{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "R2 basic tutorial\n", "=======\n", "\n", "In this tutorial you will learn how to use the Python API of R* codes (http://www.es.lancs.ac.uk/people/amb/Freeware/R2/R2.htm).\n", "Start by importing the `Project` master class from the API (Application Programming Interface)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1 Basics imports\n", "---\n", "Just import basic packages and the R2 API as a module (note : you will need to change the path for it, here we assume you launched the jupyter from inside the /examples/jupyter-notebook folder)." ] }, { "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", "sys.path.append((os.path.relpath('../src'))) # add here the relative path of the API folder\n", "testdir = '../src/examples/dc-2d/'\n", "from resipy import Project" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "2 Create an 'Project' object, import data and plot pseudo section\n", "----\n", "> The `Project` class was referred to as `R2` class in older version of ResIPy.\n", "\n", "The first step is to create an object out of the `Project` class, let's call it ```k``` . This is the main object we are going to interact with. Then the second step is to read the data from a survey file. Here we choose a csv file from the Syscal Pro that contains resistivity data only. Note then when importing the survey data, the object automatically search for reciprocal measurements and will compute a reciprocal error with the ones it finds." ] }, { "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", "308/344 reciprocal measurements found.\n", "0 measurements error > 20 %\n" ] } ], "source": [ "k = Project(typ='R2') # create a Project object in a working directory (can also set using k.setwd())\n", "k.createSurvey(testdir + 'syscal.csv', ftype='Syscal') # read the survey file" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the pseudosection and display errors based on reciprocal measurements." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.showPseudo()\n", "k.showError() # plot the reciprocal errors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "3 Data filtering\n", "---\n", "Below are a few examples of data filtering routines that can be used:\n", "- `k.filterUnpaired()` to remove unpaired measurements (so measurements with no reciprocal) -> those could be dummy measurements in a dipole-dipole configuration\n", "- `k.filterElec([5])` to remove a specific electrode (e.g. here all quadrupoles with electrode 5 are deleted)\n", "- `k.filterRecip(20)` to remove measurements based on their relative reciprocal error (e.g. all quadrupoles with a reciprocal error > 20% are discarded).\n", "More advanced data filtering can be achieved using the `filterData()` method from the `Survey` class. This method allows to filter out specific quadrupoles. An interactive version of it can be access using the `filterManual()` method which produces an interactive pseudo-section in the UI." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "removeUnpaired:filterData: 36 / 344 quadrupoles removed.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.filterUnpaired()\n", "k.showPseudo() # this actually removed the dummy measurements in this dipole-dipole survey (added for speed optimization)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "filterData: 48 / 308 quadrupoles removed.\n", "48 measurements removed!\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.filterElec([5]) # remove all quadrupoles associated with electrode 5\n", "k.showPseudo()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 measurements with greater than 20.0% reciprocal error removed!\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.filterRecip(percent=20) # in this case this only removes one quadrupoles with reciprocal error bigger than 20 percent\n", "k.showPseudo()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4 Fitting an error model\n", "---\n", "Different errors models are available to be fitted for DC data:\n", "- a simple linear model: `k.fitErrorLin()`\n", "- a power law model: `k.fitErrorPwl()`\n", "- a linear mixed effect model: `k.fitErrorLME()` (on Linux only with an R kernel installed)\n", "Each of those will create a new error column in the `Survey` object that will be used in the inversion if `k.err = True`.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error model is R_err = 0.006*R_avg + 0 (R^2 = 0.996)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.fitErrorLin()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Error model is R_err = 0.005 R_avg^1.127 (R^2 = 0.992)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.fitErrorPwl()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "5 Mesh\n", "----\n", "Two types of mesh can be created in 2D:\n", "- a quadrilateral mesh (`k.createMesh('quad')`)\n", "- a triangular mesh (`k.createmesh('trian')`)\n", "For 3D, only tetrahedral mesh can be created using `k.createMesh('tetra')`." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating quadrilateral mesh...done (3306 elements)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.createMesh(typ='quad') # generate quadrilateral mesh (default for 2D survey)\n", "k.showMesh()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Creating triangular mesh...done (1642 elements)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.createMesh('trian', show_output=False) # this actually call gmsh.exe to create the mesh\n", "k.showMesh()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "7 Inversion\n", "---\n", "The inversion takes place in the specify working directory of the R2 object specified the first time the `k = R2()` is called. It can be changed after by using `k.setwd()`.\n", "The parameters of the inversion are defined in a dictionnary in `k.param` and ca be changed manually by the user (e.g. `k.param['a_wgt'] = 0.01`. All parameters have a default values and their names follow the R2 manual. The `.in` file is written automatically when the `k.invert()` method is called." ] }, { "cell_type": "code", "execution_count": 11, "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", " >> D a t a w e i g h t t o b e r e a d f r o m d a t a f i l e <<\n", "\n", "\n", " Processing dataset 1\n", "\n", "\n", " Measurements read: 130 Measurements rejected: 0\n", " Geometric mean of apparent resistivities: 0.52480E+02\n", "\n", " >> Total Memory required is: 0.002 Gb\n", "\n", " Iteration 1\n", " Initial RMS Misfit: 125.18 Number of data ignored: 0\n", " Alpha: 4290.693 RMS Misfit: 7.62 Roughness: 1.683\n", " Alpha: 1991.563 RMS Misfit: 6.52 Roughness: 2.389\n", " Alpha: 924.402 RMS Misfit: 5.60 Roughness: 3.498\n", " Alpha: 429.069 RMS Misfit: 4.92 Roughness: 5.145\n", " Alpha: 199.156 RMS Misfit: 4.61 Roughness: 7.204\n", " Alpha: 92.440 RMS Misfit: 4.60 Roughness: 9.502\n", " Alpha: 42.907 RMS Misfit: 5.47 Roughness: 12.258\n", " Step length set to 1.00000\n", " Final RMS Misfit: 4.60\n", " Updated data weights\n", "\n", " Iteration 2\n", " Initial RMS Misfit: 3.45 Number of data ignored: 0\n", " Alpha: 52.960 RMS Misfit: 1.09 Roughness: 11.091\n", " Alpha: 24.582 RMS Misfit: 0.78 Roughness: 13.255\n", " Step length set to 1.00000\n", " Final RMS Misfit: 0.78\n", " Final RMS Misfit: 1.03\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.param['data_type'] = 1 # using log of resistitivy\n", "k.err = True # if we want to use the error from the error models fitted before\n", "k.invert() # this will do the inversion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "8 Results visualisation and post-processing\n", "---\n", "Results can be show with `k.showResults()`. Multiple arguments can be passed to the method in order rescale the colorbar bar, view the sensitivity or not, change the attribute or plot contour. The errors from the inversion can also be plotted using either `k.pseudoError()` or `k.showInvError()`." ] }, { "cell_type": "code", "execution_count": 12, "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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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.showResults(attr='Resistivity(ohm.m)', sens=False, contour=True, vmin=30, vmax=100)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.showPseudoInvError() # allow to see if some electrodes get higher error" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "k.showInvError() # all errors should be between -3 and 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a nutshell\n", "-------------\n", "Below is a minimal example which imports the data, plots a pseudo section and inverts using all default parameters." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Working directory is: /media/jkl/data/phd/resipy/src/resipy\n", "clearing dirname\n", "308/344 reciprocal measurements found.\n", "0 measurements error > 20 %\n", "Creating triangular mesh...done (1786 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: 190 Measurements rejected: 0\n", " Geometric mean of apparent resistivities: 0.52987E+02\n", "\n", " >> Total Memory required is: 0.003 Gb\n", "\n", " Iteration 1\n", " Initial RMS Misfit: 28.73 Number of data ignored: 0\n", " Alpha: 430.648 RMS Misfit: 1.97 Roughness: 1.966\n", " Alpha: 199.889 RMS Misfit: 1.54 Roughness: 2.907\n", " Alpha: 92.780 RMS Misfit: 1.23 Roughness: 4.065\n", " Alpha: 43.065 RMS Misfit: 1.02 Roughness: 5.479\n", " Alpha: 19.989 RMS Misfit: 0.90 Roughness: 7.232\n", " Step length set to 1.00000\n", " Final RMS Misfit: 0.90\n", "\n", " Cannot fit quadratic through step lengths\n", " Final RMS Misfit: 0.90\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" ] }, { "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') # create an Project object in a working directory (can also set using k.setwd())\n", "k.createSurvey(testdir + 'syscal.csv', ftype='Syscal') # read the survey file\n", "k.showPseudo() # plot pseudo section\n", "k.invert(iplot=True) # does the inversion (generate quand mesh and use default R2.in settings)" ] }, { "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 }