{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Cross-Borehole example\n", "======================\n", "In this example we are going to invert one of the example given in the R2 manual. The aim is to detect a hidden block\n", "in the bottom left of the picture as shown below:\n", "and this pictures:\n", "\n", "![Xhb.png](./img/Xbh.png)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "API path = /media/jkl/data/phd/resipy/src/resipy\n", "ResIPy version = 3.4.6\n", "cR2.exe found and up to date.\n", "R3t.exe found and up to date.\n", "cR3t.exe found and up to date.\n" ] } ], "source": [ "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "import os\n", "import sys\n", "import numpy as np # just for parsing the electrode position file\n", "sys.path.append((os.path.relpath('../src'))) # add here the relative path of the API folder\n", "testdir = '../src/examples/dc-2d-borehole/'\n", "from resipy import Project" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we will import the `protocol.dat` file that was outputed by the forward model with this geometry and invert it. Note what we also need to import the electrodes position from a .csv file with 3 columns:x, y, buried. The `buried` column contains 1 if the electrode is buried and 0 if not." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory is: /media/jkl/data/phd/resipy/src/resipy\n", "clearing dirname\n", "0/407 reciprocal measurements found.\n", "Creating triangular mesh...done (1114 elements)\n", "Writing .in file and protocol.dat... done\n", "\n", "--------------------- MAIN INVERSION ------------------\n", "\n", "\n", " >> R 2 R e s i s t i v i t y I n v e r s i o n v4.10 <<\n", "\n", " >> D a t e : 03 - 12 - 2023\n", " >> My beautiful survey \n", " >> I n v e r s e S o l u t i o n S e l e c t e d <<\n", " >> Determining storage needed for finite element conductance matrix\n", " >> Generating index array for finite element conductance matrix\n", " >> Reading start resistivity from res0.dat \n", " >> R e g u l a r i s e d T y p e <<\n", " >> L i n e a r F i l t e r <<\n", " >> L o g - D a t a I n v e r s i o n <<\n", " >> N o r m a l R e g u l a r i s a t i o n <<\n", " >> D a t a w e i g h t s w i l l b e m o d i f i e d <<\n", "\n", "\n", " Processing dataset 1\n", "\n", "\n", " Measurements read: 407 Measurements rejected: 0\n", " Geometric mean of apparent resistivities: 0.92723E+02\n", "\n", " >> Total Memory required is: 0.004 Gb\n", "\n", " Iteration 1\n", " Initial RMS Misfit: 6.25 Number of data ignored: 1\n", " Alpha: 1404.342 RMS Misfit: 2.49 Roughness: 0.773\n", " Alpha: 651.838 RMS Misfit: 2.14 Roughness: 1.435\n", " Alpha: 302.556 RMS Misfit: 1.82 Roughness: 2.544\n", " Alpha: 140.434 RMS Misfit: 1.58 Roughness: 4.135\n", " Alpha: 65.184 RMS Misfit: 1.41 Roughness: 6.322\n", " Alpha: 30.256 RMS Misfit: 1.28 Roughness: 9.578\n", " Alpha: 14.043 RMS Misfit: 1.19 Roughness: 14.884\n", " Alpha: 6.518 RMS Misfit: 1.19 Roughness: 23.529\n", " Step length set to 1.00000\n", " Final RMS Misfit: 1.19\n", " Attempted to update data weights and caused overshoot\n", " treating as converged\n", "\n", " Solution converged - Outputing results to file\n", "\n", " Calculating sensitivity map\n", "\n", "\n", " Processing dataset 2\n", "\n", "\n", " End of data: Terminating\n", "1/1 results parsed (1 ok; 0 failed)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "All ok\n", "/media/jkl/data/phd/resipy/doc/gallery/../../src/resipy/meshTools.py:1487: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.\n", " for col in cont.collections:\n", "/media/jkl/data/phd/resipy/doc/gallery/../../src/resipy/Project.py:4136: MatplotlibDeprecationWarning: The collections attribute was deprecated in Matplotlib 3.8 and will be removed two minor releases later.\n", " colls = mesh.cax.collections if contour == True else [mesh.cax]\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = Project(typ='R2')\n", "k.createSurvey(testdir + 'protocol.dat', ftype='ProtocolDC')\n", "k.importElec(testdir + 'elec.csv')\n", "k.createMesh('trian', cl=0.5, cl_factor=20, fmd=20)\n", "# cl is characteristic length, it defines the resolution of the mesh around the electrodes, the smaller, the finer\n", "# cl_factor is how the mesh will grow away from the electrode\n", "# NOTE that a too fine mesh (very small cl) will takes a lot of RAM\n", "# but a too coarse mesh won't be able to resolve the target\n", "k.zlim = [-20, 0]\n", "k.showMesh()\n", "k.invert()\n", "k.showResults(sens=False, contour=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.12" }, "other_supplementary_files": [ "img/Xbh.png" ] }, "nbformat": 4, "nbformat_minor": 4 }