{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ERT - Basic inversion" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "import pygimli as pg\n", "import pygimli.meshtools as mt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Inversion" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "ert = pg.physics.ERTManager(sr=False, useBert=True, verbose=True, debug=False)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Cache /home/su530201/miniconda3/envs/pg/lib/python3.7/site-packages/pygimli/physics/ert/ert.py:createGeometricFactors restored (0.0s x 2): /home/su530201/.cache/pygimli/13455931871205019889\n" ] }, { "data": { "text/plain": [ "1" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pg.DataContainerERT('./data/Eugies_ERT.txt')\n", "data.set('k', pg.physics.ert.createGeometricFactors(data))\n", "data.set('rhoa', data('r')*data('k'))\n", "data.set('err',ert.estimateError(data,absoluteError=0.001,relativeError=0.02))\n", "data.checkDataValidity()\n", "data.removeInvalid()\n", "data.save('./data/Eugies_ERT.dat', 'a b m n rhoa err k')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Found 2 regions.\n", "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Region with smallest marker (1) set to background\n", "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Creating forward mesh from region infos.\n", "20/05/21 - 09:52:36 - Core - \u001b[0;33;49mWARNING\u001b[0m - Region Nr: 1 is background and should not get a model transformation.\n", "20/05/21 - 09:52:36 - Core - \u001b[0;33;49mWARNING\u001b[0m - Region Nr: 1 is background and should not get a model control.\n", "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Creating refined mesh (H2) to solve forward task.\n", "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Starting inversion.\n", "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Set default startmodel to median(data values)=39.2283496253657\n", "20/05/21 - 09:52:36 - pyGIMLi - \u001b[0;32;49mINFO\u001b[0m - Created startmodel from forward operator: 428 [39.2283496253657,...,39.2283496253657]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "fop: \n", "Data transformation: \n", "Model transformation: \n", "min/max (data): 19.22/107\n", "min/max (error): 2.00%/2.01%\n", "min/max (start model): 39.23/39.23\n", "--------------------------------------------------------------------------------\n", "--------------------------------------------------------------------------------\n", "inv.iter 2 ... chi² = 12.29 (dPhi = 90.12%) lam: 10.0\n", "--------------------------------------------------------------------------------\n", "inv.iter 3 ... chi² = 4.91 (dPhi = 53.66%) lam: 10.0\n", "--------------------------------------------------------------------------------\n", "inv.iter 4 ... chi² = 0.66 (dPhi = 63.51%) lam: 10.0\n", "\n", "\n", "################################################################################\n", "# Abort criterion reached: chi² <= 1 (0.66) #\n", "################################################################################\n", "0.6620863676324141\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run the ERTManager to invert the modeled data.\n", "# The necessary inversion mesh is generated automatically.\n", "model = ert.invert(data=data, paraDX=0.25, maxCellArea=10.0, lam=10)\n", "chi2 = ert.inv.chi2()\n", "print(chi2)\n", "# Let the ERTManger show you the model and fitting results of the last\n", "# successful run.\n", "# Show data, model response, and model\n", "ert.showResultAndFit(cMap='jet');" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(16,10))\n", "ax, cbar = ert.showModel(model, ax=ax)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(,\n", " )" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pg.show(ert.paraDomain, ert.paraModel())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Display with coverage" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "nbsphinx-thumbnail": { "tooltip": "This tooltip message was defined in cell metadata" } }, "outputs": [ { "data": { "text/plain": [ "(-70.0, 0.0)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(16,10))\n", "pg.viewer.showMesh(mesh=ert.paraDomain, data = model, markers=False, coverage=ert.coverage(), cMap='jet', logScale=True, ax=ax)\n", "ax.set_ylim([-70, 0])" ] } ], "metadata": { "celltoolbar": "Edit Metadata", "kernelspec": { "display_name": "pygimli_1.1_python", "language": "python", "name": "pygimli_1.1_python" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }