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simpeg/notebooks/scipy2015/MT1DInversion_plotData.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import SimPEG as simpeg\n",
"import simpegMT as simpegmt\n",
"import numpy as np, os\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## Setup the modelling\n",
"# Setting up 1D mesh and conductivity models to forward model data.\n",
"\n",
"# Frequency\n",
"nFreq = 31\n",
"freqs = np.logspace(3,-3,nFreq)\n",
"# Set mesh parameters\n",
"ct = 20\n",
"air = simpeg.Utils.meshTensor([(ct,16,1.4)])\n",
"core = np.concatenate( ( np.kron(simpeg.Utils.meshTensor([(ct,10,-1.3)]),np.ones((5,))) , simpeg.Utils.meshTensor([(ct,5)]) ) )\n",
"bot = simpeg.Utils.meshTensor([(core[0],10,-1.4)])\n",
"x0 = -np.array([np.sum(np.concatenate((core,bot)))])\n",
"# Make the model\n",
"m1d = simpeg.Mesh.TensorMesh([np.concatenate((bot,core,air))], x0=x0)\n",
"\n",
"# Setup model varibles\n",
"active = m1d.vectorCCx<0.\n",
"layer1 = (m1d.vectorCCx<-500.) & (m1d.vectorCCx>=-800.)\n",
"layer2 = (m1d.vectorCCx<-3500.) & (m1d.vectorCCx>=-5000.)\n",
"# Set the conductivity values\n",
"sig_half = 2e-3\n",
"sig_air = 1e-8\n",
"sig_layer1 = .2\n",
"sig_layer2 = .2\n",
"# Make the true model\n",
"sigma_true = np.ones(m1d.nCx)*sig_air\n",
"sigma_true[active] = sig_half\n",
"sigma_true[layer1] = sig_layer1\n",
"sigma_true[layer2] = sig_layer2\n",
"# Extract the model \n",
"m_true = np.log(sigma_true[active])\n",
"# Make the background model\n",
"sigma_0 = np.ones(m1d.nCx)*sig_air\n",
"sigma_0[active] = sig_half\n",
"m_0 = np.log(sigma_0[active])\n",
"\n",
"# Set the mapping\n",
"actMap = simpeg.Maps.ActiveCells(m1d, active, np.log(1e-8), nC=m1d.nCx)\n",
"mappingExpAct = simpeg.Maps.ExpMap(m1d) * actMap"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"## Setup the layout of the survey, set the sources and the connected receivers\n",
"\n",
"# Receivers \n",
"rxList = []\n",
"for rxType in ['z1dr','z1di']:\n",
" rxList.append(simpegmt.SurveyMT.RxMT(simpeg.mkvc(np.array([0.0]),2).T,rxType))\n",
"# Source list\n",
"srcList =[]\n",
"for freq in freqs:\n",
" srcList.append(simpegmt.SurveyMT.srcMT_polxy_1Dprimary(rxList,freq))\n",
"# Make the survey\n",
"survey = simpegmt.SurveyMT.SurveyMT(srcList)\n",
"survey.mtrue = m_true\n",
"# Set the problem\n",
"problem = simpegmt.ProblemMT1D.eForm_psField(m1d,sigmaPrimary=sigma_0,mapping=mappingExpAct)\n",
"from pymatsolver import MumpsSolver\n",
"problem.solver = MumpsSolver\n",
"problem.pair(survey)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"## Forward model observed data \n",
"# Project the data\n",
"d_true = survey.dpred(m_true)\n",
"survey.dtrue = d_true\n",
"# Add noise to the true data\n",
"std = 0.05 # 5% std\n",
"noise = std*abs(survey.dtrue)*np.random.randn(*survey.dtrue.shape)\n",
"# Assign the dobs\n",
"survey.dobs = survey.dtrue + noise\n",
"survey.std = survey.dobs*0 + std\n",
"# Assign the data weight\n",
"survey.Wd = 1/(abs(survey.dobs)*std)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"modList = []\n",
"modFiles = glob('*52.npy')\n",
"modFiles.sort()\n",
"for f in modFiles:\n",
" modList.append(np.load(f))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"data": {
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pwqSy84Axpj/wKpCFc0l3CTBTa32wTJu/AklAb+BRrbWf6/dBiDWESV8y8CYwEtiNM1q3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\nCl2EEG2FEIOFEMMrH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a1wP0DHIq4eyuhTKJwQIcQ1wEqgAFiL1tcyBHgIeFQIMVxKWetK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\nDwMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f6d2961e810>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"simpegmt.Utils.dataUtils.plotMT1DModelData(problem,[m_0,modList[10],modList[15],modList[24]])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"ERROR: No traceback has been produced, nothing to debug.\n"
]
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"25"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(modList)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}