From f01b4370b9f68379684161962dbef2e74630e43f Mon Sep 17 00:00:00 2001 From: Rowan Cockett Date: Mon, 5 Aug 2013 17:28:55 -0700 Subject: [PATCH] Added example of plotting the grid for a Lom --- SimPEG/InnerProducts.py | 15 ----- notebooks/exLomPlots.ipynb | 120 +++++++++++++++++++++++++++++++++++++ 2 files changed, 120 insertions(+), 15 deletions(-) create mode 100644 notebooks/exLomPlots.ipynb diff --git a/SimPEG/InnerProducts.py b/SimPEG/InnerProducts.py index 5105295b..267a9bb0 100644 --- a/SimPEG/InnerProducts.py +++ b/SimPEG/InnerProducts.py @@ -12,20 +12,12 @@ class InnerProducts(object): raise Exception('InnerProducts is a base class providing inner product matrices for meshes and cannot run on its own. Inherit to your favorite Mesh class.') def getFaceInnerProduct(self, mu=None, returnP=False): - if self._meshType == 'TENSOR': - pass - elif self._meshType == 'LOM': - pass # todo: we should be doing something slightly different here! if self.dim == 2: return getFaceInnerProduct2D(self, mu, returnP) elif self.dim == 3: return getFaceInnerProduct(self, mu, returnP) def getEdgeInnerProduct(self, sigma=None, returnP=False): - if self._meshType == 'TENSOR': - pass - elif self._meshType == 'LOM': - pass # todo: we should be doing something slightly different here! if self.dim == 2: return getEdgeInnerProduct2D(self, sigma, returnP) elif self.dim == 3: @@ -154,17 +146,10 @@ def getFaceInnerProduct2D(mesh, mu=None, returnP=False): PXX = sp.coo_matrix((np.ones(2*nc), (range(2*nc), IND)), shape=(2*nc, np.sum(mesh.nF))).tocsr() if mesh._meshType == 'LOM': - # print fN1[0].shape - # print fN2[0].shape - # print np.c_[i+pos[0][0],j+pos[0][1],i+pos[1][0],j+pos[1][1]] - # print fN1[1].shape I2x2 = inv2X2BlockDiagonal(getSubArray(fN1[0], [i + pos[0][0], j + pos[0][1]]), getSubArray(fN1[1], [i + pos[0][0], j + pos[0][1]]), getSubArray(fN2[0], [i + pos[1][0], j + pos[1][1]]), getSubArray(fN2[1], [i + pos[1][0], j + pos[1][1]])) PXX = I2x2 * PXX - # import matplotlib.pyplot as plt - # plt.spy(PXX) - # plt.show() return PXX # no | node | f1 | f2 diff --git a/notebooks/exLomPlots.ipynb b/notebooks/exLomPlots.ipynb new file mode 100644 index 00000000..e2156396 --- /dev/null +++ b/notebooks/exLomPlots.ipynb @@ -0,0 +1,120 @@ +{ + "metadata": { + "name": "exLomPlots" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import sys\n", + "sys.path.append('../')\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from SimPEG import LogicallyOrthogonalMesh, utils, exampleLomGird\n", + "mkvc = utils.mkvc" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 38 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test 2D Plots\n", + "\n", + "For 2D nodal or cell-centered plots are supported.\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "X, Y = exampleLomGird([3,3],'rotate')\n", + "M = LogicallyOrthogonalMesh([X, Y])" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 39 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "M.plotGrid()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "png": 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106oqvTJ0003gfTUzSwphEEkGilillnrLLfDYY1BeDi1aqI2l7pTaZrhw+OjY\nsRA5E372M9NCUM4q7dwTSDIwkWPcOYB32z189dYMiuf5NTzu3EN06aKXxzdt0qeosDJHh7qnJwMr\ntnNPIMnATNXjzgHsk+Ep+xai86kpJXgqx0FQdTJQ2WcAev/Jr3+tNARzWLSduzvpQBaGGxZVxJJd\nyarDUO7GG2H/fjh8WHUkQlxMzgwUKa5zQJi0bZt+AVJD7roLHnXvGS9vGd2avVkvcPj4I3TvpG6q\ncrP7DC7k4wPR0bB2Ldx/v7IwTGWldu7uJBko8utvYOAZ/fk3PXsS+vjjDa/oAePRu/q1xffMMP5v\n1ZfMmnSb6nCUcgy1tUoysFI7d3eSDBR56mjt892dOzf+jclDDOsUw6fb0pUmA9V9BqD3n/zpT/pV\n2Tab6miMZ7V27s4kGZipzrjznBwICgI/P/11T/eLiHFMX23dmxk5hIbq1xzs2QN9+6qOxiAWbufu\nzKZprjJzTH02mw0XDc0pwsPtzJsXjQt8WTXFufMVtJ7tz/aE3Vwf1FVJDKr7DBwefli/NagVbvRn\ntXbuCpp77JQzA2E4x7jzHr18mJEQzaiy6mRg0XHnMTHwySfWSAbCfUgyUMRS87xXjzvvFAnbuh4j\nabV+f+ykuusUF4PdrveurlkD776rz93gRK5wVgB6J/L06VBZCd7eqqMxlqXauZuT6wyEaWL2QXqd\nQSNBxcXw4osQGQkBAfDXv+q3RfvwQ72O4qF69oTu3fXbFwjhKiQZKGLFe8OGHYUyH9jXUV+O2bdP\nf/Lqq3D0KKxeDc8+C0OH6rdKczJV9zNoSEyM68zmaiQrtnN3JclAmMYGvJoOtuq+rXeGDoU//EGf\nza5VK6Wxmc0xRYcQrkKSgSJWraU+tAV6K5rI0lX6DADGjIENG6C0VHUkxrJqO3dH0oEsjFdn3HlZ\nGWzeXD1pnYXHnfv6wg03wPr1eoeyEKpJMlBEr6VGK47CHBcOH+3fH+54Q+8aMJOrXGfg4CgVeXIy\nsFI7d3dSJhKmk3q5zpVuCSqEJANFrFxLVXUQdKWzAoCRIyE3F06cUB2Jcazczt2NIckgMzOTsLAw\n+vbtS3Jy4/PYZ2dn4+Pjw8cff2xEGMJFRUfrtfKyMtWRqNWypX5dnQuNeBUWZkgymD59OikpKaSn\np7Nw4UKKioouWqeyspLnnnuOCRMmePQcRI2x8vjrjh1hwAB9NI2ZXOk6AwdPv97Ayu3c3Tg9GZSU\nlAAQFRUQ9Hl8AAAXL0lEQVRFr169GD9+PBs3brxoveTkZO699166dOni7BCEG5B6uU5VMqisqrTk\nlzDROKePJsrOzqZ///41ywMGDCArK4u4uLia1w4cOMCnn37K2rVryc7OxtbIxO6TJ08mqHr4oZ+f\nH+Hh4TV1X8e3PHddBsjJsbtMPGYv+/vbeecdePllc7fvoHr/HctRUdEcOwb//redrl3N2/78f85n\n6falbP7jZkO35+gzcJXP2xOX7XY7i6tH7AVdzXBtzcnS0tK0iRMn1iwvWrRIS0xMrLfOvffeq2Vl\nZWmapmkPP/ywtmzZsot+jwGhuZQxYzRt3TrVUahTWqpp7dppWnGx6kjUu+8+TXvvPXO3uXDTQu2x\nFY8Zvh2rt3MVmnvsdHqZKCIigl27dtUs79ixgxEXTDr2zTffMHHiRHr37s3y5ct58sknWbFihbND\ncWlWr6W2aqXPRWdmGf/CswNXkJqayY4diTz3XBKxsYmkpmaast28Y3mEdg41fDtWb+fuxOllIl9f\nX0AfURQYGEhaWhqzZ8+ut84+xwRlwCOPPEJ8fDx33HGHs0MRLs5xvcGdd6qORI3U1EymT1/F3r1/\nAPR5+vbufRGAuLgoQ7edV5THrcG3GroN4V4MGU00b948EhISiImJ4cknn8Tf35+UlBRSUlKM2Jxb\nkvHX5nciO+qtdWmaxi+X/ZLScvMnCVqwYHVNInDYu/cPJCenGb5ts84MpJ27D0OmoxgzZgy5ubn1\nXktISGhw3ffee8+IEIQbGDIEDh+GAwfg2mvVxGCz2dh/cj9fF35NTHCMqdsuLW34v9+uXd588IF+\nv+TQUOjQwbnbPXv+LIdOHaJ3x97O/cXCrckVyIpILVW/y9fYsbB2rTnba6zPICY4hjU/GD8/RmUl\nbNoEr7yinxV9/XVFg+v5+FTy+efw+OPQo4f+iI6GhAR44w1ITYU9e6Ci4R9vkqZpPDH5VwT5BeHj\nZfzUZNLO3YckA6GUK1xvMK73ONL3OT8ITYO8PFi4EO6+G7p0gUcfhZ9+gt/+Fj76aDwhIS/W+5mQ\nkN8xf/6t/POf+p3QTp3SE0hiIgwaBPn5sGCB3t/Svr1+8d7Pfw7PPw/vvadf2X3sWOMxrVq+nPYr\nVtFzr5NPN4Tbk1lLFXG1Wuoc+xz6dOrDrwb9ytTtxsTAyy/rB85GLjdxmob6DABGXDeCvKI8jpce\np1PrTle1jUOH9E5xx62cbTZ9H++9V7+rZ/fuddeOom1bSE6exbp13owcWckzz0yo13ns5aXfETQg\nQP89dZWWwvff6wknL08/w1q0SH/eokVtmcnx6NdPY+WfXyf5TCn3rjqApmmNXuPjLK7WzkXjJBkI\nALYc2cL1Xa83fbt9+oCPj34Aq3Otoqmu8b6GUYGjWPfDOu4ZcM8V/WxJCWRk1CaAQ4f0G7fFxOi3\nd+7Tp+kkFxcXRUxMFB066L/D2/vyt926tX62MGhQ/dc1DY4cqU0SeXnw5Zewa/NyXjuyFRvwVu4h\nvgi5gw43/Yz2EaH0jA6lyw3dsXkZnJGFy5JkYLLU1EwWLFjN5s37eeaZ60hKGm/4MMLLUVBSQKBv\noOnbtdlqS0VGJwN7E/czGBc0jj/NSOTuVXc3+W257GQZ2V+fZ9X69qxZA9u26ddLjBsH77+vd4pf\nyQEd9A70nj2v/OcaY7PpZyDdu+t3VAO9r2DmTa9z95GzAHRH48SJrbTf1BWvFf/A63QeJ7XzHGjT\njxPdQinvHUrF2PF0+VkkfftCmzZXFoOrtnPROEkGJqo/rtzO5s3RTJ9uzrjyS1GVDED/Fv3vf8NT\nTynZPABtc20Mysxj9ccfE3tP7dlBVUUV3y/fyqEP0mm3IZ1+x9azLmgelZOmMHeuPuto69ZXt+2C\nAgg0+KNftXw5E7bqZwWg34/a/3wRpa/cTtQ97wJwYu9xKtfkoW3Kgx15fLeikMVLI9m3D7p2vbjs\nFBoK112nl7LqcuV2Lhpnq7582eXYbDaPm0grNjaR1atfbuD1WaxcOVdBRLrS8lL8XvOj9MVSvGzm\njyk4ckQ/Kzh6VC8ZmU3/1jySN7I28pthQ3juz8v48e9r8LGn02//Wk76dKYwdBwtb4+h/9Ro/Hp3\ndOr2lyzRLzj74AOn/tp6np8yhZb79lH3nEcDyoKDefXvf2/yZysq4Mcf65edHI+SEujbt36CeOut\nRLKyXK+dW0Vzj51yZmCisrKGP+78fG/S02s7Cq/0lPxqFZYUcl2H65QkAoBu3fRvmN98A5GR5m//\n3+8tZ9x327ABf9r8HWfG3ohX0M+oGn8b5x/7C8GRAQQbuH0zzgwudcBvio8PhIToj9tvr//eyZOw\ne3dtclixArZta7idnzvnpDqYMIQkAxO1bFl3YLgdx71hT52q5JVX9INCYaE+ZDAwsOFHQIBeC77w\n1Ly5NE1j1pPTCbg9wDm/sJkcUzkbmQwcfQZnzugdqunpkJ6u0W7763xZqdfS2wKzhofyxoYlho+0\ncSgoMP9+0M7SoQMMG6Y/HGJjK1i92rFkx9HOW7WqNDc4cUXkOgMTTZvW8Ljyt9++lTVr9GGCZ8/C\n9u3wt7/BAw9AUJDewfivf8HTT+sHjdatIThYvxDpoYf0Mehvvw0rV8KOHfrY9Mu1avly/L+w0y73\n0usaycj7IldU6DfSWbJE71Dt1k2/8MvXFybft5zElvVr6bHbtrHaxLvvmXFmYKbG2vnTT8tcSK5M\n+gxMlpqaSXJyGllZ3vTrV8ns2bdecafauXOwf79+EHGcTTieOx7XXNP4mUVgoGP0isbMm27ijaws\n7gu7lv/sKDTt2/CFTp3Sr7T96aerL5NpGuzcWTvWPzNTT6oxMfpj9Gho21Zf92pq6c4yYIDegT5w\noCmbM4Uz2rlonuYeOyUZKBIdDUlJ+r/Opmlw/HjTyeKnn6BHh2XMO/EwP686y24vL7aOmELguDvx\nvSGQbsMC8O3lZ+q485tvht//HsaPv/KfLSysf7FXq1a1B/+xY/Wrf12RpullwYMHnT8HkSswsp2L\nhkkHspvR52yJNuR322zQubP+GDKk4XXOn9eYEfk6dx3Ta+V9q6rY9+0K+P4gtpMFeJX9yGk0jrQM\n5ET7QEq7BHJ46O2Uxd5Zc4Zx3XX6GYgzpKZmcujQan79ax/CwiqYNq3pceknTuj3QtDr/voUDOPG\n6Y+XXtLLaBdq6joDVYqL9Q5aT0wEYGw7F84lycCi1q5Yzp2769fK8TrNiUVTGF49zr6koISqzQVo\nWwtgdwFnKlqxZlXt2cXBg+Dv33Q5yt//0tNMOMal79unT+dcWHjxvP7nzsHXX9d++8/NhVGj9G/+\n//wnDB7svE51M3laf4FwX5IMFFE9Z4v9iy9oGRHBhjqvaUBZamrNRVe+gb74Bt4Ad98AQBTwSJ31\nKyv16RfqlqK+/14/YDsSRmlpbWJoKFkEBDQ+r/8f/jCLbduiWLMGsrL0mnpMDPz5z/pVvy1bXtk+\nu9pZAeifUYDagVyGUt3OxeWTZGBRzugc9fbWS0XXXdf4OqdP64mibr9FRkbt8/37oaqq4Wa4ZYs3\nw4bpo6iWLdNH/3gaOTMQrkK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+ "text": [ + "" + ] + } + ], + "prompt_number": 40 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test 3D Plots\n", + "\n", + "Plot x, y, and z coordinates of cell-centred points" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "X, Y, Z = exampleLomGird([3,3,3],'rotate')\n", + "M = LogicallyOrthogonalMesh([X, Y, Z])" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 41 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "M.plotGrid()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "png": 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qpusNow5Zhv79Tfr31zj33ND2wsuxiotl3nzTxtdfy1x+uYtjjtHrXMnEnzk5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\n3SpTVCRTWKjwwQdOiorcuN1EyBNDhsSWJ6LZO4Y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LEnTsaNKxo8Y//+nms89Urr7az6RJ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sZbb6mMGmVH10UH7PFAv34urrpKY8qUxn0lIss0RRqwBbqW4U18v2uG+UwkJyfHfM8+/VTmjjvs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\nlfImLS2Nzp07ExERwQcffMDGjRtZsWLFB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