Files
simpeg/notebooks/ThreeMeshDC.ipynb
T
2015-05-13 15:08:23 -07:00

231 lines
137 KiB
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{
"metadata": {
"name": "",
"signature": "sha256:7ad7ed7a45e44f2928e55e9d6d51495cf85421232c9e6c8ce77f432705518eaf"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"from SimPEG import Mesh, Utils, np, SolverLU\n",
"import matplotlib.pyplot as plt\n",
"%pylab inline"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"matplotlib.rcParams.update({'font.size': 16, 'text.usetex': True})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sz = [15,15]\n",
"tM = Mesh.TensorMesh(sz)\n",
"qM = Mesh.TreeMesh(sz)\n",
"qM.refine(lambda X: 1 if np.sqrt(((X-0.5)**2).sum()) < 0.45 else 0)\n",
"rM = Mesh.LogicallyRectMesh(Utils.meshutils.exampleLrmGrid(sz,'rotate'))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 50
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def DCfun(mesh, pts):\n",
" D = mesh.faceDiv\n",
" G = D.T\n",
" sigma = 1e-2*np.ones(mesh.nC)\n",
" Msigi = mesh.getFaceInnerProduct(1./sigma)\n",
" MsigI = Utils.sdInv(Msigi)\n",
" A = D*MsigI*G\n",
" A[-1,-1] /= mesh.vol[-1] # Remove null space\n",
" rhs = np.zeros(mesh.nC)\n",
" txind = Utils.meshutils.closestPoints(mesh, pts)\n",
" rhs[txind] = np.r_[1,-1]\n",
" return A, rhs"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"tM.vectorCCy"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 52,
"text": [
"array([ 0.03333333, 0.1 , 0.16666667, 0.23333333, 0.3 ,\n",
" 0.36666667, 0.43333333, 0.5 , 0.56666667, 0.63333333,\n",
" 0.7 , 0.76666667, 0.83333333, 0.9 , 0.96666667])"
]
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pts = np.vstack((np.r_[0.25, 0.5], np.r_[0.75, 0.5]))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 96
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"AtM, rhstM = DCfun(tM, pts)\n",
"AinvtM = SolverLU(AtM)\n",
"phitM = AinvtM*rhstM"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 97
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"AqM, rhsqM = DCfun(qM, pts)\n",
"AinvqM = SolverLU(AqM)\n",
"phiqM = AinvqM*rhsqM"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 98
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ArM, rhsrM = DCfun(rM, pts)\n",
"AinvrM = SolverLU(ArM)\n",
"phirM = AinvrM*rhsrM"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 99
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"coreind = (qM.gridCC[:,0]-0.5)**2+(qM.gridCC[:,1]-0.5)**2 >0.43**2\n",
"phiqM[coreind] = 0."
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 100
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"Xi = tM.gridCC[:,0].reshape(sz[0], sz[1], order='F')\n",
"Yi = tM.gridCC[:,1].reshape(sz[0], sz[1], order='F')\n",
"PHItM = griddata(tM.gridCC[:,0], tM.gridCC[:,1], phitM, Xi, Yi, interp='linear')\n",
"PHIqM = griddata(qM.gridCC[:,0], qM.gridCC[:,1], phiqM, Xi, Yi, interp='linear')\n",
"PHIrM = griddata(rM.gridCC[:,0], rM.gridCC[:,1], phirM, Xi, Yi, interp='linear')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 101
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, axes = plt.subplots(1,3,figsize=(14,4))\n",
"opts = {}\n",
"vmin, vmax = PHItM.min(), PHItM.max()\n",
"axes[0].contourf(Xi, Yi, PHItM, 100)\n",
"tM.plotGrid(ax=axes[0], **opts)\n",
"axes[0].set_title('TensorMesh')\n",
"axes[1].contourf(Xi, Yi, PHIqM, 100)\n",
"qM.plotGrid(ax=axes[1], **opts)\n",
"axes[1].set_title('TreeMesh')\n",
"axes[2].contourf(Xi, Yi, PHIrM, 100)\n",
"rM.plotGrid(ax=axes[2], **opts)\n",
"axes[2].set_title('LogicallyRectMesh')\n",
"for i in range(3):\n",
" axes[i].set_xlim(0.025, 0.975)\n",
" axes[i].set_ylim(0.025, 0.975)\n",
" if i==0: \n",
" axes[i].set_ylabel(\"Northing (m)\")\n",
" else:\n",
" axes[i].set_ylabel(\" \")\n",
" axes[i].set_xlabel(\"Easting (m)\")\n",
"fig.savefig(\"./ThreeMesh.png\", dpi=100)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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CE3Y6XlzCpx/4pak2Auz500oWnXcAZ0lIty6tTvfux9fg/c6zpuuNc+SlBfRt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\nX7As6wHgHdu2Z8fWf2dZ1vm2bb/ic9uRfo7TUlc5Pe7Ic6wfg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ydEPPrMQetfB1K5xkno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\nza/G3Y63f34WC84/QsWK7rjKv/aDczjzhlctDcJ62G2MZ9S6ZSm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"text": [
"<matplotlib.figure.Figure at 0x9120f50>"
]
}
],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}