Files
simpeg/tests/em/tdem/test_TDEM_combos.py
2016-07-17 16:02:43 -05:00

102 lines
3.8 KiB
Python

from __future__ import print_function
from __future__ import division
from __future__ import unicode_literals
from __future__ import absolute_import
from future import standard_library
standard_library.install_aliases()
from builtins import range
import unittest
from SimPEG import *
from SimPEG import EM
plotIt = False
def getProb(meshType='CYL',rxTypes='bx,bz',nSrc=1):
cs = 5.
ncx = 20
ncy = 6
npad = 20
hx = [(cs,ncx), (cs,npad,1.3)]
hy = [(cs,npad,-1.3), (cs,ncy), (cs,npad,1.3)]
mesh = Mesh.CylMesh([hx,1,hy], '00C')
active = mesh.vectorCCz<0.
activeMap = Maps.InjectActiveCells(mesh, active, np.log(1e-8), nC=mesh.nCz)
mapping = Maps.ExpMap(mesh) * Maps.SurjectVertical1D(mesh) * activeMap
rxOffset = 40.
srcs = []
for ii in range(nSrc):
rxs = [EM.TDEM.RxTDEM(np.array([[rxOffset, 0., 0.]]), np.logspace(-4,-3, 20 + ii), rxType) for rxType in rxTypes.split(',')]
srcs += [EM.TDEM.SrcTDEM_VMD_MVP(rxs,np.array([0., 0., 0.]))]
survey = EM.TDEM.SurveyTDEM(srcs)
prb = EM.TDEM.ProblemTDEM_b(mesh, mapping=mapping)
# prb.timeSteps = [1e-5]
prb.timeSteps = [(1e-05, 10), (5e-05, 10), (2.5e-4, 10)]
# prb.timeSteps = [(1e-05, 100)]
try:
from pymatsolver import MumpsSolver
prb.Solver = MumpsSolver
except ImportError as e:
prb.Solver = SolverLU
sigma = np.ones(mesh.nCz)*1e-8
sigma[mesh.vectorCCz<0] = 1e-1
sigma = np.log(sigma[active])
prb.pair(survey)
return prb, mesh, sigma
def dotestJvec(prb, mesh, sigma):
prb.timeSteps = [(1e-05, 10), (0.0001, 10), (0.001, 10)]
# d_sig = 0.8*sigma #np.random.rand(mesh.nCz)
d_sig = 10*np.random.rand(prb.mapping.nP)
derChk = lambda m: [prb.survey.dpred(m), lambda mx: prb.Jvec(sigma, mx)]
return Tests.checkDerivative(derChk, sigma, plotIt=False, dx=d_sig, num=2, eps=1e-20)
def dotestAdjoint(prb, mesh, sigma):
m = np.random.rand(prb.mapping.nP)
d = np.random.rand(prb.survey.nD)
V1 = d.dot(prb.Jvec(sigma, m))
V2 = m.dot(prb.Jtvec(sigma, d))
print('AdjointTest', V1, V2)
return old_div(np.abs(V1-V2),np.abs(V1)), 1e-6
class TDEM_bDerivTests(unittest.TestCase):
def test_Jvec_bx(self): self.assertTrue(dotestJvec(*getProb(rxTypes='bx')))
def test_Adjoint_bx(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='bx')))
def test_Jvec_bxbz(self): self.assertTrue(dotestJvec(*getProb(rxTypes='bx,bz')))
def test_Adjoint_bxbz(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='bx,bz')))
def test_Jvec_bxbz_2src(self): self.assertTrue(dotestJvec(*getProb(rxTypes='bx,bz',nSrc=2)))
def test_Adjoint_bxbz_2src(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='bx,bz',nSrc=2)))
def test_Jvec_bxbzbz(self): self.assertTrue(dotestJvec(*getProb(rxTypes='bx,bz,bz')))
def test_Adjoint_bxbzbz(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='bx,bz,bz')))
def test_Jvec_dbxdt(self): self.assertTrue(dotestJvec(*getProb(rxTypes='dbxdt')))
def test_Adjoint_dbxdt(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='dbxdt')))
def test_Jvec_dbzdt(self): self.assertTrue(dotestJvec(*getProb(rxTypes='dbzdt')))
def test_Adjoint_dbzdt(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='dbzdt')))
def test_Jvec_dbxdtbz(self): self.assertTrue(dotestJvec(*getProb(rxTypes='dbxdt,bz')))
def test_Adjoint_dbxdtbz(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='dbxdt,bz')))
def test_Jvec_ey(self): self.assertTrue(dotestJvec(*getProb(rxTypes='ey')))
def test_Adjoint_ey(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='ey')))
def test_Jvec_eybzdbxdt(self): self.assertTrue(dotestJvec(*getProb(rxTypes='ey,bz,dbxdt')))
def test_Adjoint_eybzdbxdt(self): self.assertLess(*dotestAdjoint(*getProb(rxTypes='ey,bz,dbxdt')))
if __name__ == '__main__':
unittest.main()