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

98 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()
import unittest
from SimPEG import *
from SimPEG import EM
from scipy.constants import mu_0
import matplotlib.pyplot as plt
try:
from pymatsolver import MumpsSolver
except ImportError as e:
MumpsSolver = SolverLU
def halfSpaceProblemAnaDiff(meshType, sig_half=1e-2, rxOffset=50., bounds=None, showIt=False):
if bounds is None:
bounds = [1e-5,1e-3]
if meshType == 'CYL':
cs, ncx, ncz, npad = 5., 30, 10, 15
hx = [(cs,ncx), (cs,npad,1.3)]
hz = [(cs,npad,-1.3), (cs,ncz), (cs,npad,1.3)]
mesh = Mesh.CylMesh([hx,1,hz], '00C')
elif meshType == 'TENSOR':
cs, nc, npad = 20., 13, 5
hx = [(cs,npad,-1.3), (cs,nc), (cs,npad,1.3)]
hy = [(cs,npad,-1.3), (cs,nc), (cs,npad,1.3)]
hz = [(cs,npad,-1.3), (cs,nc), (cs,npad,1.3)]
mesh = Mesh.TensorMesh([hx,hy,hz], 'CCC')
active = mesh.vectorCCz<0.
actMap = Maps.InjectActiveCells(mesh, active, np.log(1e-8), nC=mesh.nCz)
mapping = Maps.ExpMap(mesh) * Maps.SurjectVertical1D(mesh) * actMap
rx = EM.TDEM.RxTDEM(np.array([[rxOffset, 0., 0.]]), np.logspace(-5,-4, 21), 'bz')
src = EM.TDEM.SrcTDEM_VMD_MVP([rx], loc=np.array([0., 0., 0.]))
# src = EM.TDEM.SrcTDEM([rx], loc=np.array([0., 0., 0.]))
survey = EM.TDEM.SurveyTDEM([src])
prb = EM.TDEM.ProblemTDEM_b(mesh, mapping=mapping)
prb.Solver = MumpsSolver
prb.timeSteps = [(1e-06, 40), (5e-06, 40), (1e-05, 40), (5e-05, 40), (0.0001, 40), (0.0005, 40)]
sigma = np.ones(mesh.nCz)*1e-8
sigma[active] = sig_half
sigma = np.log(sigma[active])
prb.pair(survey)
bz_ana = mu_0*EM.Analytics.hzAnalyticDipoleT(rx.locs[0][0]+1e-3, rx.times, sig_half)
bz_calc = survey.dpred(sigma)
ind = np.logical_and(rx.times > bounds[0],rx.times < bounds[1])
log10diff = old_div(np.linalg.norm(np.log10(np.abs(bz_calc[ind])) - np.log10(np.abs(bz_ana[ind]))),np.linalg.norm(np.log10(np.abs(bz_ana[ind]))))
print('Difference: ', log10diff)
if showIt == True:
plt.loglog(rx.times[bz_calc>0], bz_calc[bz_calc>0], 'r', rx.times[bz_calc<0], -bz_calc[bz_calc<0], 'r--')
plt.loglog(rx.times, abs(bz_ana), 'b*')
plt.title('sig_half = %e'%sig_half)
plt.show()
return log10diff
class TDEM_bTests(unittest.TestCase):
def test_analytic_p2_CYL_50m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=50., sig_half=1e+2) < 0.01)
def test_analytic_p1_CYL_50m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=50., sig_half=1e+1) < 0.01)
def test_analytic_p0_CYL_50m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=50., sig_half=1e+0) < 0.01)
def test_analytic_m1_CYL_50m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=50., sig_half=1e-1) < 0.01)
def test_analytic_m2_CYL_50m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=50., sig_half=1e-2) < 0.01)
def test_analytic_m3_CYL_50m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=50., sig_half=1e-3) < 0.02)
def test_analytic_p0_CYL_1m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=1.0, sig_half=1e+0) < 0.01)
def test_analytic_m1_CYL_1m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=1.0, sig_half=1e-1) < 0.01)
def test_analytic_m2_CYL_1m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=1.0, sig_half=1e-2) < 0.01)
def test_analytic_m3_CYL_1m(self):
self.assertTrue(halfSpaceProblemAnaDiff('CYL', rxOffset=1.0, sig_half=1e-3) < 0.02)
if __name__ == '__main__':
unittest.main()