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Rx classes for FDEM
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import SimPEG
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from SimPEG.EM.Utils import *
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from SimPEG.EM.Base import BaseEMSurvey
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from scipy.constants import mu_0
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from SimPEG.Utils import Zero, Identity
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import SrcFDEM as Src
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import RxFDEM as Rx
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from SimPEG import sp
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class BaseRx(SimPEG.Survey.BaseRx):
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"""
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Frequency domain receivers
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:param numpy.ndarray locs: receiver locations (ie. :code:`np.r_[x,y,z]`)
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"""
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def __init__(self, locs, orientation=None, real_or_imag=None):
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assert(orientation in ['x','y','z']), "Orientation %s not known. Orientation must be in 'x', 'y', 'z'. Arbitrary orientations have not yet been implemented."%orientation
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assert(real_or_imag in ['real', 'imag']), "'real_or_imag' must be 'real' or 'imag', not %s"%real_or_imag
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self.projComp = orientation
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self.real_or_imag = real_or_imag
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SimPEG.Survey.BaseRx.__init__(self, locs, rxType=None) #TODO: remove rxType from baseRx
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def projGLoc(self, u):
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"""Grid Location projection (e.g. Ex Fy ...)"""
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return u._GLoc(self.projField) + self.projComp
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def eval(self, src, mesh, f):
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"""
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Project fields to recievers to get data.
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:param Source src: FDEM source
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:param Mesh mesh: mesh used
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:param Fields f: fields object
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:rtype: numpy.ndarray
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:return: fields projected to recievers
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"""
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P = self.getP(mesh, self.projGLoc(f))
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f_part_complex = f[src, self.projField]
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# get the real or imag component
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f_part = getattr(f_part_complex, self.real_or_imag)
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return P*f_part
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def evalDeriv(self, src, mesh, f, v, adjoint=False):
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"""
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Derivative of projected fields with respect to the inversion model times a vector.
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:param Source src: FDEM source
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:param Mesh mesh: mesh used
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:param Fields f: fields object
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:param numpy.ndarray v: vector to multiply
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:rtype: numpy.ndarray
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:return: fields projected to recievers
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"""
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P = self.getP(mesh, self.projGLoc(f))
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if not adjoint:
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Pv_complex = P * v
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# real_or_imag = self.projComp
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Pv = getattr(Pv_complex, self.real_or_imag)
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elif adjoint:
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Pv_real = P.T * v
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# real_or_imag = self.projComp
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if self.real_or_imag == 'imag':
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Pv = 1j*Pv_real
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elif self.real_or_imag == 'real':
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Pv = Pv_real.astype(complex)
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else:
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raise NotImplementedError('must be real or imag')
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return Pv
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class eField(BaseRx):
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def __init__(self, locs, orientation=None, real_or_imag=None):
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self.projField = 'e'
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BaseRx.__init__(self, locs, orientation, real_or_imag)
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class bField(BaseRx):
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def __init__(self, locs, orientation=None, real_or_imag=None):
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self.projField = 'b'
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BaseRx.__init__(self, locs, orientation, real_or_imag)
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class hField(BaseRx):
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def __init__(self, locs, orientation=None, real_or_imag=None):
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self.projField = 'h'
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BaseRx.__init__(self, locs, orientation, real_or_imag)
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class jField(BaseRx):
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def __init__(self, locs, orientation=None, real_or_imag=None):
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self.projField = 'j'
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BaseRx.__init__(self, locs, orientation, real_or_imag)
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@@ -4,126 +4,9 @@ from SimPEG.EM.Base import BaseEMSurvey
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from scipy.constants import mu_0
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from SimPEG.Utils import Zero, Identity
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import SrcFDEM as Src
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import RxFDEM as Rx
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from SimPEG import sp
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####################################################
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# Receivers
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####################################################
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class Rx(SimPEG.Survey.BaseRx):
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"""
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Frequency domain receivers
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:param numpy.ndarray locs: receiver locations (ie. :code:`np.r_[x,y,z]`)
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:param string rxType: reciever type from knownRxTypes
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"""
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knownRxTypes = {
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'exr':['e', 'x', 'real'],
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'eyr':['e', 'y', 'real'],
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'ezr':['e', 'z', 'real'],
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'exi':['e', 'x', 'imag'],
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'eyi':['e', 'y', 'imag'],
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'ezi':['e', 'z', 'imag'],
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'bxr':['b', 'x', 'real'],
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'byr':['b', 'y', 'real'],
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'bzr':['b', 'z', 'real'],
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'bxi':['b', 'x', 'imag'],
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'byi':['b', 'y', 'imag'],
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'bzi':['b', 'z', 'imag'],
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'jxr':['j', 'x', 'real'],
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'jyr':['j', 'y', 'real'],
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'jzr':['j', 'z', 'real'],
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'jxi':['j', 'x', 'imag'],
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'jyi':['j', 'y', 'imag'],
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'jzi':['j', 'z', 'imag'],
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'hxr':['h', 'x', 'real'],
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'hyr':['h', 'y', 'real'],
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'hzr':['h', 'z', 'real'],
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'hxi':['h', 'x', 'imag'],
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'hyi':['h', 'y', 'imag'],
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'hzi':['h', 'z', 'imag'],
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}
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radius = None
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def __init__(self, locs, rxType):
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SimPEG.Survey.BaseRx.__init__(self, locs, rxType)
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@property
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def projField(self):
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"""Field Type projection (e.g. e b ...)"""
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return self.knownRxTypes[self.rxType][0]
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@property
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def projComp(self):
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"""Component projection (real/imag)"""
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return self.knownRxTypes[self.rxType][2]
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def projGLoc(self, u):
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"""Grid Location projection (e.g. Ex Fy ...)"""
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return u._GLoc(self.rxType[0]) + self.knownRxTypes[self.rxType][1]
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def eval(self, src, mesh, f):
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"""
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Project fields to recievers to get data.
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:param Source src: FDEM source
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:param Mesh mesh: mesh used
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:param Fields f: fields object
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:rtype: numpy.ndarray
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:return: fields projected to recievers
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"""
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# projGLoc = u._GLoc(self.knownRxTypes[self.rxType][0])
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# projGLoc += self.knownRxTypes[self.rxType][1]
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P = self.getP(mesh, self.projGLoc(f))
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f_part_complex = f[src, self.projField]
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# get the real or imag component
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real_or_imag = self.projComp
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f_part = getattr(f_part_complex, real_or_imag)
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return P*f_part
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def evalDeriv(self, src, mesh, f, v, adjoint=False):
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"""
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Derivative of projected fields with respect to the inversion model times a vector.
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:param Source src: FDEM source
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:param Mesh mesh: mesh used
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:param Fields f: fields object
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:param numpy.ndarray v: vector to multiply
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:rtype: numpy.ndarray
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:return: fields projected to recievers
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"""
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P = self.getP(mesh, self.projGLoc(f))
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if not adjoint:
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Pv_complex = P * v
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real_or_imag = self.projComp
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Pv = getattr(Pv_complex, real_or_imag)
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elif adjoint:
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Pv_real = P.T * v
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real_or_imag = self.projComp
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if real_or_imag == 'imag':
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Pv = 1j*Pv_real
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elif real_or_imag == 'real':
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Pv = Pv_real.astype(complex)
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else:
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raise NotImplementedError('must be real or imag')
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return Pv
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####################################################
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# Survey
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####################################################
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class Survey(BaseEMSurvey):
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"""
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Frequency domain electromagnetic survey
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@@ -132,7 +15,7 @@ class Survey(BaseEMSurvey):
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"""
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srcPair = Src.BaseSrc
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rxPair = Rx
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rxPair = Rx.BaseRx
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def __init__(self, srcList, **kwargs):
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# Sort these by frequency
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@@ -1,3 +1,5 @@
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from SurveyFDEM import Rx, Src, Survey
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from SurveyFDEM import Survey
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import SrcFDEM as Src
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import RxFDEM as Rx
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from FDEM import Problem3D_e, Problem3D_b, Problem3D_j, Problem3D_h
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from FieldsFDEM import Fields3D_e, Fields3D_b, Fields3D_j, Fields3D_h
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@@ -26,31 +26,36 @@ def getFDEMProblem(fdemType, comp, SrcList, freq, useMu=False, verbose=False):
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x = np.array([np.linspace(-5.*cs,-2.*cs,3),np.linspace(5.*cs,2.*cs,3)]) + cs/4. #don't sample right by the source, slightly off alignment from either staggered grid
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XYZ = Utils.ndgrid(x,x,np.linspace(-2.*cs,2.*cs,5))
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Rx0 = EM.FDEM.Rx(XYZ, comp)
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Rx0 = getattr(EM.FDEM.Rx, comp[0] + 'Field')
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if comp[2] == 'r':
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real_or_imag = 'real'
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elif comp[2] == 'i':
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real_or_imag = 'imag'
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rx0 = Rx0(XYZ, comp[1], 'imag')
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Src = []
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for SrcType in SrcList:
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if SrcType is 'MagDipole':
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Src.append(EM.FDEM.Src.MagDipole([Rx0], freq=freq, loc=np.r_[0.,0.,0.]))
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Src.append(EM.FDEM.Src.MagDipole([rx0], freq=freq, loc=np.r_[0.,0.,0.]))
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elif SrcType is 'MagDipole_Bfield':
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Src.append(EM.FDEM.Src.MagDipole_Bfield([Rx0], freq=freq, loc=np.r_[0.,0.,0.]))
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Src.append(EM.FDEM.Src.MagDipole_Bfield([rx0], freq=freq, loc=np.r_[0.,0.,0.]))
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elif SrcType is 'CircularLoop':
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Src.append(EM.FDEM.Src.CircularLoop([Rx0], freq=freq, loc=np.r_[0.,0.,0.]))
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Src.append(EM.FDEM.Src.CircularLoop([rx0], freq=freq, loc=np.r_[0.,0.,0.]))
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elif SrcType is 'RawVec':
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if fdemType is 'e' or fdemType is 'b':
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S_m = np.zeros(mesh.nF)
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S_e = np.zeros(mesh.nE)
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S_m[Utils.closestPoints(mesh,[0.,0.,0.],'Fz') + np.sum(mesh.vnF[:1])] = 1e-3
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S_e[Utils.closestPoints(mesh,[0.,0.,0.],'Ez') + np.sum(mesh.vnE[:1])] = 1e-3
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Src.append(EM.FDEM.Src.RawVec([Rx0], freq, S_m, mesh.getEdgeInnerProduct()*S_e))
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Src.append(EM.FDEM.Src.RawVec([rx0], freq, S_m, mesh.getEdgeInnerProduct()*S_e))
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elif fdemType is 'h' or fdemType is 'j':
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S_m = np.zeros(mesh.nE)
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S_e = np.zeros(mesh.nF)
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S_m[Utils.closestPoints(mesh,[0.,0.,0.],'Ez') + np.sum(mesh.vnE[:1])] = 1e-3
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S_e[Utils.closestPoints(mesh,[0.,0.,0.],'Fz') + np.sum(mesh.vnF[:1])] = 1e-3
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Src.append(EM.FDEM.Src.RawVec([Rx0], freq, mesh.getEdgeInnerProduct()*S_m, S_e))
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Src.append(EM.FDEM.Src.RawVec([rx0], freq, mesh.getEdgeInnerProduct()*S_m, S_e))
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if verbose:
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print ' Fetching %s problem' % (fdemType)
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@@ -43,7 +43,7 @@ def run(plotIt=True):
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rxOffset=10.
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bzi = EM.FDEM.Rx(np.array([[rxOffset, 0., 1e-3]]), 'bzi')
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bzi = EM.FDEM.Rx.bField(np.array([[rxOffset, 0., 1e-3]]), orientation='z', real_or_imag='imag')
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freqs = np.logspace(1,3,10)
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srcLoc = np.array([0., 0., 10.])
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@@ -28,7 +28,7 @@ class FDEM_analyticTests(unittest.TestCase):
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x = np.linspace(-10,10,5)
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XYZ = Utils.ndgrid(x,np.r_[0],np.r_[0])
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rxList = EM.FDEM.Rx(XYZ, 'exi')
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rxList = EM.FDEM.Rx.eField(XYZ, orientation='x', real_or_imag='imag')
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Src0 = EM.FDEM.Src.MagDipole([rxList],loc=np.r_[0.,0.,0.], freq=freq)
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survey = EM.FDEM.Survey([Src0])
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