{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Events detection\n", "This tutorial shows how to detect and event." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## STA/LTA ratio" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# specific das_ice function\n", "import das_ice.io as di_io\n", "import das_ice.signal.filter as di_filter\n", "import das_ice.signal.picker as di_picker\n", "import das_ice.processes as di_p\n", "import das_ice.plot as di_plt\n", "\n", "# classic librairy\n", "import xarray as xr\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "from tqdm import trange\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'http://127.0.0.1:8787/status'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from dask.distributed import Client,LocalCluster\n", "\n", "cluster = LocalCluster(n_workers=8)\n", "client = Client(cluster)\n", "client.dashboard_link" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "ds=xr.Dataset()\n", "ds['velocity']=di_io.dask_Terra15('*.hdf5', chunks=\"auto\")\n", "\n", "d_optic_bottom=2505 #m\n", "depth_bh=97 #m\n", "\n", "ds['distance']=-1*(np.abs(ds.distance-d_optic_bottom)-depth_bh)\n", "ds = ds.sortby('distance')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "dvel_decimated=di_filter.decimate(ds.velocity,9)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'velocity' (time: 137414, distance: 618)> Size: 340MB\n",
       "dask.array<getitem, shape=(137414, 618), dtype=float32, chunksize=(6012, 618), chunktype=numpy.ndarray>\n",
       "Coordinates:\n",
       "  * distance  (distance) float64 5kB -1.733e+03 -1.729e+03 ... 93.72 96.19\n",
       "  * time      (time) datetime64[ns] 1MB 2024-08-29T05:04:48.597790 ... 2024-0...\n",
       "Attributes:\n",
       "    client_fn_applied:   \n",
       "    dT:                  0.000147915811144255\n",
       "    dx:                  4.083809535485629\n",
       "    frame_shape:         [1082  618]\n",
       "    nT:                  1082\n",
       "    nx:                  618\n",
       "    recorder_id:         T311542\n",
       "    trigger_start_time:  -1.0
" ], "text/plain": [ " Size: 340MB\n", "dask.array\n", "Coordinates:\n", " * distance (distance) float64 5kB -1.733e+03 -1.729e+03 ... 93.72 96.19\n", " * time (time) datetime64[ns] 1MB 2024-08-29T05:04:48.597790 ... 2024-0...\n", "Attributes:\n", " client_fn_applied: \n", " dT: 0.000147915811144255\n", " dx: 4.083809535485629\n", " frame_shape: [1082 618]\n", " nT: 1082\n", " nx: 618\n", " recorder_id: T311542\n", " trigger_start_time: -1.0" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dvel_decimated" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "dsf=di_filter.bandpass(dvel_decimated,100,200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### STA/LTA" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "start_date = pd.to_datetime('2024-08-29T05:05:30.00')\n", "end_date = pd.to_datetime('2024-08-29T05:06:30.00')\n", "dsf_crop=dsf.sel(time=slice(start_date,end_date))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "len_sta=0.2 #second\n", "len_lta=2 #second\n", "sta_lta=di_picker.sta_lta(dsf_crop,len_sta,len_lta)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Find event in sta/lta signal" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "event=di_picker.find_event(sta_lta,10,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Show STA/LTA event pick" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "id=10\n", "fig=di_plt.viz_two_time_series(dsf_crop[:,id],event[:,id])\n", "\n", "start_date_fig = pd.to_datetime('2024-08-29T05:05:33.80')\n", "end_date_fig = pd.to_datetime('2024-08-29T05:05:34.30')\n", "\n", "# Update the x-axis range\n", "fig.update_xaxes(range=[start_date_fig, end_date_fig])\n", "fig.show(\"png\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "das_ice", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 2 }