diff --git a/.gitignore b/.gitignore index 8b38befe..e0dd4d72 100644 --- a/.gitignore +++ b/.gitignore @@ -43,3 +43,33 @@ nosetests.xml docs/_build/ *.ipynb_checkpoints notebooks/scipy2015/001-Inversion_NoStopping.npy +notebooks/scipy2015/001-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/002-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/003-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/004-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/005-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/006-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/007-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/008-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/009-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/010-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/011-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/012-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/013-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/014-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/015-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/016-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/017-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/018-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/019-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/020-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/021-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/022-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/023-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/024-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/025-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/026-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/027-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/028-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/029-Inversion_NoStoppingregMesh_smoothFalse.npy +notebooks/scipy2015/030-Inversion_NoStoppingregMesh_smoothFalse.npy diff --git a/notebooks/scipy2015/MT1Dinversion_Scipy2015_NoStopping_regMesh.ipynb b/notebooks/scipy2015/MT1Dinversion_Scipy2015_NoStopping_regMesh.ipynb index e040ee3f..48e67d50 100644 --- a/notebooks/scipy2015/MT1Dinversion_Scipy2015_NoStopping_regMesh.ipynb +++ b/notebooks/scipy2015/MT1Dinversion_Scipy2015_NoStopping_regMesh.ipynb @@ -188,42 +188,42 @@ "============================ Inexact Gauss Newton ============================\n", " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", - " 0 7.58e+05 5.84e+06 0.00e+00 5.84e+06 1.45e+06 0 \n", - " 1 7.58e+05 6.42e+05 2.33e-04 6.43e+05 1.64e+05 0 \n", - " 2 7.58e+05 6.95e+04 7.43e-04 7.00e+04 2.00e+04 0 Skip BFGS \n", - " 3 9.47e+04 9.80e+03 1.31e-03 9.92e+03 2.87e+03 0 Skip BFGS \n", - " 4 9.47e+04 4.94e+03 5.58e-03 5.47e+03 3.72e+02 0 Skip BFGS \n", - " 5 9.47e+04 4.62e+03 7.58e-03 5.33e+03 3.58e+01 0 Skip BFGS \n", - " 6 1.18e+04 4.61e+03 7.61e-03 4.70e+03 5.85e+02 0 Skip BFGS \n", - " 7 1.18e+04 3.57e+03 3.44e-02 3.97e+03 3.49e+02 0 \n", - " 8 1.18e+04 3.27e+03 3.71e-02 3.71e+03 3.65e+02 0 \n", - " 9 1.48e+03 3.19e+03 3.67e-02 3.24e+03 5.87e+02 0 \n", - " 10 1.48e+03 3.11e+03 5.52e-02 3.19e+03 5.02e+02 0 \n", - " 11 1.48e+03 3.10e+03 5.75e-02 3.18e+03 5.14e+02 2 \n", - " 12 1.85e+02 3.09e+03 5.75e-02 3.10e+03 5.39e+02 3 \n", - " 13 1.85e+02 3.06e+03 7.96e-02 3.07e+03 4.75e+02 0 \n", - " 14 1.85e+02 3.06e+03 8.25e-02 3.07e+03 4.80e+02 3 \n", - " 15 2.31e+01 3.05e+03 8.50e-02 3.05e+03 4.82e+02 4 \n", - " 16 2.31e+01 3.04e+03 1.39e-01 3.04e+03 4.80e+02 2 \n", - " 17 2.31e+01 3.01e+03 1.59e-01 3.01e+03 4.72e+02 2 \n", - " 18 2.89e+00 3.01e+03 1.26e-01 3.01e+03 4.87e+02 1 \n", - " 19 2.89e+00 2.45e+03 1.96e-01 2.45e+03 5.42e+02 1 \n", - " 20 2.89e+00 2.11e+03 4.55e-01 2.12e+03 8.59e+02 0 Skip BFGS \n", - " 21 3.61e-01 1.95e+03 5.59e-01 1.95e+03 4.88e+02 0 \n", - " 22 3.61e-01 1.72e+03 5.09e-01 1.72e+03 3.32e+02 0 \n", - " 23 3.61e-01 1.56e+03 6.15e-01 1.56e+03 2.82e+02 0 Skip BFGS \n", - " 24 4.52e-02 1.49e+03 7.06e-01 1.49e+03 2.61e+02 1 \n", - " 25 4.52e-02 1.45e+03 8.86e-01 1.45e+03 2.72e+02 3 Skip BFGS \n", - " 26 4.52e-02 1.41e+03 7.88e-01 1.41e+03 3.08e+02 0 \n", - " 27 5.64e-03 1.41e+03 7.02e-01 1.41e+03 2.64e+02 0 \n", - " 28 5.64e-03 1.27e+03 7.59e-01 1.27e+03 3.48e+02 0 \n", - " 29 5.64e-03 9.93e+02 1.47e+00 9.93e+02 4.30e+02 1 \n", - " 30 7.05e-04 8.33e+02 3.08e+00 8.33e+02 5.44e+02 1 Skip BFGS \n", + " 0 6.86e+04 2.17e+05 0.00e+00 2.17e+05 5.84e+04 0 \n", + " 1 6.86e+04 2.43e+04 5.27e-04 2.43e+04 7.87e+03 0 \n", + " 2 6.86e+04 3.29e+03 1.23e-03 3.37e+03 1.10e+03 0 Skip BFGS \n", + " 3 8.58e+03 1.40e+03 5.11e-03 1.44e+03 2.44e+02 0 Skip BFGS \n", + " 4 8.58e+03 6.54e+02 4.10e-02 1.01e+03 3.22e+02 0 \n", + " 5 8.58e+03 5.71e+02 2.17e-02 7.57e+02 1.52e+02 0 \n", + " 6 1.07e+03 5.21e+02 2.55e-02 5.48e+02 1.38e+02 0 \n", + " 7 1.07e+03 4.93e+02 3.09e-02 5.26e+02 2.22e+02 0 \n", + " 8 1.07e+03 4.81e+02 2.85e-02 5.12e+02 1.93e+02 1 \n", + " 9 1.34e+02 4.74e+02 3.50e-02 4.79e+02 1.65e+02 0 \n", + " 10 1.34e+02 4.63e+02 3.61e-02 4.68e+02 1.68e+02 1 \n", + " 11 1.34e+02 4.50e+02 5.43e-02 4.57e+02 1.66e+02 2 \n", + " 12 1.68e+01 4.49e+02 5.21e-02 4.50e+02 1.92e+02 0 \n", + " 13 1.68e+01 4.34e+02 1.01e-01 4.35e+02 1.94e+02 3 \n", + " 14 1.68e+01 4.16e+02 2.16e-01 4.20e+02 1.91e+02 2 \n", + " 15 2.09e+00 3.39e+02 1.47e-01 3.39e+02 2.11e+02 0 \n", + " 16 2.09e+00 2.63e+02 7.82e-02 2.64e+02 1.33e+02 0 \n", + " 17 2.09e+00 1.84e+02 6.64e-02 1.84e+02 1.81e+02 1 Skip BFGS \n", + " 18 2.62e-01 1.78e+02 1.33e-01 1.79e+02 4.49e+02 0 Skip BFGS \n", + " 19 2.62e-01 9.38e+01 1.22e-01 9.38e+01 5.08e+01 0 \n", + " 20 2.62e-01 8.47e+01 1.01e-01 8.47e+01 5.36e+01 0 \n", + " 21 3.27e-02 7.92e+01 1.12e-01 7.92e+01 3.55e+01 0 \n", + " 22 3.27e-02 6.76e+01 1.22e-01 6.76e+01 5.51e+01 0 Skip BFGS \n", + " 23 3.27e-02 6.16e+01 1.13e-01 6.16e+01 3.68e+01 0 \n", + " 24 4.09e-03 6.11e+01 1.14e-01 6.11e+01 3.88e+01 0 Skip BFGS \n", + " 25 4.09e-03 5.82e+01 1.15e-01 5.82e+01 3.34e+01 0 \n", + " 26 4.09e-03 5.55e+01 1.22e-01 5.55e+01 3.30e+01 0 Skip BFGS \n", + " 27 5.11e-04 5.48e+01 1.22e-01 5.48e+01 2.57e+01 0 \n", + " 28 5.11e-04 5.34e+01 1.16e-01 5.34e+01 2.37e+01 1 \n", + " 29 5.11e-04 5.32e+01 1.16e-01 5.32e+01 2.48e+01 0 Skip BFGS \n", + " 30 6.39e-05 5.32e+01 1.16e-01 5.32e+01 2.23e+01 0 \n", "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 1.5990e+02 <= tolF*(1+|f0|) = 5.8433e+05\n", - "0 : |xc-x_last| = 3.4554e+01 <= tolX*(1+|x0|) = 4.2689e+00\n", - "0 : |proj(x-g)-x| = 5.4392e+02 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 5.4392e+02 <= 1e3*eps = 1.0000e-02\n", + "1 : |fc-fOld| = 4.2159e-02 <= tolF*(1+|f0|) = 2.1667e+04\n", + "1 : |xc-x_last| = 2.6596e-01 <= tolX*(1+|x0|) = 4.2689e+00\n", + "0 : |proj(x-g)-x| = 2.2265e+01 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 2.2265e+01 <= 1e3*eps = 1.0000e-02\n", "1 : maxIter = 30 <= iter = 30\n", "------------------------- DONE! -------------------------\n" ] @@ -251,27 +251,16 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ - { - "ename": "AttributeError", - "evalue": "'Figure' object has no attribute 'supplot'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmagic\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mu'matplotlib inline'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mfig\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msimpegmt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mUtils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdataUtils\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplotMT1DModelData\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mproblem\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mm_0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmopt\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msupplot\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;31mAttributeError\u001b[0m: 'Figure' object has no attribute 'supplot'" - ] - }, { "data": { - "image/png": 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2bRpZWVmRDkdFmCZ9SkUJY8xsb6tbsK9LCzwOpAKJIlJdRJp5X9XxTA6dmqtM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\nwSO5paWlkRbAgCxrbZZz7kVgonMuBc8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mgQce4Omnn2afj7qpImJ1ehOYYDV1mTuXZWHY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\nQ/h4LddS9Xb8fRUYIem9Kccv3SPyFzrGNQNhUloqTUX1cen2M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neOGFF5g/f35xK4wmfXXD7t27WbVqFUOGDPE7lKA2b97M66+/zpAhQxg0aJDf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APxICTJmV3BneePCoZhoKpvicg64BTgPlfqlhK5wAuhGZm7I0eOcO211zJ58mTatWtnH8vJYWly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\n9V0P7NyZpVR1C3DYdV+DUF9/d8zzqlvM8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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -281,17 +270,27 @@ "source": [ "%matplotlib inline\n", "fig = simpegmt.Utils.dataUtils.plotMT1DModelData(problem,[m_0,mopt])\n", - "fig.supplot\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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19rd8xyKAd4GbrbVlDgSVUnZA8h1kuSPYmNqcSpWHsGcPvPMOXFhjCa7WN2Np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ndHWxtVBn0KAYZLCfPmQWoqK5rTuHD5VlQhiBF+KqedR07tSkofuJ/Wk35iaFXd2KjE8g8/KI/s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\nbbep+3Y7ZO6s5Lln/dXDz+WUU0zsO5iEyxzPPs8UTKaf8Xh8B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supra1LypBMnTqN++7z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PPVBSQ+O3zWGgW8P/DwIXAV83PB6NkmzcVgpQ8v22oBRcXQW8LISwSCmfR+nXWSulbJ04UwFY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\nTL+KJ1eSeky/fL9fRUlMTAwDZgLjHSOCPod4Kwm8iKQD1yul5p9Dri8wWyk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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "%matplotlib qt\n", "simpegmt.Utils.dataUtils.plotMT1DModelData(problem,modList)\n", @@ -300,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "collapsed": false }, @@ -321,7 +320,7 @@ { "data": { "text/plain": [ - "78.694562868192662" + "20.71407085590263" ] }, "execution_count": 11, @@ -402,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -427,7 +426,7 @@ " -3.00000000e+01, -2.00000000e+01, -1.00000000e+01])" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -438,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -451,7 +450,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": { "collapsed": false }, @@ -470,36 +469,13 @@ " -6.2146081, -6.2146081, -6.2146081, -6.2146081, -6.2146081])" ] }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "( self.mapping * (m_0) )" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "<45x45 sparse matrix of type ''\n", - "\twith 45 stored elements in Compressed Sparse Row format>" - ] - }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "self.Ws" + "( self.mapping * (m_0) )" ] }, { @@ -512,7 +488,8 @@ { "data": { "text/plain": [ - "" + "<45x45 sparse matrix of type ''\n", + "\twith 45 stored elements in Compressed Sparse Row format>" ] }, "execution_count": 18, @@ -521,7 +498,7 @@ } ], "source": [ - "self.mapping" + "self.Ws" ] }, { @@ -534,7 +511,7 @@ { "data": { "text/plain": [ - "-1.7347234759768071e-18" + "" ] }, "execution_count": 19, @@ -543,7 +520,7 @@ } ], "source": [ - "0.5*(r1.dot(r1)-r2.dot(r2))" + "self.mapping" ] }, { @@ -556,7 +533,7 @@ { "data": { "text/plain": [ - "0.029467074824486239" + "-1.7347234759768071e-18" ] }, "execution_count": 20, @@ -565,7 +542,7 @@ } ], "source": [ - "r1.dot(r1)" + "0.5*(r1.dot(r1)-r2.dot(r2))" ] }, { @@ -578,7 +555,7 @@ { "data": { "text/plain": [ - "0.029467074824486243" + "0.029467074824486239" ] }, "execution_count": 21, @@ -586,6 +563,28 @@ "output_type": "execute_result" } ], + "source": [ + "r1.dot(r1)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.029467074824486243" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "r2.dot(r2)" ] diff --git a/simpegMT/BaseMT.py b/simpegMT/BaseMT.py index 973147fc..be5ab8c5 100644 --- a/simpegMT/BaseMT.py +++ b/simpegMT/BaseMT.py @@ -91,8 +91,8 @@ class BaseMTProblem(BaseFDEMProblem): # Calculate the projection derivatives for rx in src.rxList: # Get the projection derivative - PDeriv = lambda v: rx.projectFieldsDeriv(src, self.mesh, u, v) # wrt u, also have wrt m - Jv[src, rx] = PDeriv(du_dm) + PDeriv_u = lambda v: rx.projectFieldsDeriv(src, self.mesh, u, v) # wrt u, also have wrt m + Jv[src, rx] = PDeriv_u(du_dm) # Return the vectorized sensitivities return mkvc(Jv) diff --git a/simpegMT/ProblemMT3D/Problems.py b/simpegMT/ProblemMT3D/Problems.py index 7ac0b7fb..691bbd33 100644 --- a/simpegMT/ProblemMT3D/Problems.py +++ b/simpegMT/ProblemMT3D/Problems.py @@ -52,13 +52,14 @@ class eForm_ps(BaseMTProblem): def getADeriv_m(self, freq, u, v, adjoint=False): - dsig_dm = self.curModel.sigmaDeriv - dMe_dsig = self.MeSigmaDeriv( u=u) + dMe_dsig = self.MeSigmaDeriv( u ) if adjoint: - return 1j * omega(freq) * ( dsig_dm.T * ( dMe_dsig.T * v ) ) + return 1j * omega(freq) * ( dMe_dsig.T * v ) # As in simpegEM + # return 1j * omega(freq) * ( dsig_dm.T * ( dMe_dsig.T * v ) ) - return 1j * omega(freq) * ( dMe_dsig * ( dsig_dm * v ) ) + return 1j * omega(freq) * ( dMe_dsig * v ) # As in simpegEM + # return 1j * omega(freq) * ( dMe_dsig * ( dsig_dm * v ) ) def getRHS(self, freq): """ diff --git a/simpegMT/SurveyMT.py b/simpegMT/SurveyMT.py index bf976585..d91a41c8 100644 --- a/simpegMT/SurveyMT.py +++ b/simpegMT/SurveyMT.py @@ -406,7 +406,7 @@ class srcMT_polxy_1Dprimary(srcMT): # Need to deal with if problem.mesh.dim == 1: # Need to use the faceInnerProduct - MsigmaDeriv = problem.mesh.getFaceInnerProductDeriv(problem.curModel.sigma)(self.ePrimary(problem)[:,-1]) * problem.curModel.sigmaDeriv + MsigmaDeriv = problem.mesh.getFaceInnerProductDeriv(problem.curModel.sigma)(self.ePrimary(problem)[:,1]) * problem.curModel.sigmaDeriv # MsigmaDeriv = ( MsigmaDeriv * MsigmaDeriv.T)**2 if problem.mesh.dim == 2: pass diff --git a/simpegMT/Tests/test_Problem3D_againstAnalytic.py b/simpegMT/Tests/test_Problem3D_againstAnalytic.py index cd91833b..347ec03c 100644 --- a/simpegMT/Tests/test_Problem3D_againstAnalytic.py +++ b/simpegMT/Tests/test_Problem3D_againstAnalytic.py @@ -6,9 +6,16 @@ import unittest import SimPEG as simpeg import simpegMT as simpegmt from SimPEG.Utils import meshTensor - +from scipy.constants import mu_0 TOLr = 5e-2 +TOL = 1e-4 +FLR = 1e-20 # "zero", so if residual below this --> pass regardless of order +CONDUCTIVITY = 1e1 +MU = mu_0 +freq = [1e-1, 2e-1] +addrandoms = True + def getInputs(): """ @@ -30,7 +37,7 @@ def getInputs(): def halfSpace(conds): - + ''' Returns a halfspace model based on the inputs''' M, freqs, rx_loc, elev = getInputs() # Model @@ -45,12 +52,12 @@ def halfSpace(conds): return (M, freqs, sig, sigBG, rx_loc) -def twoLayer(): +def twoLayer(conds): + ''' Returns a 2 layer model based on the conductivity values given''' M, freqs, rx_loc, elev = getInputs() # Model ccM = M.gridCC - conds = [1e-2,1] groundInd = ccM[:,2] < elev botInd = ccM[:,2] < -3000 sig = np.zeros(M.nC) + 1e-8 @@ -63,17 +70,20 @@ def twoLayer(): return (M, freqs, sig, sigBG, rx_loc) -def runSimpegMTfwd_eForm_ps(inputsProblem,singleFreq=False): - M,freqs,sig,sigBG,rx_loc = inputsProblem +def setupSimpegMTfwd_eForm_ps(inputSetup,comp='All',singleFreq=False): + M,freqs,sig,sigBG,rx_loc = inputSetup # Make a receiver list rxList = [] - for rxType in ['zxyr','zxyi','zyxr','zyxi']: - rxList.append(simpegmt.SurveyMT.RxMT(rx_loc,rxType)) + if comp == 'All': + for rxType in ['zxyr','zxyi','zyxr','zyxi']: + rxList.append(simpegmt.SurveyMT.RxMT(rx_loc,rxType)) + else: + rxList.append(simpegmt.SurveyMT.RxMT(rx_loc,comp)) # Source list srcList =[] sigma1d = M.r(sigBG,'CC','CC','M')[0,0,:] if singleFreq: - srcList.append(simpegmt.SurveyMT.srcMT_polxy_1Dprimary(rxList,freqs[-1])) + srcList.append(simpegmt.SurveyMT.srcMT_polxy_1Dprimary(rxList,freqs[2])) else: for freq in freqs: srcList.append(simpegmt.SurveyMT.srcMT_polxy_1Dprimary(rxList,freq)) @@ -89,12 +99,10 @@ def runSimpegMTfwd_eForm_ps(inputsProblem,singleFreq=False): except: pass problem.pair(survey) + problem.curMod = sig + problem.mapping = simpeg.Maps.ExpMap(problem.mesh) - fields = problem.fields(sig) - mtData = survey.projectFields(fields) - - return (survey, problem, fields, mtData) - + return (survey, problem) def getAppResPhs(MTdata): # Make impedance @@ -105,10 +113,61 @@ def getAppResPhs(MTdata): recData = MTdata.toRecArray('Complex') return appResPhs(recData['freq'],recData['zxy']), appResPhs(recData['freq'],recData['zyx']) -def appResPhsHalfspace_eFrom_ps_Norm(sigmaHalf,appR=True): +def adjointTest(inputSetup): - # Make the survey - survey, problem, fields, data = runSimpegMTfwd_eForm_ps(halfSpace(sigmaHalf)) + survey, problem = setupSimpegMTfwd_eForm_ps(inputSetup) + print 'Adjoint test of eForm primary/secondary\n' + + m = problem.curMod + + # if addrandoms is True: + # m = m + np.random.randn(problem.mesh.nC)*CONDUCTIVITY*1e-1 + + u = problem.fields(m) + + v = np.random.rand(survey.nD) + # print problem.PropMap.PropModel.nP + w = np.random.rand(problem.mesh.nC) + + vJw = v.dot(problem.Jvec(m, w, u)) + wJtv = w.dot(problem.Jtvec(m, v, u)) + tol = np.max([TOL*(10**int(np.log10(np.abs(vJw)))),FLR]) + print ' vJw wJtv vJw - wJtv tol abs(vJw - wJtv) < tol' + print vJw, wJtv, vJw - wJtv, tol, np.abs(vJw - wJtv) < tol + return np.abs(vJw - wJtv) < tol + + +def derivProjfields(inputSetup): + + survey, problem = setupSimpegMTfwd_eForm_ps(inputSetup) + print 'Derivative test of data projection for eFormulation primary/secondary\n\n' + + # Define a src and rx + src = survey.srcList[-1] + rx = src.rxList[1] + u0 = np.random.randn(survey.mesh.nE)+np.random.randn(survey.mesh.nE)*1j + f0 = problem.fieldsPair(survey.mesh,survey) + f0[src,'e_pxSolution'] = u0 + f0[src,'e_pySolution'] = u0 + def fun(u): + f = problem.fieldsPair(survey.mesh,survey) + f[src,'e_pxSolution'] = u.ravel() + f[src,'e_pySolution'] = u.ravel() + return rx.projectFields(src,survey.mesh,f), lambda t: rx.projectFieldsDeriv(src,survey.mesh,f0,simpeg.mkvc(t,2)) + + return simpeg.Tests.checkDerivative(fun, u0, num=3, plotIt=False, eps=FLR) + + +def appResPhsHalfspace_eFrom_ps_Norm(sigmaHalf,appR=True): + if appR: + label = 'resistivity' + else: + label = 'phase' + # Make the survey and the problem + survey, problem = setupSimpegMTfwd_eForm_ps(halfSpace(sigmaHalf)) + print 'Apperent {:s} test of eFormulation primary/secondary at {:g}\n\n'.format(label,sigmaHalf) + + data = problem.dataPair(survey,survey.dpred(problem.curMod)) # Calculate the app phs app_rpxy, app_rpyx = np.array(getAppResPhs(data)) if appR: @@ -122,9 +181,16 @@ class TestAnalytics(unittest.TestCase): pass # def test_appRes2en1(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(2e-1)) def test_appRes1en2(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(1e-2)) - def test_appRes1en3(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(1e-3)) - # def test_appRes2en1(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(2e-1,False)) def test_appPhs1en2(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(1e-2,False)) + + def test_appRes1en3(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(1e-3)) def test_appPhs1en3(self):self.assertTrue(appResPhsHalfspace_eFrom_ps_Norm(1e-3,False)) + + # Do a derivative test + def test_deriv1(self):self.assertTrue(derivProjfields(halfSpace(1e-3))) + + # Test the adjoint of Jvec and Jtvec + def test_adjointDeriv1(self):self.assertTrue(adjointTest(halfSpace(1e-3))) + if __name__ == '__main__': unittest.main() \ No newline at end of file