 0] = time_array\n\nA_frac = np.ma.masked_all((npts, 2), dtype=\"float32\")\nA_frac[:, 0] = time_array\n \ntaper = np.hanning(window_length)\n\nfor start_idx, end_idx, midpoint_idx in window_generator(npts, window_length):\n # Slice windows.\n data_window = data_trace.data[start_idx: end_idx].copy() * taper\n synthetic_window = synthetic_trace.data[start_idx: end_idx].copy() * taper\n \n # Skip windows that have essentially no energy to avoid instabilities.\n if synthetic_window.ptp() < synthetic_trace.data.ptp() * 0.001:\n continue\n \n # Calculate the time shift. Here this is defined as the shift of the synthetics relative to the data.\n # So a value of 2 means that the synthetics are 2 timesteps later then the data.\n cc = np.correlate(data_window, synthetic_window, mode=\"full\")\n \n time_shift = cc.argmax() - window_length + 1\n # Express the time shift in fraction of dominant period.\n sliding_time_shift[midpoint_idx, 1] = (time_shift * dt) / dominant_period\n \n max_cc_value = cc.max() / np.sqrt((synthetic_window ** 2).sum() * (data_window ** 2).sum())\n max_cc_coeff[midpoint_idx, 1] = max_cc_value\n \n # \"shift\" the synthetics to the best match with the data.\n if time_shift > 0:\n synthetic_window = synthetic_window[:-time_shift]\n data_window = data_window[time_shift:]\n elif time_shift < 0:\n synthetic_window = synthetic_window[-time_shift:]\n data_window = data_window[:time_shift]\n \n cc_ss = (synthetic_window ** 2).sum()\n cc_dd = (data_window ** 2).sum()\n cc_sd = (data_window * synthetic_window).sum()\n \n A1 = cc_sd / cc_ss\n A2 = cc_dd / cc_sd\n\n a_frac = min(A1 / A2, A2 / A1)\n A_frac[midpoint_idx, 1] = a_frac\n\n\n# Plot everything.\nplt.figure(figsize=(20, 14))\n\nplt.subplot(511)\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nplt.twinx()\nplt.plot(sliding_time_shift[:, 0], sliding_time_shift[:, 1], color=\"blue\")\nplt.ylim(-dominant_period * 0.1, dominant_period * 0.1)\nplt.ylabel(\"CC time shift in fraction of dominant period\", color=\"blue\")\nplt.tick_params(axis=\"y\", colors=\"blue\")\nplt.ylim(-0.5, 0.5)\nplt.xlim(0, time_array[-1])\nplot_arrival_times()\n\nplt.subplot(512)\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nax3 = plt.twinx()\nplt.plot(sliding_time_shift[:, 0][1:], np.diff(sliding_time_shift[:, 1]) / dt, color=\"green\")\nplt.ylabel(\"Normalized diff CC time shift\", color=\"green\")\nplt.tick_params(axis=\"y\", colors=\"green\")\nplt.xlim(0, time_array[-1])\nplot_arrival_times()\n\nplt.subplot(513)\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nax3 = plt.twinx()\nplt.plot(max_cc_coeff[:, 0], max_cc_coeff[:, 1], color=\"orange\")\nplt.ylabel(\"Maximum CC Coeff\", color=\"orange\")\nplt.tick_params(axis=\"y\", colors=\"orange\")\nplt.xlim(0, time_array[-1])\nplot_arrival_times()\n\nplt.subplot(514)\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nax3 = plt.twinx()\nplt.plot(max_cc_coeff[:, 0][1:], np.abs(np.diff(max_cc_coeff[:, 1])) / dt, color=\"violet\")\nplt.ylabel(\"Normalized abs diff maximum CC Coeff\", color=\"violet\")\nplt.tick_params(axis=\"y\", colors=\"violet\")\nplt.xlim(0, time_array[-1])\nplot_arrival_times()\n\nplt.subplot(515)\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nax3 = plt.twinx()\nplt.plot(A_frac[:, 0], A_frac[:, 1], color=\"lime\")\nplt.ylabel(\"A_frac\", color=\"lime\")\nplt.tick_params(axis=\"y\", colors=\"lime\")\nplt.xlim(0, time_array[-1])\nplt.ylim(-0.1, 1)\nplot_arrival_times()\n\nplt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": "/home/krischer/local/virtual_envs/py2.7/lib/python2.7/site-packages/numpy/ma/core.py:1069: RuntimeWarning: overflow encountered in divide\n result = self.f(da, db, *args, **kwargs)\n"
},
{
"output_type": "display_data",
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Fx6tbF61T8044aZxYsHOBcUjondquDo1Gw/79+9mxYwdnz56t9Hh+fj4dOnQgPT2d69ev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8MBiIiIoKSk5IR18vLyiI+Pd3+Oi4sjLy/vpNvn5+cTFxd3wjb5+fkt9hUbG+veV/PfUavVhIeH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OCDDzoc6/PPPyc2NhatVsvMmTOJi4ujrKyMsrIy4uLiuP56cRPT2IaqKArbtm0j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X55zr88Bl4LPV7XYjy/K09Fgbi5zrZu6ceDyeKYmrPB3QNI3Ozk56enry8dB1XccwjEEh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4cimpCGdI0LUVfkOhdNnVzjoqm7/xpvaJ2ZHMMcDX9XtApF+4ooPlyMncYOx4ccq6hZxqzkmo+P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4lmfxOuZl6zDsmgcebGADoxmNL76GaeHVqW7jyEqgeXP47TfIyipyWejRo0dp1aoc7Scn7EpV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\nly8TGhrKn3/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xxx/nySefZMCAAYBcz4V9yTnHhw0bZjjH5Vou7FXt2rXp3bs3cXFxFfJa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\nAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x3dafb90>"
}
],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": "#### Step 3: Select windows\n\nBased on the plots of the previous section, we will select windows as follows:\n\n1. Mark all time steps as positive\n2. Mark everything more then half a dominant period before the first theoretical arrival as negative\n3. Mark everything more then half a period after the chosen threshold surface wave velocity arrival time as negative\n4. Mark everything with an absolute travel time shift of more then 0.2 time the dominant period as negative\n5. Mark the area around every *\"travel time shift jump\"* (based on the traveltime time difference) negative. The width of the area is currently chosen to be a tenth of a dominant period to each side.\n6. Mark all areas where the normalized cross correlation coefficient is under 0.7 as negative\n7. Throw away all windows with a length of less then 0.75 the dominant period\n\n\nThe derived $\\mathscr{F}$ measurement will not be used because it is very similar to the cross correlation coefficient. Also the differentiated CC coefficient will not be used."
},
{
"cell_type": "code",
"collapsed": false,
"input": "threshold_travel_time = 3\n\n# Step 1\ntime_windows = np.ma.ones(npts)\ntime_windows.mask = np.zeros(npts)\n\n# Step 2: Mark everything more then half a dominant period before the first theoretical arrival\n# as positive.\ntime_windows.mask[:int(np.ceil((first_tt_arrival - dominant_period * 0.5) / dt))] = True\n\n# Step 3: Mark everything more then half a dominant period after the chosen threshold surface wave\n# velocity time as negative\ntime_windows.mask[int(np.floor(dist_in_km / threshold_travel_time / dt)):] = True\n\n# Step 4: Mark everything with an absolute travel time shift of more then 0.2 time the dominant period\n# as negative\ntime_windows.mask[np.abs(sliding_time_shift[:, 1]) > 0.2] = True\n\n# Step 5: Mark the area around every \"travel time shift jump\" (based on the traveltime time difference)\n# negative. The width of the area is currently chosen to be a tenth of a dominant period to each side.\nbuffer = int(np.ceil(dominant_period / dt * 0.1))\nindices = np.ma.where(np.abs(np.diff(sliding_time_shift[:, 1])) > 0.1)[0]\nfor index in indices:\n time_windows.mask[index - buffer: index + buffer] = True\n \n# Step 6: Mark all areas where the normalized cross correlation coefficient is under 0.7 as negative\ntime_windows.mask[max_cc_coeff[:, 1] < 0.7] = True\n\n# Step 7: Throw away all windows with a length of less then 0.75 the dominant period.\nmin_length = dominant_period / dt * 0.75\nfinal_windows = []\nfor i in np.ma.flatnotmasked_contiguous(time_windows):\n if (i.stop - i.start) < min_length:\n continue\n final_windows.append((i.start , i.stop))\n\n# The rest is just for plotting...\nfinal_window_mask = np.zeros(npts, dtype=\"bool\")\n\nfor window in final_windows:\n final_window_mask[window[0]: window[1]] = True\n \nbottom = np.ones(npts) - 1000.0\ntop = np.ones(npts) + 1000.0\ntop[final_window_mask] = -1000.0\n\nplt.figure(figsize=(20, 2))\nplt.plot(time_array, data_trace.data, color=\"black\")\nplt.plot(time_array, synthetic_trace.data, color=\"red\")\nymin, ymax = plt.ylim()\nplt.fill_between(time_array, bottom, top, color=\"red\", alpha=\"0.5\")\nplt.ylim(ymin, ymax)\nplt.xlim(time_array[0], time_array[-1])\nplt.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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5+b0bjxBCCCFEP9KjYYYOh4Nly5Yxc+ZMdF1n4cKF5OXlsXz5cgAWL17Mt7/9bd5//32y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\nujxgw3OCTwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x7f3538efb6d0>"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "<",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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