{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Matched-Field Processing - Synthetic 3D case" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from itertools import product\n", "import dask.array as da\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import xarray as xr\n", "import pylab as plt\n", "import torch\n", "from tqdm import tqdm\n", "from scipy.signal import ricker\n", "\n", "# 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.processes as di_p\n", "import das_ice.plot as di_plt\n", "import das_ice.mfp as di_mfp\n", "\n", "# classic librairy\n", "import torch\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": [ "## Defined captor position\n", "\n", "In this exemple, 4 sensors are defined." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "nb_sensor=4\n", "random_sensor=[]\n", "for i in range(nb_sensor):\n", " random_sensor.append([np.random.randint(-70, 71),np.random.randint(-70, 71),np.random.randint(-70, 71)])\n", "\n", "sensors=np.array(random_sensor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate signal\n", "\n", "This section shows how to genrate signal that are similar to DAS data. Two events are compute." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nb_sources=2\n", "random_sources=[]\n", "for i in range(nb_sources):\n", " random_sources.append([np.random.randint(-70, 71),np.random.randint(-70, 71),np.random.randint(-70, 71)])\n", " if i==0:\n", " dart=di_mfp.artificial_sources_freq(sensors,random_sources[-1],2500,window_length=.1,sampling_rate=25000)\n", " else:\n", " dart2=di_mfp.artificial_sources_freq(sensors,random_sources[-1],2500,window_length=.1,sampling_rate=25000)\n", " dart2['time']=dart2['time']+dart['time'][-1]+dart['time'][1]\n", " dart=xr.concat([dart,3*dart2],'time')\n", "\n", "plt.figure()\n", "for i in range(dart.shape[0]):\n", " dart[i,:].plot(label=i)\n", "\n", "plt.legend()\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Performed MFP\n", "This MPF implementation if taken from the dask implementation from this [git repository](https://github.com/schipp/fast_beamforming).\n", "\n", "### 3D MFP\n", "\n", "Example of 3D MFP." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/chauvet/miniforge3/envs/das_ice/lib/python3.11/site-packages/distributed/client.py:3362: UserWarning: Sending large graph of size 1.57 GiB.\n", "This may cause some slowdown.\n", "Consider loading the data with Dask directly\n", " or using futures or delayed objects to embed the data into the graph without repetition.\n", "See also https://docs.dask.org/en/stable/best-practices.html#load-data-with-dask for more information.\n", " warnings.warn(\n" ] } ], "source": [ "MFP3D=di_mfp.MFP_3D_series(dart,0.1,sensors,xrange=[-70,70],yrange=[-71,71],zrange=[-72,72],dx=1,dy=1,dz=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Show results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The MFP is finding the best match for:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Coordinates:\n", " * velocity (velocity) int64 8B 2500\n", " true_time float64 8B 0.0\n", " * x (x) int64 8B 16\n", " * y (y) int64 8B 69\n", " * z (z) int64 8B -9" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i_event=0\n", "find_sources=MFP3D[...,i_event].where(MFP3D[...,i_event] == MFP3D[...,i_event].max(), drop=True).coords\n", "find_sources" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The true sources was in:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[16, 69, -9]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "random_sources[i_event]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "matching_index = np.where(MFP3D.z.values == find_sources['z'].values)[0]\n", "MFP3D[...,matching_index,0,i_event].plot()\n", "plt.scatter(random_sources[i_event][1],random_sources[i_event][0],s=80,marker='s',color='k',label='random_sources')\n", "plt.scatter(find_sources['y'],find_sources['x'],s=35,color='y',label='found with MFP')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3D plot of the MFP Bartlett with a slider to plot the different plane of the Bartlett field." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig=di_mfp.plot_MFP3D(MFP3D[...,0,i_event],sensors,true_source=random_sources[i_event])\n", "fig.update_layout(\n", " scene_camera=dict(\n", " eye=dict(x=1.2, y=1.2, z=1.2)\n", " )\n", ")\n", "fig.show(\"png\")" ] } ], "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 }