diff --git a/notebooks/DC_schumberger_Inv.ipynb b/notebooks/DC_schumberger_Inv.ipynb index e70a0146..e2a27ce0 100644 --- a/notebooks/DC_schumberger_Inv.ipynb +++ b/notebooks/DC_schumberger_Inv.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:18a2474a85f20bef4b2c8819f0b010465a78239cea5edd4974658b8b0ed69b50" + "signature": "sha256:6f2469c3448302728c618fff9269b3bdf8a5a014311fdeb21e9d78722d80229d" }, "nbformat": 3, "nbformat_minor": 0, @@ -16,11 +16,19 @@ "import simpegDC as DC\n", "from simpegem1d import Utils1D\n", "import simpegEM.Utils as EMUtils\n", - "%matplotlib inline" + "%pylab inline" ], "language": "python", "metadata": {}, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], "prompt_number": 1 }, { @@ -29,13 +37,13 @@ "input": [ "import matplotlib\n", "import matplotlib.pyplot as plt\n", - "# matplotlib.rcParams.update({'font.size': 16, 'text.usetex': True, 'font.family': 'arial'})\n", - "matplotlib.rcParams.update({'font.size': 16, 'font.family': 'arial'})" + "matplotlib.rcParams.update({'font.size': 16, 'text.usetex': True, 'font.family': 'arial'})\n", + "# matplotlib.rcParams.update({'font.size': 16, 'font.family': 'arial'})" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 10 + "prompt_number": 2 }, { "cell_type": "heading", @@ -81,7 +89,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 11 + "prompt_number": 3 }, { "cell_type": "code", @@ -92,7 +100,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 12 + "prompt_number": 4 }, { "cell_type": "code", @@ -103,16 +111,24 @@ "language": "python", "metadata": {}, "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/usr/local/lib/python2.7/dist-packages/matplotlib/lines.py:503: RuntimeWarning: invalid value encountered in greater_equal\n", + " return np.alltrue(x[1:] - x[0:-1] >= 0)\n" + ] + }, { "metadata": {}, "output_type": "display_data", - "png": 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KmFxqmkYoFCIUCiEIAi6Xi86dRb7/HgYPVnjiCRv33QedOmn8/LNAbm7RhKxf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JlWh+PygKGAY8/bQluBMm6CxdKvPooxX87W+FvP9+zmZ9BPsoeXkmwWDNl/ig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"text": [ - "" + "" ] } ], - "prompt_number": 13 + "prompt_number": 5 }, { "cell_type": "heading", @@ -138,35 +154,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "dat = mesh.plotImage(mapping*mtrue)\n", - "print (mapping*mtrue).min()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "0.002\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": 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ENb766jBffWX4GbEkW342q3l5oSiK2aNpLMEW+a4cOMDnERG0efVV6nbvTr3u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\n+TJN2ral1aBBNp/fuR4NXIA+c+bQpH17mnbsCIgsk9aDBwN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"text": [ - "" + "" ] } ], - "prompt_number": 16 + "prompt_number": 7 }, { "cell_type": "code", @@ -218,13 +206,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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lVkI5ng8E/oGyWl2Z4Y2Ymdkg1WT9vHnMB1YF/obWL/gl8EKizOuoBnxotZNV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\nsB2aP7YA3axINIL6OuBzqB+5C032jnw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XarWwvb3tuF3HwXd3d9dcfrS0tGQpy+fzePnypeMvJSKi2bcIE64ikYjlfTqd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\ne9vb23j27FnfMlVVbQMvAPh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"text": [ - "" + "" ] } ], - "prompt_number": 17 + "prompt_number": 8 }, { "cell_type": "heading", @@ -290,7 +278,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 33 + "prompt_number": 9 }, { "cell_type": "code", @@ -309,7 +297,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 34 + "prompt_number": 10 }, { "cell_type": "code", @@ -331,7 +319,7 @@ ] } ], - "prompt_number": 35 + "prompt_number": 11 }, { "cell_type": "code", @@ -361,7 +349,7 @@ { "metadata": {}, "output_type": "pyout", - "prompt_number": 36, + "prompt_number": 12, "text": [ "(-0.2, 0.6)" ] @@ -369,49 +357,46 @@ { "metadata": {}, "output_type": "display_data", - "png": 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"text": [ - "" + "" ] } ], - "prompt_number": 36 + "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (5,3))\n", - "mesh.plotSlice(np.log10(mapping*mtrue), grid=True, ax = ax, pcolorOpts={'cmap':'binary'})\n", + "fig, ax = plt.subplots(1,1, figsize = (6,4))\n", "ax.plot(xtemp_txP, ytemp_tx, 'bo')\n", "ax.plot(xtemp_txN, ytemp_tx, 'ro')\n", "ax.plot(xtemp_rxP, ytemp_rx, 'ko')\n", "ax.plot(xtemp_rxN, ytemp_rx, 'go')\n", - "ax.set_xlim(-1000, 1000)\n", + "ax.legend(('A (C+)', 'B (C-)', 'M (P+)', 'N (C-)'), fontsize = 14)\n", + "mesh.plotSlice(np.log10(mapping*mtrue), grid=True, ax = ax, pcolorOpts={'cmap':'binary'})\n", + "ax.set_xlim(-600, 600)\n", "ax.set_ylim(-200, 200)\n", - "ax.set_title('Survey geometry (Plan view)')" + "ax.set_title('Survey geometry (Plan view)')\n", + "ax.set_xlabel('x (m)')\n", + "ax.set_ylabel('y (m)')\n", + "ax.text(-600, 210, '(a)', fontsize = 16)\n", + "fig.savefig('DCsurvey.png', dpi = 200)" ], "language": "python", "metadata": {}, "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 37, - "text": [ - "" - ] - }, { "metadata": {}, "output_type": "display_data", - "png": 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FIhGEw+GB82qahlarZUtGhUIB9XrdlsT8fj9UVXUdaBUAyuVyXx28ggmJiBbG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\n33MIAAAAAElFTkSuQmCC\n", "text": [ - "" + "" ] } ], - "prompt_number": 37 + "prompt_number": 13 }, { "cell_type": "markdown", @@ -434,7 +419,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 41 + "prompt_number": 14 }, { "cell_type": "heading", @@ -450,13 +435,13 @@ "input": [ "problem = DC.ProblemDC(mesh, mapping=mapping)\n", "problem.pair(survey)\n", - "problem.Solver = SolverLU\n", - "# problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" + "# problem.Solver = SolverLU\n", + "problem.Solver = SolverWrapD(EMUtils.Solver.Mumps)" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 42 + "prompt_number": 15 }, { "cell_type": "heading", @@ -474,8 +459,17 @@ ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 43 + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/usr/local/lib/python2.7/dist-packages/mumps/__init__.py:204: RuntimeWarning: undestroyed DMumpsContext\n", + " RuntimeWarning)\n" + ] + } + ], + "prompt_number": 16 }, { "cell_type": "markdown", @@ -500,7 +494,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 44 + "prompt_number": 17 }, { "cell_type": "code", @@ -508,7 +502,7 @@ "input": [ "appres = data*np.pi*b*(b+a)/a\n", "appres_obs = survey.dobs*np.pi*b*(b+a)/a\n", - "fig, ax = plt.subplots(1,2, figsize = (12, 4))\n", + "fig, ax = plt.subplots(1,2, figsize = (14, 4))\n", "ax[1].semilogx(abhalf, appres, 'k.-')\n", "ax[1].set_xscale('log')\n", "ax[1].set_ylim(100., 180.)\n", @@ -535,13 +529,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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rKF3Ki0heDh8+THNzM2eddRaPPfYYDz74IFdddZUCcImVfEcitTP368k6LG1l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\nF5GY+39hV0BERGQOBeEiEnPqCRcRkeh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ETW4XPMmHh4cxNDSUs7+7u7vsc1ut1qztRCIBl8sFg8GAYDAIrVaLxcXFsq9D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\nZFnGxMQESqUSFEXB0tJSy2Qebrfb0DYREZEd5PN5JJNJxGIxAMDa2lp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"text": [ - "" + "" ] } ], - "prompt_number": 72 + "prompt_number": 20 }, { "cell_type": "heading", @@ -567,7 +561,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 162 + "prompt_number": 21 }, { "cell_type": "code", @@ -604,7 +598,7 @@ "\n", " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", - " 0 9.67e-02 6.33e+03 2.24e+04 8.50e+03 9.06e+03 0 " + " 0 4.75e-01 6.33e+03 2.24e+04 1.70e+04 1.16e+04 0 " ] }, { @@ -612,7 +606,7 @@ "stream": "stdout", "text": [ "\n", - " 1 9.67e-02 4.67e+02 7.43e+03 1.19e+03 2.80e+03 0 " + " 1 4.75e-01 1.14e+03 5.22e+03 3.61e+03 4.96e+03 0 " ] }, { @@ -620,7 +614,7 @@ "stream": "stdout", "text": [ "\n", - " 2 1.93e-02 1.95e+02 4.57e+03 2.84e+02 4.36e+02 0 " + " 2 9.49e-02 2.92e+02 4.20e+03 6.90e+02 1.07e+03 0 Skip BFGS " ] }, { @@ -628,7 +622,7 @@ "stream": "stdout", "text": [ "\n", - " 3 1.93e-02 1.02e+02 7.15e+03 2.40e+02 1.26e+02 0 " + " 3 9.49e-02 2.21e+02 4.47e+03 6.45e+02 1.21e+02 0 Skip BFGS " ] }, { @@ -636,7 +630,7 @@ "stream": "stdout", "text": [ "\n", - " 4 3.87e-03 1.11e+02 6.52e+03 1.37e+02 2.18e+02 0 " + " 4 1.90e-02 2.01e+02 4.51e+03 2.87e+02 3.76e+02 0 " ] }, { @@ -644,7 +638,7 @@ "stream": "stdout", "text": [ "\n", - " 5 3.87e-03 3.10e+01 1.73e+04 9.80e+01 1.06e+02 0 " + " 5 1.90e-02 1.20e+02 7.00e+03 2.53e+02 1.17e+02 0 " ] }, { @@ -652,7 +646,7 @@ "stream": "stdout", "text": [ "\n", - " 6 7.73e-04 3.94e+01 1.45e+04 5.07e+01 1.01e+02 0 " + " 6 3.80e-03 1.28e+02 6.48e+03 1.52e+02 2.18e+02 0 " ] }, { @@ -660,7 +654,7 @@ "stream": "stdout", "text": [ "\n", - " 7 7.73e-04 1.04e+01 3.03e+04 3.38e+01 3.64e+01 0 " + " 7 3.80e-03 4.19e+01 1.76e+04 1.09e+02 1.41e+02 0 " ] }, { @@ -669,27 +663,27 @@ "text": [ "\n", "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 1.6880e+01 <= tolF*(1+|f0|) = 8.5000e+02\n", - "0 : |xc-x_last| = 1.3315e+00 <= tolX*(1+|x0|) = 2.6641e-14\n", - "0 : |proj(x-g)-x| = 3.6437e+01 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 3.6437e+01 <= 1e3*eps = 1.0000e-02\n", + "1 : |fc-fOld| = 4.3690e+01 <= tolF*(1+|f0|) = 1.6953e+03\n", + "0 : |xc-x_last| = 1.4581e+00 <= tolX*(1+|x0|) = 2.6641e-14\n", + "0 : |proj(x-g)-x| = 1.4105e+02 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.4105e+02 <= 1e3*eps = 1.0000e-02\n", "1 : maxIter = 7 <= iter = 7\n", "------------------------- DONE! -------------------------\n" ] } ], - "prompt_number": 163 + "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ - "matplotlib.rcParams.update({'font.size': 14, 'text.usetex': True, 'font.family': 'arial'})" + "# matplotlib.rcParams.update({'font.size': 14, 'text.usetex': True, 'font.family': 'arial'})" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 207 + "prompt_number": 23 }, { "cell_type": "code", @@ -706,8 +700,9 @@ "ax.set_xlabel('AB/2')\n", "ax.set_ylabel('Apparent resistivity ($\\Omega m$)')\n", "ax.grid(True)\n", - "ax.legend(('Observed', 'Predicted'), loc = 1)\n", - "fig.savefig('obspred_dc1d_dat.png')" + "ax.legend(('Observed', 'Predicted'), loc = 1, fontsize=14)\n", + "ax.text(100., 185, '(a)', fontsize = 20)\n", + "fig.savefig('obspred_dc1d_dat.png', dpi=200)" ], "language": "python", "metadata": {}, @@ -715,26 +710,29 @@ { "metadata": {}, "output_type": "display_data", - "png": 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VmrItGo0Ks9msNBRyOBwplffJuozx6kRG3hvNZrNy7Gg0KlpaWoTNZkvZ3+l0img0mnJf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\nVmP16tVj1o/uwU6zjxACX6+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zkEkx+SY+ZvT29hZyqZIr8NEIKRlBENjatWvZF77wBfbMM8+U7kaDg4xt386Y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\nrkJggg==\n", "text": [ - "" + "" ] } ], - "prompt_number": 218 + "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ - "fig, ax = plt.subplots(1,1, figsize = (3, 6))\n", + "fig, ax = plt.subplots(1,1, figsize = (7, 7))\n", "ax.plot(1., 1., 'k', lw = 2)\n", "ax.plot(1., 1., 'r', lw = 2)\n", - "ax.legend(('True', 'Recovered'), loc = 4, fontsize = 14)\n", - "Utils1D.plotLayer(1./(np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2, 'color':'r'})\n", - "Utils1D.plotLayer(1./(np.exp(mtrue)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2})\n", + "ax.legend(('True', 'Predicted'), loc = 3, fontsize = 16)\n", + "Utils1D.plotLayer((np.exp(mopt)), mesh.vectorCCz, 'log', ax = ax, **{'lw':2, 'color':'r'})\n", + "Utils1D.plotLayer((np.exp(mtrue)), mesh.vectorCCz, 'log', showlayers=True, ax = ax, **{'lw':2})\n", "ax.set_ylim(-600, 0)\n", - "fig.savefig('obspred_dc1d_mod.png')" + "ax.set_xlabel('Conductivity (S/m)', fontsize = 20)\n", + "ax.set_ylabel('Depth (m)', fontsize = 20)\n", + "ax.text(1e-3, 10., '(b)', fontsize = 30)\n", + "fig.savefig('obspred_dc1d_mod.png', dpi=200)" ], "language": "python", "metadata": {}, @@ -742,13 +740,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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