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Testing Functions for interpolation.
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@@ -0,0 +1,81 @@
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import numpy as np
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import unittest
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from TestUtils import OrderTest
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MESHTYPES = ['uniformTensorMesh']
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call2 = lambda fun, xyz: fun(xyz[:, 0], xyz[:, 1])
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call3 = lambda fun, xyz: fun(xyz[:, 0], xyz[:, 1], xyz[:, 2])
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cart_row2 = lambda g, xfun, yfun: np.c_[call2(xfun, g), call2(yfun, g)]
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cart_row3 = lambda g, xfun, yfun, zfun: np.c_[call3(xfun, g), call3(yfun, g), call3(zfun, g)]
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cartF2 = lambda M, fx, fy: np.vstack((cart_row2(M.gridFx, fx, fy), cart_row2(M.gridFy, fx, fy)))
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cartE2 = lambda M, ex, ey: np.vstack((cart_row2(M.gridEx, ex, ey), cart_row2(M.gridEy, ex, ey)))
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cartF3 = lambda M, fx, fy, fz: np.vstack((cart_row3(M.gridFx, fx, fy, fz), cart_row3(M.gridFy, fx, fy, fz), cart_row3(M.gridFz, fx, fy, fz)))
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cartE3 = lambda M, ex, ey, ez: np.vstack((cart_row3(M.gridEx, ex, ey, ez), cart_row3(M.gridEy, ex, ey, ez), cart_row3(M.gridEz, ex, ey, ez)))
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LOCS = np.random.rand(50,3)*0.6+0.2
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class TestInterpolation(OrderTest):
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name = "Interpolation"
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meshTypes = MESHTYPES
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meshDimension = 3
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def getError(self):
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funX = lambda x, y, z: np.cos(2*np.pi*y)
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funY = lambda x, y, z: np.cos(2*np.pi*z)
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funZ = lambda x, y, z: np.cos(2*np.pi*x)
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if 'x' in self.type:
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anal = call3(funX, LOCS)
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elif 'y' in self.type:
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anal = call3(funY, LOCS)
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elif 'z' in self.type:
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anal = call3(funZ, LOCS)
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if 'F' in self.type:
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Fc = cartF3(self.M, funX, funY, funZ)
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grid = self.M.projectFaceVector(Fc)
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elif 'E' in self.type:
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Ec = cartE3(self.M, funX, funY, funZ)
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grid = self.M.projectEdgeVector(Ec)
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comp = self.M.getInterpolationMat(LOCS, self.type)*grid
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err = np.linalg.norm((comp - anal), np.inf)
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return err
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def test_orderFx(self):
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self.type = 'Fx'
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self.name = 'Interpolation Fx'
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self.orderTest()
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def test_orderFy(self):
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self.type = 'Fy'
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self.name = 'Interpolation Fy'
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self.orderTest()
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def test_orderFz(self):
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self.type = 'Fz'
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self.name = 'Interpolation Fz'
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self.orderTest()
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def test_orderEx(self):
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self.type = 'Ex'
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self.name = 'Interpolation Ex'
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self.orderTest()
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def test_orderEy(self):
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self.type = 'Ey'
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self.name = 'Interpolation Ey'
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self.orderTest()
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def test_orderEz(self):
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self.type = 'Ez'
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self.name = 'Interpolation Ez'
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self.orderTest()
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if __name__ == '__main__':
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unittest.main()
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+13
-13
@@ -7,22 +7,22 @@ def interpmat(x,y,z,xr,yr,zr):
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""" Local interpolation computed for each receiver point in turn """
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nx = max(x.shape)
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ny = max(y.shape)
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nz = max(z.shape)
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npts = max(xr.shape)
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nx = x.size
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ny = y.size
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nz = z.size
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npts = xr.shape[0]
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Q = sp.lil_matrix((npts, nx*ny*nz))
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for i in range(npts):
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# in x-direction
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# in x-direction
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im = np.argmin(abs(x-xr[i]))
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if xr[i] - x[im] >= 0: # Point on the left
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ind_x1 = im
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ind_x2 = im+1
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elif xr[i] - x[im] < 0: # Point on the right
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ind_x1 = im-1
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ind_x2 = im
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ind_x2 = im
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dx1 = xr[i] - x[ind_x1]
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dx2 = x[ind_x2] - xr[i]
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# in y-direction
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@@ -32,9 +32,9 @@ def interpmat(x,y,z,xr,yr,zr):
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ind_y2 = im+1
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elif yr[i] - y[im] < 0: # Point on the right
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ind_y1 = im-1
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ind_y2 = im
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ind_y2 = im
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dy1 = yr[i] - y[ind_y1]
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dy2 = y[ind_y2] - yr[i]
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dy2 = y[ind_y2] - yr[i]
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# in z-direction
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im = np.argmin(abs(z-zr[i]))
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if zr[i] - z[im] >= 0: # Point on the left
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@@ -42,9 +42,9 @@ def interpmat(x,y,z,xr,yr,zr):
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ind_z2 = im+1
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elif zr[i] - z[im] < 0: # Point on the right
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ind_z1 = im-1
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ind_z2 = im
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ind_z2 = im
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dz1 = zr[i] - z[ind_z1]
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dz2 = z[ind_z2] - zr[i]
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dz2 = z[ind_z2] - zr[i]
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dv = (x[ind_x2] - x[ind_x1]) * (y[ind_y2] - y[ind_y1]) *(z[ind_z2] - z[ind_z1])
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Dx = x[ind_x2] - x[ind_x1]
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@@ -53,7 +53,7 @@ def interpmat(x,y,z,xr,yr,zr):
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# Get the row in the matrix
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inds = sub2ind((nx,ny,nz),[
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inds = sub2ind((nx,ny,nz),[
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( ind_x1, ind_y2, ind_z1),
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( ind_x1, ind_y1, ind_z1),
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( ind_x2, ind_y1, ind_z1),
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@@ -62,7 +62,7 @@ def interpmat(x,y,z,xr,yr,zr):
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( ind_x1, ind_y2, ind_z2),
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( ind_x2, ind_y1, ind_z2),
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( ind_x2, ind_y2, ind_z2)])
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vals = [(1-dx1/Dx)*(1-dy2/Dy)*(1-dz1/Dz),
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(1-dx1/Dx)*(1-dy1/Dy)*(1-dz1/Dz),
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(1-dx2/Dx)*(1-dy1/Dy)*(1-dz1/Dz),
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@@ -74,4 +74,4 @@ def interpmat(x,y,z,xr,yr,zr):
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Q[i, mkvc(inds)] = vals
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Q = Q.tocsr()
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return Q
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return Q
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