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getResidual for Richards equation working.
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@@ -6,7 +6,8 @@ from SimPEG.utils import sdiag, mkvc, setKwargs
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class RichardsProblem(Problem):
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"""docstring for RichardsProblem"""
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dt = None
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timeStep = None
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boundaryConditions = None
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_method = 'mixed'
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@@ -47,7 +48,7 @@ class RichardsProblem(Problem):
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return self._method
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@method.setter
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def method(self, value):
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assert value in ['mixed','head']
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assert value in ['mixed','head'], "method must be 'mixed' or 'head'."
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self._method = value
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_doNewton = False
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@@ -57,20 +58,29 @@ class RichardsProblem(Problem):
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return self._doNewton
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@doNewton.setter
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def doNewton(self, value):
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assert type(value) is bool, 'doNewton must be a boolean.'
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self._doNewton = value
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def __init__(self, mesh, empirical):
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Problem.__init__(self, mesh)
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self.empirical = empirical
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self.mesh.setCellGradBC('dirichlet')
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def getResidual(self, h, hn):
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def getResidual(self, hn, h):
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"""
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Where h is the proposed value for the next time iterate (h_{n+1})
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"""
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DIV = self.mesh.faceDiv
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GRAD = self.mesh.cellGrad
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BC = self.mesh.BC
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AV = self.mesh.AV
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Dz = self.mesh.Dz
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BC = self.mesh.cellGradBC
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AV = self.mesh.aveCC2F
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Dz = self.mesh.faceDiv #TODO: fix this for more than one dimension.
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bc = self.boundaryConditions
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dt = self.timeStep
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T = self.empirical.moistureContent(h)
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dT = self.empirical.moistureContentDeriv(h)
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@@ -80,16 +90,16 @@ class RichardsProblem(Problem):
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aveK = 1./(AV*(1./K));
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RHS = DIV*sdiag(aveK)*(GRAD*h+BC*P.bc) + Dz*aveK
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RHS = DIV*sdiag(aveK)*(GRAD*h+BC*bc) + Dz*aveK
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if self.method is 'mixed':
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r = (T-Tn)/dt - RHS
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elif self.method is 'head':
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r = dT*(h - hn)/dt - RHS
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J = + dT/dt - DIV*sdiag(aveK)*GRAD
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J = dT/dt - DIV*sdiag(aveK)*GRAD
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if self.doNewton:
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DDharmAve = sdiag(aveK**2)*AV*sdiag(K**(-2)) * dK
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J = J - DIV*sdiag(GRAD*h + BC*P.bc)*DDharmAve - Dz*DDharmAve
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J = J - DIV*sdiag(GRAD*h + BC*bc)*DDharmAve - Dz*DDharmAve
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return r, J
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@@ -217,3 +227,23 @@ class VanGenuchten(object):
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# dI = np.exp(Ks)*np.log((abs(alpha*h)**n + 1)**(1/n - 1))*((abs(alpha*h)**n + 1)**(1/n - 1))**I*((1 - 1/((abs(alpha*h)**n + 1)**(1/n - 1))**(1/(1/n - 1)))**(1 - 1/n) - 1)**2;
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return g
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if __name__ == '__main__':
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from SimPEG.mesh import TensorMesh
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from SimPEG.tests import checkDerivative
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M = TensorMesh([np.ones(40)])
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Ks = 9.4400e-03
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E = Haverkamp(Ks=np.log(Ks), A=1.1750e+06, gamma=4.74, alpha=1.6110e+06, theta_s=0.287, theta_r=0.075, beta=3.96)
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prob = RichardsProblem(M,E)
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prob.timeStep = 1
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prob.boundaryConditions = np.array([-61.5,-20.7])
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prob.doNewton = True
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prob.method = 'mixed'
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h = np.zeros(M.nC) + prob.boundaryConditions[0]
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checkDerivative(lambda hn1: prob.getResidual(h,hn1), h)
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@@ -9,12 +9,21 @@ from SimPEG.forward import Richards
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class RichardsTests(unittest.TestCase):
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def setUp(self):
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pass
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# a = np.array([1, 1, 1])
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# b = np.array([1, 2])
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# c = np.array([1, 4])
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# self.mesh2 = TensorMesh([a, b], np.array([3, 5]))
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# self.mesh3 = TensorMesh([a, b, c])
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M = TensorMesh([np.ones(40)])
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Ks = 9.4400e-03
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E = Richards.Haverkamp(Ks=np.log(Ks), A=1.1750e+06, gamma=4.74, alpha=1.6110e+06, theta_s=0.287, theta_r=0.075, beta=3.96)
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prob = Richards.RichardsProblem(M,E)
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prob.timeStep = 1
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prob.boundaryConditions = np.array([-61.5,-20.7])
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prob.doNewton = True
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prob.method = 'mixed'
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h = np.zeros(M.nC) + prob.boundaryConditions[0]
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self.h0 = h
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self.M = M
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self.prob = prob
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def test_VanGenuchten_moistureContent(self):
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vanG = Richards.VanGenuchten()
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@@ -60,6 +69,9 @@ class RichardsTests(unittest.TestCase):
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passed = checkDerivative(wrapper, np.random.randn(n), plotIt=False)
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self.assertTrue(passed,True)
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def test_Richards_getResidual(self):
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checkDerivative(lambda hn1: self.prob.getResidual(self.h0,hn1), self.h0, plotIt=False)
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if __name__ == '__main__':
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