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##############################################################################
#
# Copyright (c) 2009-2018 by The University of Queensland
# http://www.uq.edu.au
#
# Primary Business: Queensland, Australia
# Licensed under the Apache License, version 2.0
# http://www.apache.org/licenses/LICENSE-2.0
#
# Development until 2012 by Earth Systems Science Computational Center (ESSCC)
# Development 2012-2013 by School of Earth Sciences
# Development from 2014 by Centre for Geoscience Computing (GeoComp)
#
##############################################################################
"""3D gravity/magnetic joint inversion example using netCDF data"""
from __future__ import division, print_function
__copyright__="""Copyright (c) 2009-2018 by The University of Queensland
http://www.uq.edu.au
Primary Business: Queensland, Australia"""
__license__="""Licensed under the Apache License, version 2.0
http://www.apache.org/licenses/LICENSE-2.0"""
__url__="https://launchpad.net/escript-finley"
# Import required modules
from esys.downunder import *
from esys.escript import unitsSI as U
from esys.escript import saveDataCSV, hasFeature
from esys.weipa import *
import logging
logger=logging.getLogger('inv.MinimizerLBFGS')
logger.setLevel(logging.DEBUG)
# Set parameters
MAGNETIC_DATASET = 'data/MagneticSmall.nc'
MAG_UNITS = U.Nano * U.Tesla
GRAVITY_DATASET = 'data/GravitySmall.nc'
GRAV_UNITS = 1e-6 * U.m/(U.sec**2)
# background magnetic field components (B_East, B_North, B_Vertical)
B_b = [2201.*U.Nano*U.Tesla, 31232.*U.Nano*U.Tesla, -41405.*U.Nano*U.Tesla]
PAD_X = 0.2
PAD_Y = 0.2
thickness = 40. * U.km
l_air = 6. * U.km
n_cells_v = 25
mu_gravity = 10./2
mu_magnetic = 0.1/2/2
COORDINATES=CartesianReferenceSystem()
#COORDINATES=WGS84ReferenceSystem()
def work():
# Setup and run the inversion
grav_source=NetCdfData(NetCdfData.GRAVITY, GRAVITY_DATASET, scale_factor=GRAV_UNITS, reference_system=COORDINATES)
mag_source=NetCdfData(NetCdfData.MAGNETIC, MAGNETIC_DATASET, scale_factor=MAG_UNITS, reference_system=COORDINATES)
db=DomainBuilder(dim=3, reference_system=COORDINATES)
db.addSource(grav_source)
db.addSource(mag_source)
db.setVerticalExtents(depth=thickness, air_layer=l_air, num_cells=n_cells_v)
db.setFractionalPadding(pad_x=PAD_X, pad_y=PAD_Y)
db.setBackgroundMagneticFluxDensity(B_b)
db.fixDensityBelow(depth=thickness)
db.fixSusceptibilityBelow(depth=thickness)
inv=JointGravityMagneticInversion()
inv.setSolverTolerance(1e-4)
inv.setSolverMaxIterations(100)
inv.setup(db)
inv.getCostFunction().setTradeOffFactorsModels([mu_gravity, mu_magnetic])
inv.getCostFunction().setTradeOffFactorsRegularization(mu = [1.,1.], mu_c=1.)
density, susceptibility = inv.run()
print("density = %s"%density)
print("susceptibility = %s"%susceptibility)
g, wg = db.getGravitySurveys()[0]
B, wB = db.getMagneticSurveys()[0]
if saveSilo("result_gravmag.silo", density=density, gravity_anomaly=g, gravity_weight=wg, susceptibility=susceptibility, magnetic_anomaly=B, magnetic_weight=wB):
print("Results saved in result_gravmag.silo")
else:
print("Failed to save result_gravmag.silo. Possibly no Silo support.")
saveVTK("result_gravmag.vtu", density=density, gravity_anomaly=g, gravity_weight=wg, susceptibility=susceptibility, magnetic_anomaly=B, magnetic_weight=wB)
print("Results saved in result_gravmag.vtu")
saveDataCSV("result_gravmag.csv", density=density, susceptibility=susceptibility, x=susceptibility.getFunctionSpace().getX())
print("Results saved in result_gravmag.csv")
print("All done. Have a nice day!")
try:
import pyproj
HAVE_PYPROJ = True
except ImportError:
HAVE_PYPROJ = False
try:
import esys.ripley
HAVE_RIPLEY = True
except ImportError:
HAVE_RIPLEY = False
if not hasFeature('netcdf'):
print("This example requires scipy's netcdf support which does not appear to be installed.")
elif not HAVE_RIPLEY:
print("Ripley module not available")
elif not HAVE_PYPROJ:
print("This example requires pyproj to be installed.")
else:
work()
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