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start of surface2ind_topo
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from SimPEG import *
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from SimPEG.Utils import surface2ind_topo
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def run(plotIt=False, nx = 5, ny = 5):
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"""
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Here we show how to use :code:`Utils.surface2ind_topo` to identify cells below
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a topographic surface.
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"""
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mesh = Mesh.TensorMesh([nx,ny], x0='CC') # 2D mesh
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xtopo = np.linspace(mesh.gridN[:,0].min(), mesh.gridN[:,0].max())
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topo = 0.4*np.sin(xtopo*5) # define a topographic surface
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Topo = np.hstack([Utils.mkvc(xtopo,2),Utils.mkvc(topo,2)]) #make it an array
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indcc = surface2ind_topo(mesh, Topo,'CC')
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if plotIt:
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from matplotlib.pylab import plt
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from scipy.interpolate import interp1d
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fig, ax = plt.subplots(1,1,figsize=(6,6))
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mesh.plotGrid(ax=ax, nodes=True, centers=True)
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ax.plot(xtopo,topo,'k',linewidth=1)
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# ax.plot(mesh.vectorNx, interp1d(xtopo,topo)(mesh.vectorNx),'--k',linewidth=3)
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ax.plot(mesh.vectorCCx, interp1d(xtopo,topo)(mesh.vectorCCx),'--k',linewidth=3)
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aveN2CC = Utils.sdiag(mesh.aveN2CC.T.sum(1))*mesh.aveN2CC.T
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a = aveN2CC * indcc
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a[a > 0] = 1.
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a[a < 0.25] = np.nan
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a = a.reshape(mesh.vnN, order='F')
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masked_array = np.ma.array(a, mask=np.isnan(a))
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ax.pcolor(mesh.vectorNx,mesh.vectorNy,masked_array.T, cmap = plt.cm.gray,alpha=0.2)
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plt.show()
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if __name__ == '__main__':
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run(plotIt=True)
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@@ -7,3 +7,4 @@ from CounterUtils import *
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import ModelBuilder
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import SolverUtils
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from coordutils import *
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from modelutils import *
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@@ -0,0 +1,63 @@
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from matutils import mkvc, ndgrid
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import numpy as np
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def surface2ind_topo(mesh, topo, gridLoc='CC'):
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# def genActiveindfromTopo(mesh, topo):
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"""
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Get active indices from topography
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"""
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if mesh.dim == 3:
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from scipy.interpolate import NearestNDInterpolator
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Ftopo = NearestNDInterpolator(topo[:,:2], topo[:,2])
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if gridLoc == 'CC':
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XY = ndgrid(mesh.vectorCCx, mesh.vectorCCy)
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Zcc = mesh.gridCC[:,2].reshape((np.prod(mesh.vnC[:2]), mesh.nCz), order='F')
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gridTopo = Ftopo(XY)
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actind = [gridTopo[ixy] <= Zcc[ixy,:] for ixy in range(np.prod(mesh.vnC[0]))]
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actind = np.hstack(actind)
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elif gridLoc == 'N':
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XY = ndgrid(mesh.vectorNx, mesh.vectorNy)
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gridTopo = Ftopo(XY).reshape(mesh.vnN[:2], order='F')
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if mesh._meshType not in ['TENSOR', 'CYL', 'BASETENSOR']:
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raise NotImplementedError('Nodal surface2ind_topo not implemented for %s mesh'%mesh._meshType)
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Nz = mesh.vectorNz[1:] # TODO: this will only work for tensor meshes
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actind = np.array([False]*mesh.nC).reshape(mesh.vnC, order='F')
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for ii in range(mesh.nCx):
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for jj in range(mesh.nCy):
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actind[ii,jj,:] = [np.all(gridTopo[ii:ii+2, jj:jj+2] >= Nz[kk]) for kk in range(len(Nz)) ]
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elif mesh.dim == 2:
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from scipy.interpolate import interp1d
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Ftopo = interp1d(topo[:,0], topo[:,1])
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if gridLoc == 'CC':
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gridTopo = Ftopo(mesh.gridCC[:,0])
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actind = mesh.gridCC[:,1] <= gridTopo
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elif gridLoc == 'N':
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gridTopo = Ftopo(mesh.vectorNx)
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if mesh._meshType not in ['TENSOR', 'CYL', 'BASETENSOR']:
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raise NotImplementedError('Nodal surface2ind_topo not implemented for %s mesh'%mesh._meshType)
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Ny = mesh.vectorNy[1:] # TODO: this will only work for tensor meshes
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actind = np.array([False]*mesh.nC).reshape(mesh.vnC, order='F')
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for ii in range(mesh.nCx):
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actind[ii,:] = [np.all(gridTopo[ii:ii+2] > Ny[kk]) for kk in range(len(Ny)) ]
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else:
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raise NotImplementedError('surface2ind_topo not implemented for 1D mesh')
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return mkvc(actind)
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