{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inversion with topography\n", "In this notebook, we will learn how to add topography and perform 2D inversion with rectangular and triangular meshes. The files needed can be found in `examples/dc-2d-topo/`." ] }, { "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') # just to make it cleaner in the notebook\n", "import os\n", "import sys\n", "sys.path.append((os.path.relpath('../src'))) # add here the relative path of the API folder\n", "testdir = '../src/examples/dc-2d-topo/'\n", "import numpy as np # this will be used to read the topography file\n", "from resipy import Project" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's create an `Project` object and import the survey as usual." ] }, { "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", "600/636 reciprocal measurements found.\n", "10 measurements error > 20 %\n" ] } ], "source": [ "k = Project(typ='R2') # create new Project object and use default working directory\n", "k.createSurvey(os.path.join(testdir, 'syscal.csv'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the pseudo-section. Note that this one remains flat event when there is topogragraphy involved." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.showPseudo()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we take a look at the electrodes position by plotting `R2.elec` we can see that there is no topography yet (all the values in the third column (=z) are 0.0)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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xyzremoteburiedlabel
00.000.00.0FalseFalse1
10.250.00.0FalseFalse2
20.500.00.0FalseFalse3
30.750.00.0FalseFalse4
41.000.00.0FalseFalse5
51.250.00.0FalseFalse6
61.500.00.0FalseFalse7
71.750.00.0FalseFalse8
82.000.00.0FalseFalse9
92.250.00.0FalseFalse10
102.500.00.0FalseFalse11
112.750.00.0FalseFalse12
123.000.00.0FalseFalse13
133.250.00.0FalseFalse14
143.500.00.0FalseFalse15
153.750.00.0FalseFalse16
164.000.00.0FalseFalse17
174.250.00.0FalseFalse18
184.500.00.0FalseFalse19
194.750.00.0FalseFalse20
205.000.00.0FalseFalse21
215.250.00.0FalseFalse22
225.500.00.0FalseFalse23
235.750.00.0FalseFalse24
\n", "
" ], "text/plain": [ " x y z remote buried label\n", "0 0.00 0.0 0.0 False False 1\n", "1 0.25 0.0 0.0 False False 2\n", "2 0.50 0.0 0.0 False False 3\n", "3 0.75 0.0 0.0 False False 4\n", "4 1.00 0.0 0.0 False False 5\n", "5 1.25 0.0 0.0 False False 6\n", "6 1.50 0.0 0.0 False False 7\n", "7 1.75 0.0 0.0 False False 8\n", "8 2.00 0.0 0.0 False False 9\n", "9 2.25 0.0 0.0 False False 10\n", "10 2.50 0.0 0.0 False False 11\n", "11 2.75 0.0 0.0 False False 12\n", "12 3.00 0.0 0.0 False False 13\n", "13 3.25 0.0 0.0 False False 14\n", "14 3.50 0.0 0.0 False False 15\n", "15 3.75 0.0 0.0 False False 16\n", "16 4.00 0.0 0.0 False False 17\n", "17 4.25 0.0 0.0 False False 18\n", "18 4.50 0.0 0.0 False False 19\n", "19 4.75 0.0 0.0 False False 20\n", "20 5.00 0.0 0.0 False False 21\n", "21 5.25 0.0 0.0 False False 22\n", "22 5.50 0.0 0.0 False False 23\n", "23 5.75 0.0 0.0 False False 24" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k.elec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we can load a csv file that will add topography for each electrode. The csv file should be of the form X,Y,Z and no headers are needed." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " label x y z remote buried\n", "0 1 0.00 0.0 29.499 False False\n", "1 2 0.25 0.0 29.504 False False\n", "2 3 0.50 0.0 29.509 False False\n", "3 4 0.75 0.0 29.516 False False\n", "4 5 1.00 0.0 29.478 False False\n", "5 6 1.25 0.0 29.461 False False\n", "6 7 1.50 0.0 29.454 False False\n", "7 8 1.75 0.0 29.428 False False\n", "8 9 2.00 0.0 29.416 False False\n", "9 10 2.25 0.0 29.411 False False\n", "10 11 2.50 0.0 29.398 False False\n", "11 12 2.75 0.0 29.362 False False\n", "12 13 3.00 0.0 29.329 False False\n", "13 14 3.25 0.0 29.245 False False\n", "14 15 3.50 0.0 29.159 False False\n", "15 16 3.75 0.0 29.083 False False\n", "16 17 4.00 0.0 29.010 False False\n", "17 18 4.25 0.0 28.929 False False\n", "18 19 4.50 0.0 28.872 False False\n", "19 20 4.75 0.0 28.761 False False\n", "20 21 5.00 0.0 28.672 False False\n", "21 22 5.25 0.0 28.593 False False\n", "22 23 5.50 0.0 28.509 False False\n", "23 24 5.75 0.0 28.412 False False\n" ] } ], "source": [ "k.importElec(os.path.join(testdir + 'elec.csv'))\n", "print(k.elec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now create a mesh either triangular or rectangular." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating triangular mesh...done (2236 elements)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.createMesh(typ='trian') # or trian for triangular mesh\n", "k.showMesh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can finally invert the data on this mesh. Note that it might take a while so be patient." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "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: 336 Measurements rejected: 0\n", " Geometric mean of apparent resistivities: 0.35349E+03\n", "\n", " >> Total Memory required is: 0.007 Gb\n", "\n", " Iteration 1\n", " Initial RMS Misfit: 33.54 Number of data ignored: 0\n", " Alpha: 1253.313 RMS Misfit: 4.53 Roughness: 7.943\n", " Alpha: 581.736 RMS Misfit: 4.72 Roughness: 10.125\n", " Step length set to 1.00000\n", " Final RMS Misfit: 4.53\n", " Updated data weights\n", "\n", " Iteration 2\n", " Initial RMS Misfit: 3.29 Number of data ignored: 0\n", " Alpha: 750.048 RMS Misfit: 2.46 Roughness: 7.507\n", " Alpha: 348.142 RMS Misfit: 2.02 Roughness: 8.803\n", " Alpha: 161.593 RMS Misfit: 1.76 Roughness: 10.175\n", " Alpha: 75.005 RMS Misfit: 1.62 Roughness: 11.762\n", " Alpha: 34.814 RMS Misfit: 1.54 Roughness: 13.565\n", " Alpha: 16.159 RMS Misfit: 1.51 Roughness: 15.497\n", " Alpha: 7.500 RMS Misfit: 1.51 Roughness: 17.683\n", " Alpha: 3.481 RMS Misfit: 1.52 Roughness: 20.859\n", " Step length set to 1.00000\n", " Final RMS Misfit: 1.51\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" ] } ], "source": [ "k.invert()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/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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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.showResults(contour=True, sens=True, zlim=[28,29.6]) # with contour" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## In a nutshell" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory is: /media/jkl/data/phd/resipy/src/resipy\n", "clearing dirname\n", "600/636 reciprocal measurements found.\n", "10 measurements error > 20 %\n", "Creating triangular mesh...done (2236 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: 336 Measurements rejected: 0\n", " Geometric mean of apparent resistivities: 0.35349E+03\n", "\n", " >> Total Memory required is: 0.007 Gb\n", "\n", " Iteration 1\n", " Initial RMS Misfit: 33.54 Number of data ignored: 0\n", " Alpha: 1253.313 RMS Misfit: 4.53 Roughness: 7.943\n", " Alpha: 581.736 RMS Misfit: 4.72 Roughness: 10.125\n", " Step length set to 1.00000\n", " Final RMS Misfit: 4.53\n", " Updated data weights\n", "\n", " Iteration 2\n", " Initial RMS Misfit: 3.29 Number of data ignored: 0\n", " Alpha: 750.048 RMS Misfit: 2.46 Roughness: 7.507\n", " Alpha: 348.142 RMS Misfit: 2.02 Roughness: 8.803\n", " Alpha: 161.593 RMS Misfit: 1.76 Roughness: 10.175\n", " Alpha: 75.005 RMS Misfit: 1.62 Roughness: 11.762\n", " Alpha: 34.814 RMS Misfit: 1.54 Roughness: 13.565\n", " Alpha: 16.159 RMS Misfit: 1.51 Roughness: 15.497\n", " Alpha: 7.500 RMS Misfit: 1.51 Roughness: 17.683\n", " Alpha: 3.481 RMS Misfit: 1.52 Roughness: 20.859\n", " Step length set to 1.00000\n", " Final RMS Misfit: 1.51\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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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k = Project(typ='R2')\n", "k.createSurvey(testdir + 'syscal.csv')\n", "k.importElec(testdir + 'elec.csv')\n", "k.invert()\n", "k.showResults(contour=True, sens=True, zlim=[28,29.6])" ] }, { "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" } }, "nbformat": 4, "nbformat_minor": 4 }