mirror of
https://github.com/wassname/simpeg.git
synced 2026-06-27 19:48:52 +08:00
Lindsey Heagy
163 lines
4.9 KiB
Python
163 lines
4.9 KiB
Python
import unittest
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import SimPEG as simpeg
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from SimPEG import MT
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from SimPEG.Utils import meshTensor
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import numpy as np
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# Define the tolerances
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TOLr = 5e-2
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TOLp = 5e-2
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def setupSurvey(sigmaHalf,tD=True):
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# Frequency
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nFreq = 33
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freqs = np.logspace(3,-3,nFreq)
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# Make the mesh
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ct = 5
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air = meshTensor([(ct,25,1.3)])
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# coreT0 = meshTensor([(ct,15,1.2)])
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# coreT1 = np.kron(meshTensor([(coreT0[-1],15,1.3)]),np.ones((7,)))
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core = np.concatenate( ( np.kron(meshTensor([(ct,15,-1.2)]),np.ones((10,))) , meshTensor([(ct,20)]) ) )
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bot = meshTensor([(core[0],10,-1.3)])
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x0 = -np.array([np.sum(np.concatenate((core,bot)))])
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m1d = simpeg.Mesh.TensorMesh([np.concatenate((bot,core,air))], x0=x0)
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# Make the model
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sigma = np.zeros(m1d.nC) + sigmaHalf
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sigma[m1d.gridCC > 0 ] = 1e-8
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rxList = []
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for rxType in ['z1dr','z1di']:
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rxList.append(MT.Rx(simpeg.mkvc(np.array([0.0]),2).T,rxType))
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# Source list
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srcList =[]
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if tD:
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for freq in freqs:
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srcList.append(MT.SrcMT.polxy_1DhomotD(rxList,freq))
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else:
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for freq in freqs:
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srcList.append(MT.SrcMT.polxy_1Dprimary(rxList,freq))
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survey = MT.Survey(srcList)
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return survey, sigma, m1d
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def getAppResPhs(MTdata):
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# Make impedance
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def appResPhs(freq,z):
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app_res = ((1./(8e-7*np.pi**2))/freq)*np.abs(z)**2
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app_phs = np.arctan2(z.imag,z.real)*(180/np.pi)
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return app_res, app_phs
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zList = []
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for src in MTdata.survey.srcList:
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zc = [src.freq]
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for rx in src.rxList:
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if 'i' in rx.rxType:
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m=1j
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else:
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m = 1
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zc.append(m*MTdata[src,rx])
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zList.append(zc)
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return [appResPhs(zList[i][0],np.sum(zList[i][1:3])) for i in np.arange(len(zList))]
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def appRes_TotalFieldNorm(sigmaHalf):
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# Make the survey
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survey, sigma, mesh = setupSurvey(sigmaHalf)
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problem = MT.Problem1D.eForm_TotalField(mesh)
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problem.pair(survey)
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# Get the fields
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fields = problem.fields(sigma)
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# Project the data
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data = survey.eval(fields)
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# Calculate the app res and phs
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app_r = np.array(getAppResPhs(data))[:,0]
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return np.linalg.norm(np.abs(app_r - np.ones(survey.nFreq)/sigmaHalf)*sigmaHalf)
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def appPhs_TotalFieldNorm(sigmaHalf):
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# Make the survey
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survey, sigma, mesh = setupSurvey(sigmaHalf)
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problem = MT.Problem1D.eForm_TotalField(mesh)
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problem.pair(survey)
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# Get the fields
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fields = problem.fields(sigma)
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# Project the data
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data = survey.eval(fields)
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# Calculate the app phs
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app_p = np.array(getAppResPhs(data))[:,1]
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return np.linalg.norm(np.abs(app_p - np.ones(survey.nFreq)*45)/ 45)
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def appRes_psFieldNorm(sigmaHalf):
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# Make the survey
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survey, sigma, mesh = setupSurvey(sigmaHalf,False)
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problem = MT.Problem1D.eForm_psField(mesh, sigmaPrimary = sigma)
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problem.pair(survey)
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# Get the fields
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fields = problem.fields(sigma)
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# Project the data
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data = survey.eval(fields)
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# Calculate the app res and phs
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app_r = np.array(getAppResPhs(data))[:,0]
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return np.linalg.norm(np.abs(app_r - np.ones(survey.nFreq)/sigmaHalf)*sigmaHalf)
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def appPhs_psFieldNorm(sigmaHalf):
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# Make the survey
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survey, sigma, mesh = setupSurvey(sigmaHalf,False)
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problem = MT.Problem1D.eForm_psField(mesh, sigmaPrimary = sigma)
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problem.pair(survey)
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# Get the fields
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fields = problem.fields(sigma)
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# Project the data
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data = survey.eval(fields)
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# Calculate the app phs
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app_p = np.array(getAppResPhs(data))[:,1]
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return np.linalg.norm(np.abs(app_p - np.ones(survey.nFreq)*45)/ 45)
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class TestAnalytics(unittest.TestCase):
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def setUp(self):
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pass
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# Total Fields
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# def test_appRes2en1(self):self.assertLess(appRes_TotalFieldNorm(2e-1), TOLr)
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# def test_appPhs2en1(self):self.assertLess(appPhs_TotalFieldNorm(2e-1), TOLp)
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# def test_appRes2en2(self):self.assertLess(appRes_TotalFieldNorm(2e-2), TOLr)
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# def test_appPhs2en2(self):self.assertLess(appPhs_TotalFieldNorm(2e-2), TOLp)
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# def test_appRes2en3(self):self.assertLess(appRes_TotalFieldNorm(2e-3), TOLr)
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# def test_appPhs2en3(self):self.assertLess(appPhs_TotalFieldNorm(2e-3), TOLp)
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# def test_appRes2en4(self):self.assertLess(appRes_TotalFieldNorm(2e-4), TOLr)
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# def test_appPhs2en4(self):self.assertLess(appPhs_TotalFieldNorm(2e-4), TOLp)
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# def test_appRes2en5(self):self.assertLess(appRes_TotalFieldNorm(2e-5), TOLr)
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# def test_appPhs2en5(self):self.assertLess(appPhs_TotalFieldNorm(2e-5), TOLp)
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# def test_appRes2en6(self):self.assertLess(appRes_TotalFieldNorm(2e-6), TOLr)
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# def test_appPhs2en6(self):self.assertLess(appPhs_TotalFieldNorm(2e-6), TOLp)
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# Primary/secondary
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def test_appRes2en2_ps(self):self.assertLess(appRes_psFieldNorm(2e-2), TOLr)
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def test_appPhs2en2_ps(self):self.assertLess(appPhs_psFieldNorm(2e-2), TOLp)
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if __name__ == '__main__':
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unittest.main()
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