{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Beamforming for location\n", "\n", "This notebook computes the beamformed network response and demonstrates how to use it for the detection and location of an eathquake. The workflow consists of computing waveform features first (envelopes, kurtosis, etc.) and, then, to shift-and-stack them according to the previously computed travel times.\n", "\n", "## Contents\n", "\n", "* [Compute waveform features](#compute-waveform-features)\n", "\n", "* [Read travel times](#read-travel-times)\n", "\n", "* [Show an example waveform](#show-an-example-envelope)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import beampower as bp\n", "import glob\n", "import h5py as h5\n", "import numpy as np\n", "import os\n", "import pandas as pd\n", "import tqdm\n", "\n", "from matplotlib import pyplot as plt\n", "from scipy import signal, stats\n", "from obspy import read, read_inventory, UTCDateTime\n", "from obspy.geodetics.base import locations2degrees, degrees2kilometers\n", "try:\n", " from scipy.stats import median_abs_deviation as scimad\n", "except ImportError:\n", " from scipy.stats import median_absolute_deviation as scimad" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute waveform features\n", "\n", "The underlying paradigm of the beamforming method is that when using the exact travel times to align the traces, they sum up to the largest amplitude beam. However, the waves emitted by a double-couple source may sum up to zero due to antisymmetries in the radiated wavefield. Furthermore, imprecisions in the velocity model and the finiteness of the grid often mean that the exact travel times are not available in the pre-computed travel time grid.\n", "\n", "\n", "To address the aforementionned drawbacks, we compute positive-valued *waveform features* to handle antisymmetries in the wavefield and we make sure that they are smooth enough in time to be correctly aligned by at least one set of pre-computed travel times (think of trying, unsuccesfully, to align Diracs with a finite resolution travel time grid!).\n", "\n", "Here, we use the waveform envelopes. The envelope is computed from the analytical signal (Hilbert transform). To avoid noisy stations from dominating the beams, we normalize each trace by its median absolute deviation. The envelopes are clipped above $10^5$ times the mean absolute deviation in order to avoid spikes or proximal transient noise to corrupt the beams." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def envelope(x):\n", " \"\"\"Envelope transformation.\n", "\n", " Calculate the envelope of the input one-dimensional signal with the Hilbert\n", " transform. The data is normalized by the mean absolute deviation over the\n", " entire signal window first. The envelope is clipped at a maximum of 10^5\n", " times the mad of the envelope.\n", " \n", " Arguments\n", " ---------\n", " x: array-like\n", " The input one-dimensional signal.\n", " \n", " Returns\n", " -------\n", " array-like\n", " The envelope of x with same shape than x.\n", " \"\"\"\n", "\n", " # Envelope\n", " x = np.abs(signal.hilbert(x))\n", " \n", " # Normalization\n", " x_mad = scimad(x)\n", " x_mad = 1.0 if x_mad == 0.0 else x_mad\n", " x = (x - np.median(x)) / x_mad\n", " \n", " # Clip\n", " x_max = 10.0 ** 5.0\n", " return x.clip(None, x_max)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the network metadata into the `network` `pandas.DataFrame`. We will use `network` and its list of stations to order consistently the `waveform_features` and `travel_times` arrays." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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codelongitudelatitudeelevationdepth
0DC0630.26575140.616718555.0-0.555
1DC0730.24217040.667080164.0-0.164
2DC0830.25013040.744438162.0-0.162
3DD0630.31777040.623539182.0-0.182
4DE0730.41153940.67966140.0-0.040
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7SPNC30.30830040.686001190.0-0.190
\n", "
" ], "text/plain": [ " code longitude latitude elevation depth\n", "0 DC06 30.265751 40.616718 555.0 -0.555\n", "1 DC07 30.242170 40.667080 164.0 -0.164\n", "2 DC08 30.250130 40.744438 162.0 -0.162\n", "3 DD06 30.317770 40.623539 182.0 -0.182\n", "4 DE07 30.411539 40.679661 40.0 -0.040\n", "5 DE08 30.406469 40.748562 31.0 -0.031\n", "6 SAUV 30.327200 40.740200 170.0 -0.170\n", "7 SPNC 30.308300 40.686001 190.0 -0.190" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "NETWORK_PATH = \"../data/network.csv\"\n", "network = pd.read_csv(NETWORK_PATH)\n", "network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We first initialize the waveform features as a `DataArray` in order to keep explicit indexing." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "DIRPATH_INVENTORY = \"../data/processed/*.xml\"\n", "DIRPATH_WAVEFORMS = \"../data/processed/*.mseed\"\n", "COMPONENTS = [\"N\", \"E\", \"Z\"]\n", "num_stations = len(network)\n", "num_components = len(COMPONENTS)\n", "\n", "# Find the miniseed files and read them with obspy's read function\n", "filepaths_waveforms = glob.glob(DIRPATH_WAVEFORMS)\n", "traces = read(DIRPATH_WAVEFORMS)\n", "\n", "# set the num_samples variables to 1 day (some traces may have num_samples+1 samples because of\n", "# time rounding errors when downloading and preprocessing the data)\n", "num_samples = int(24. * 3600. * traces[0].stats.sampling_rate)\n", "\n", "waveform_features = np.zeros(\n", " (num_stations, num_components, num_samples), dtype=np.float32\n", ")\n", "for s, sta in enumerate(network.code):\n", " for c, cp in enumerate(COMPONENTS):\n", " tr = traces.select(station=sta, component=cp)[0]\n", " waveform_features[s, c, :] = envelope(tr.data)[..., :num_samples]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show an example envelope\n", "\n", "Example of a waveform with corresponding envelope." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "START, END = \"2012-07-26 13:48:25\", \"2012-07-26 13:49:00\"\n", "STATION_NAME = \"DC06\"\n", "# STATION_NAME = network.code.iloc[2]\n", "COMPONENT = \"E\"\n", "\n", "station_idx = network.code.values.tolist().index(STATION_NAME)\n", "component_idx = COMPONENTS.index(COMPONENT)\n", "\n", "# Get example waveform\n", "trace = traces.select(station=STATION_NAME, component=COMPONENT)[0]\n", "starttime_idx = int((UTCDateTime(START) - trace.stats.starttime) / trace.stats.delta)\n", "trace = trace.slice(starttime=UTCDateTime(START), endtime=UTCDateTime(END))\n", "endtime_idx = starttime_idx + len(trace.data)\n", "times = pd.to_datetime(trace.times(\"timestamp\"), unit=\"s\")\n", "\n", "# Plot waveform\n", "fig, ax = plt.subplots(figsize=(15, 7))\n", "ax.plot(times, trace.data)\n", "ymax = max(np.abs(ax.get_ylim()))\n", "ax.set_ylim(-ymax, ymax)\n", "ax.set_ylabel(\"Ground speed (m/s)\", color=\"C0\")\n", "ax.set_title(f\"Example waveform and feature (station {STATION_NAME})\")\n", "ax.grid()\n", "\n", "# Plot envelope on a second axe (not the same scale)\n", "ax = ax.twinx()\n", "ax.plot(times, waveform_features[station_idx, component_idx, starttime_idx:endtime_idx], color=\"C1\")\n", "\n", "# Labels\n", "ax.set_ylabel(\"Feature (clipped envelope)\", color=\"C1\")\n", "ax.set_ylim(bottom=-max(ax.get_ylim()))\n", "ax.set_title(\"\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize beamforming" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load travel times and convert them to samples\n", "\n", "Get the travel times obtained from [our notebook #2](2_travel_times.ipynb) on travel time computation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# load grid point coordinates and travel times as a numpy array\n", "PHASES = [\"P\", \"S\"]\n", "travel_times = []\n", "source_coordinates = {}\n", "with h5.File(\"../data/travel_times.h5\", mode=\"r\") as ftt:\n", " for field in ftt[\"source_coordinates\"]:\n", " source_coordinates[field] = ftt[\"source_coordinates\"][field][()].flatten()\n", " num_sources = len(source_coordinates[field])\n", " travel_times = np.zeros((num_sources, num_stations, len(PHASES)), dtype=np.float32)\n", " for p, phase in enumerate(PHASES):\n", " for s, sta in enumerate(network.code):\n", " travel_times[:, s, p] = ftt[phase][sta][()].flatten()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# convert travel times in seconds to time delays in samples\n", "def sec_to_samp(t, sr, epsilon=0.2):\n", " \"\"\"Convert seconds to samples taking into account rounding errors.\n", "\n", " Parameters\n", " -----------\n", " \"\"\"\n", " # we add epsilon so that we fall onto the right\n", " # integer number even if there is a small precision\n", " # error in the floating point number\n", " sign = np.sign(t)\n", " t_samp_float = abs(t * sr) + epsilon\n", " # round and restore sign\n", " t_samp_int = np.int32(sign * np.int32(t_samp_float))\n", " return t_samp_int\n", "\n", "sampling_rate = traces[0].stats.sampling_rate\n", "time_delays = sec_to_samp(travel_times, sampling_rate)\n", "# you may uncomment the following line to make the time delays relative to the first P-wave arrival for each source\n", "# time_delays -= np.min(time_delays, axis=(1, 2), keepdims=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the phase-specific weights\n", "\n", "We recall that the general definition of a beam, with source-receiver $\\beta_{k, s}$ and phase-specific weights $\\alpha_{s, c, p}$, is:\n", "$$ b_k(t) = \\sum_{s, c, p} \\beta_{k, s} \\alpha_{s, c, p} \\mathcal{U}_{s, c}(t + \\tau_{s, p}^{(k)}),$$\n", "where $k$ is the source (grid point) index, $\\mathcal{U}_{s, c}(t)$ is the waveform feature at station $s$, channel $c$ and time $t$, and $\\tau_{s, p}^{(k)}$ is the moveout at station $s$, seismic phase $p$ and source $k$. For a given $p$, the moveout is the same at all channels of the same station $s$. Therefore, the quantity $U_{s, p}(t) = \\sum_{c} \\alpha_{s, c, p} \\mathcal{U}_{s, c}(t)$ can be computed once and for all instead of re-computing it for each source.\n", "\n", "$\\alpha_{s, c, p}$ is the phase-specific weight at station $s$ and channel $c$ and for phase $p$. In this tutorial, $\\mathcal{U}_{s, c}$ is the envelope of the trace at station $s$ and channel $c$. We define $\\alpha_{s, c, p}$ so that horizontal-component traces contribute to the S-wave beam and vertical-component traces contribute to the P-wave beam. \n", "\n", "$$ \\alpha_{s, c=0, p=0} = 0;\\quad \\alpha_{s, c=1, p=0} = 0;\\quad \\alpha_{s, c=2, p=0} = 1$$\n", "$$ \\alpha_{s, c=0, p=1} = 1;\\quad \\alpha_{s, c=1, p=1} = 1;\\quad \\alpha_{s, c=2, p=1} = 0.$$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Phase weights\n", "weights_phase = np.zeros((num_stations, num_components, len(PHASES)), dtype=np.float32)\n", "weights_phase[:, :2, 0] = 0. # horizontal component traces do not contribute to P-wave beam\n", "weights_phase[:, 2, 0] = 1. # vertical component traces contribute to P-wave beam\n", "weights_phase[:, :2, 1] = 1. # horizontal component traces contribute to S-wave beam\n", "weights_phase[:, 2, 1] = 0. # vertical component traces do not contribute to S-wave beam" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define the source-receiver weights\n", "\n", "When using a grid covering a large geographical region, all stations may not be relevant to every source (grid point). Small earthquakes occurring at one end of the region are unlikely to be recorded by stations at the other end of the region. In order to only use the relevant data to each source, the source-receiver weights can be adjusted. Typically, $\\beta_{k, s} = 0$ when source $k$ is further than XXkm from station $s$. In this tutorial, we deal with a relatively small-scale problem so we keep all weights equal to 1." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Sources weights\n", "weights_sources = np.ones(time_delays.shape[:-1], dtype=np.float32)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute the beamformed network response\n", "\n", "At each time step, we compute the beamformed network response for every grid point and keep the maximum. We thus obtain a time series of maximum beams at every time." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "beam_max, beam_argmax = bp.beamform(\n", " waveform_features,\n", " time_delays,\n", " weights_phase,\n", " weights_sources,\n", " device=\"cpu\",\n", " reduce=\"max\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detect\n", "\n", "We detect the maxima with find peaks and use a threshold criterion to keep only the prominent peaks (or events)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Designing the detection threshold\n", "\n", "The detection threshold is a crucial step in turning the maximum beam into an earthquake detector. In this minimalistic example with envelope-based backprojection, the maximum beam is extremely noisy and the detection threshold needs to adapt, as much as possible, to noise variations. In the following, we show how to efficiently compute a time-dependent detection threshold. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def time_dependent_threshold(\n", " time_series, sliding_window, overlap=0.66, threshold_type=\"rms\", num_dev=8.\n", "):\n", " \"\"\"\n", " Time dependent detection threshold.\n", "\n", " Parameters\n", " -----------\n", " time_series: (n_correlations) array_like\n", " The array of correlation coefficients calculated by\n", " FMF (float 32).\n", " sliding_window: scalar integer\n", " The size of the sliding window, in samples, used\n", " to calculate the time dependent central tendency\n", " and deviation of the time series.\n", " overlap: scalar float, default to 0.66\n", " threshold_type: string, default to 'rms'\n", " Either rms or mad, depending on which measure\n", " of deviation you want to use.\n", "\n", " Returns\n", " ----------\n", " threshold: (n_correlations) array_like\n", " Returns the time dependent threshold, with same\n", " size as the input time series.\n", " \"\"\"\n", " \n", " time_series = time_series.copy()\n", " threshold_type = threshold_type.lower()\n", " n_samples = len(time_series)\n", " half_window = sliding_window // 2\n", " shift = int((1.0 - overlap) * sliding_window)\n", " zeros = time_series == 0.0\n", " n_zeros = np.sum(zeros)\n", " white_noise = np.random.normal(size=n_zeros).astype(\"float32\")\n", " if threshold_type == \"rms\":\n", " default_center = time_series[~zeros].mean()\n", " default_deviation = np.std(time_series[~zeros])\n", " # note: white_noise[n_zeros] is necessary in case white_noise\n", " # was not None\n", " time_series[zeros] = (\n", " white_noise[:n_zeros] * default_deviation + default_center\n", " )\n", " time_series_win = np.lib.stride_tricks.sliding_window_view(\n", " time_series, sliding_window\n", " )[::shift, :]\n", " center = np.mean(time_series_win, axis=-1)\n", " deviation = np.std(time_series_win, axis=-1)\n", " elif threshold_type == \"mad\":\n", " default_center = np.median(time_series[~zeros])\n", " default_deviation = np.median(np.abs(time_series[~zeros] - default_center))\n", " time_series[zeros] = (\n", " white_noise[:n_zeros] * default_deviation + default_center\n", " )\n", " time_series_win = np.lib.stride_tricks.sliding_window_view(\n", " time_series, sliding_window\n", " )[::shift, :]\n", " center = np.median(time_series_win, axis=-1)\n", " deviation = np.median(\n", " np.abs(time_series_win - center[:, np.newaxis]), axis=-1\n", " )\n", " threshold = center + num_dev * deviation\n", " threshold[1:] = np.maximum(threshold[:-1], threshold[1:])\n", " threshold[:-1] = np.maximum(threshold[:-1], threshold[1:])\n", " time = np.arange(half_window, n_samples - (sliding_window - half_window))\n", " indexes_l = time // shift\n", " indexes_l[indexes_l >= len(threshold)] = len(threshold) - 1\n", " threshold = threshold[indexes_l]\n", " threshold = np.hstack(\n", " (\n", " threshold[0] * np.ones(half_window, dtype=np.float32),\n", " threshold,\n", " threshold[-1] * np.ones(sliding_window - half_window, dtype=np.float32),\n", " )\n", " )\n", " return threshold\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# the detection threshold is evaluated in a sliding window with duration SLIDING_WINDOW_DURATION_SEC\n", "SLIDING_WINDOW_DURATION_SEC = 7200.\n", "# within each sliding window, the detection threshold is the mean (median) + NUM_DEV the standard deviation (median absolute deviation)\n", "NUM_DEV = 8.\n", "\n", "# compute the time-dependent detection threshold\n", "window_length = int(SLIDING_WINDOW_DURATION_SEC * sampling_rate)\n", "threshold = time_dependent_threshold(beam_max, window_length, num_dev=NUM_DEV, threshold_type=\"rms\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "MIN_DETECTION_INTERVAL = int(60 * sampling_rate)\n", "\n", "# Detect\n", "peaks, peak_properties = signal.find_peaks(beam_max, distance=MIN_DETECTION_INTERVAL)\n", "# scipy's find_peaks function has a lot of interesting parameters you can play with. For example,\n", "# the \"prominence\" parameter may help discard flat peaks that are typical of when a single station\n", "# dominates a beam\n", "# peaks, peak_properties = signal.find_peaks(beam_max, distance=MIN_DETECTION_INTERVAL, prominence=50, wlen=int(1. * sampling_rate))\n", "peaks = peaks[beam_max[peaks] > threshold[peaks]]\n", "\n", "# Show\n", "fig_beam = plt.figure(\"beam\", figsize=(12, 6))\n", "\n", "times = pd.to_datetime(traces[0].times(\"timestamp\")[:num_samples], unit=\"s\").copy()\n", "\n", "plt.plot(times, beam_max)\n", "plt.plot(times, threshold, color=\"r\")\n", "plt.plot(times[peaks], beam_max[peaks], marker=\"o\", ls=\"\", color=\"r\", label=\"Detections\")\n", "\n", "plt.semilogy()\n", "plt.ylim(bottom=10)\n", "plt.ylabel(\"Beam power\")\n", "plt.grid()\n", "plt.title(f\"Detection of {len(peaks)} events\")\n", "plt.show()\n", "\n", "fig_events = plt.figure(\"epicenters\", figsize=(6, 6))\n", "plt.plot(source_coordinates[\"longitude\"][beam_argmax[peaks]], source_coordinates[\"latitude\"][beam_argmax[peaks]], \".r\", alpha=0.25)\n", "plt.xlabel(\"Longitude (degrees)\")\n", "plt.ylabel(\"Latitude (degrees)\")\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show detection\n", "\n", "We detect the maxima with find peaks and use a threshold criterion to keep only the prominent peaks (or events)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot with waveforms" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "COLORS = {\"E\": \"k\", \"N\": \"k\", \"Z\": \"C0\"}\n", "\n", "def scale_amplitude(x, scale_factor=1.0):\n", " x_norm = np.max(np.abs(x))\n", " x_norm = 1 if x_norm == 0. else x_norm\n", " x_log_norm = np.log10(x_norm)\n", " return x * x_log_norm * scale_factor / x_norm\n", " \n", "\n", "BUFFER_BEFORE_SAMPLES = int(60. * sampling_rate)\n", "BUFFER_AFTER_SAMPLES = int(60. * sampling_rate)\n", "\n", "peak_to_watch = peaks[7]\n", "# peak_to_watch = peaks[8]\n", "\n", "starttime_idx = peak_to_watch - BUFFER_BEFORE_SAMPLES\n", "endtime_idx = peak_to_watch + BUFFER_AFTER_SAMPLES\n", "slice_ = np.s_[starttime_idx:endtime_idx]\n", "\n", "peaks_in_zoom = peaks[\n", " (peaks >= starttime_idx) & (peaks <= endtime_idx)\n", "]\n", "\n", "inventory = read_inventory(DIRPATH_INVENTORY)\n", "\n", "\n", "# Show\n", "fig = plt.figure(figsize=(10, 6))\n", "plt.plot(times[slice_], beam_max[slice_])\n", "plt.plot(times[slice_], threshold[slice_], color=\"r\")\n", "plt.plot(times[peaks_in_zoom], beam_max[peaks_in_zoom], marker=\"o\", ls=\"\", color=\"r\")\n", "# plt.semilogy()\n", "plt.grid()\n", "plt.ylabel(\"Beam power\")\n", "\n", "# Watch peak\n", "date = UTCDateTime(str(times[peak_to_watch]))\n", "lon = source_coordinates[\"longitude\"][beam_argmax[peak_to_watch]]\n", "lat = source_coordinates[\"latitude\"][beam_argmax[peak_to_watch]]\n", "\n", "# Get waveform\n", "fig, ax = plt.subplots(1, figsize=(10, 10))\n", "for index, trace in enumerate(read(DIRPATH_WAVEFORMS)):\n", "\n", " # Get trace and info\n", " trace = trace.slice(date - 5, date + 15) \n", " trace.filter(type=\"highpass\", freq=2)\n", " times_tr = pd.to_datetime(trace.times(\"timestamp\"), unit=\"s\")\n", " data = scale_amplitude(trace.data, scale_factor=0.1)\n", " \n", "\n", "\n", " coords = inventory.get_coordinates(trace.id)\n", " p1 = lat, lon\n", " p2 = [coords[dim] for dim in [\"latitude\", \"longitude\"]]\n", " distance = degrees2kilometers(locations2degrees(*p1, *p2))\n", "\n", " # Plot trace\n", " ax.plot(times_tr, data + distance, color=COLORS[trace.stats.channel[-1]], lw=0.75)\n", " \n", "\n", "# Labels\n", "ax.set_ylabel(\"Epicentral distance (km)\")\n", "ax.axvline(date, color=\"C3\")\n", "ax.legend([key for key in COLORS])\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot with envelopes" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "COLORS = {\"E\": \"k\", \"N\": \"k\", \"Z\": \"C0\"}\n", "\n", "def scale_amplitude(x, scale_factor=1.0):\n", " x_norm = np.max(np.abs(x))\n", " x_norm = 1 if x_norm == 0. else x_norm\n", " x_log_norm = np.log10(x_norm)\n", " return x * x_log_norm * scale_factor / x_norm\n", " \n", "\n", "BUFFER_BEFORE_SAMPLES = int(60. * sampling_rate)\n", "BUFFER_AFTER_SAMPLES = int(60. * sampling_rate)\n", "\n", "peak_to_watch = peaks[7]\n", "# peak_to_watch = peaks[8]\n", "\n", "starttime_idx = peak_to_watch - BUFFER_BEFORE_SAMPLES\n", "endtime_idx = peak_to_watch + BUFFER_AFTER_SAMPLES\n", "slice_ = np.s_[starttime_idx:endtime_idx]\n", "\n", "peaks_in_zoom = peaks[\n", " (peaks >= starttime_idx) & (peaks <= endtime_idx)\n", "]\n", "\n", "inventory = read_inventory(DIRPATH_INVENTORY)\n", "\n", "\n", "# Show\n", "fig = plt.figure(figsize=(10, 6))\n", "plt.plot(times[slice_], beam_max[slice_])\n", "plt.plot(times[slice_], threshold[slice_], color=\"r\")\n", "plt.plot(times[peaks_in_zoom], beam_max[peaks_in_zoom], marker=\"o\", ls=\"\", color=\"r\")\n", "# plt.semilogy()\n", "plt.grid()\n", "plt.ylabel(\"Beam power\")\n", "\n", "# Watch peak\n", "date = UTCDateTime(str(times[peak_to_watch]))\n", "lon = source_coordinates[\"longitude\"][beam_argmax[peak_to_watch]]\n", "lat = source_coordinates[\"latitude\"][beam_argmax[peak_to_watch]]\n", "\n", " \n", "# Plot waveform feature\n", "fig, ax = plt.subplots(1, figsize=(10, 10))\n", "starttime_idx = int((date - 5. - traces[0].stats.starttime) / traces[0].stats.delta)\n", "endtime_idx = int((date + 15. - traces[0].stats.starttime) / traces[0].stats.delta)\n", "for s in range(num_stations):\n", " \n", " p1 = lat, lon\n", " p2 = [network.latitude.iloc[s], network.longitude.iloc[s]]\n", " distance = degrees2kilometers(locations2degrees(*p1, *p2))\n", " \n", " for c, cp in enumerate(COMPONENTS):\n", " \n", " data = waveform_features[s, c, starttime_idx:endtime_idx]\n", " data = scale_amplitude(data + data.min(), scale_factor=0.1)\n", " times_tr = times[starttime_idx:endtime_idx]\n", " \n", " # Plot trace\n", " ax.plot(times_tr, data + distance, color=COLORS[cp], lw=0.75)\n", " \n", "\n", "# Labels\n", "ax.set_ylabel(\"Epicentral distance (km)\")\n", "ax.axvline(date, color=\"C3\")\n", "ax.legend([key for key in COLORS])\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Going further\n", "\n", "In this tutorial, we have explored a simple application of `beampower` to design an earthquake detection and location workflow. To go beyond testing, you will need to design a more sophisticated workflow. In particular, you may want to improve the following points:\n", "\n", "- Use a more appropriate waveform transform than the envelope. Envelopes are noisy and extremely sensitive to transient noise (even when clipping very high amplitudes, like here) therefore the envelope-based beam is also very noisy. Moreover, envelope maxima tend to occur *after* the first P- or S-wave arrival although, when computing a beam, we're implicitly making the assumption that the largest amplitude beam is the one that perfectly picks the first arrivals. Thus, envelope-based beams cannot provide very accurate earthquake locations. You may explore beamforming STA/LTA or a running kurtosis, which gives more importance to the first arrivals.\n", "- When dealing with a noisy beam, like in this example, you may design a smarter beam processing algorithm than the one shown here to detect earthquakes. For example, `scipy.signal.find_peaks` has lots of parameters to tune (e.g., the prominence or width of the peaks). You may also try to filter the beam.\n", "\n", "If you're interested in a comprehensive earthquake detection and location workflow that includes `beampower`, you can check out our `BPMF` package:\n", "\n", "- Github: [https://github.com/ebeauce/Seismic_BPMF](https://github.com/ebeauce/Seismic_BPMF)\n", "- Documentation and tutorial: [https://ebeauce.github.io/Seismic_BPMF/tutorial.html](https://ebeauce.github.io/Seismic_BPMF/tutorial.html)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.5 ('py310')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "312801dd0aa5461639464a6df6a6c417c90a144a1d808d7cfd3dc2851df10201" } } }, "nbformat": 4, "nbformat_minor": 2 }