From 3a9a534e3ce607a427c48f60eeff2cf714f5d5b4 Mon Sep 17 00:00:00 2001 From: Michael Mitchell Date: Wed, 30 Oct 2024 12:09:25 -0600 Subject: [PATCH] test commit --- .../simpeg/4_1d_parametric_inversion.ipynb | 150 ++++++++++-------- 1 file changed, 84 insertions(+), 66 deletions(-) diff --git a/notebooks/simpeg/4_1d_parametric_inversion.ipynb b/notebooks/simpeg/4_1d_parametric_inversion.ipynb index a0f7a4f..32731c6 100644 --- a/notebooks/simpeg/4_1d_parametric_inversion.ipynb +++ b/notebooks/simpeg/4_1d_parametric_inversion.ipynb @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "560c7855", "metadata": { "iooxa": { @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "99bc4a3f", "metadata": { "iooxa": { @@ -97,20 +97,10 @@ } }, "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "10a72fae99fd4272b6105e9354a3f67a", + "model_id": "28dc05c2d51e48d8a13295816832fc62", "version_major": 2, "version_minor": 0 }, @@ -128,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "f926f5b1", "metadata": { "iooxa": { @@ -149,7 +139,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "\u001b[33m\u001b[1m24:10:14T16:28:15 | WARNING | line:300 |mtpy.core.mt_collection | get_tf | Found multiple transfer functions with ID YNP05S. Suggest setting survey, otherwise returning the TF from survey YSBB.\u001b[0m\n" + "\u001b[33m\u001b[1m24:10:29T23:44:39 | WARNING | line:311 |mtpy.core.mt_collection | get_tf | Found multiple transfer functions with ID YNP05S. Suggest setting survey, otherwise returning the TF from survey YSBB.\u001b[0m\n" ] }, { @@ -158,13 +148,13 @@ "Text(0.5, 1.0, 'YNP05S')" ] }, - "execution_count": 6, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -184,7 +174,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "bd7437c8", "metadata": { "iooxa": { @@ -227,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "04cc12fa", "metadata": { "iooxa": { @@ -254,13 +244,13 @@ " )" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -279,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "id": "19815a79", "metadata": { "iooxa": { @@ -303,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "id": "cf77db06", "metadata": { "iooxa": { @@ -322,7 +312,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 22, "id": "f207a537", "metadata": { "iooxa": { @@ -344,7 +334,7 @@ "output_type": "stream", "text": [ "\n", - "Running inversion with SimPEG v0.22.2.dev6+g67b3e9f1c\n", + "Running inversion with SimPEG v0.22.2\n", "simpeg.InvProblem will set Regularization.reference_model to m0.\n", "simpeg.InvProblem will set Regularization.reference_model to m0.\n", "\n", @@ -356,43 +346,63 @@ " # beta phi_d phi_m f |proj(x-g)-x| LS Comment \n", "-----------------------------------------------------------------------------\n", "x0 has any nan: 0\n", - " 0 2.96e+07 3.46e+04 0.00e+00 3.46e+04 7.44e+04 0 \n", - " 1 2.96e+07 1.51e+04 1.75e-04 2.03e+04 4.75e+03 0 \n", - " 2 2.96e+07 1.53e+04 1.64e-04 2.01e+04 4.88e+02 0 \n", - " 3 5.91e+06 1.52e+04 1.66e-04 1.62e+04 1.80e+04 0 Skip BFGS \n", - " 4 5.91e+06 1.11e+04 4.63e-04 1.39e+04 1.95e+03 0 \n", - " 5 5.91e+06 1.10e+04 4.71e-04 1.38e+04 3.15e+02 0 \n", - " 6 1.18e+06 1.10e+04 4.76e-04 1.15e+04 6.22e+03 0 \n", - " 7 1.18e+06 9.09e+03 1.27e-03 1.06e+04 1.25e+03 0 \n", - " 8 1.18e+06 8.85e+03 1.34e-03 1.04e+04 1.67e+03 0 \n", - " 9 2.37e+05 8.23e+03 1.77e-03 8.65e+03 2.75e+03 0 \n", - " 10 2.37e+05 3.97e+03 8.58e-03 6.00e+03 8.25e+03 0 \n", - " 11 2.37e+05 1.04e+03 1.03e-02 3.49e+03 3.08e+03 0 \n", - " 12 4.73e+04 8.60e+02 1.02e-02 1.34e+03 1.92e+03 0 \n", - " 13 4.73e+04 2.47e+02 1.33e-02 8.75e+02 7.72e+02 0 \n", - " 14 4.73e+04 2.26e+02 1.33e-02 8.57e+02 6.45e+02 0 \n", - " 15 9.46e+03 2.04e+02 1.32e-02 3.29e+02 4.78e+02 0 \n", - " 16 9.46e+03 1.70e+02 1.44e-02 3.06e+02 3.60e+02 0 \n", - " 17 9.46e+03 1.64e+02 1.42e-02 2.98e+02 1.12e+02 0 \n", - " 18 1.89e+03 1.62e+02 1.43e-02 1.89e+02 6.25e+01 0 \n", - " 19 1.89e+03 1.60e+02 1.46e-02 1.88e+02 3.25e+01 0 \n", - " 20 1.89e+03 1.60e+02 1.46e-02 1.87e+02 4.78e+01 2 \n", - " 21 3.78e+02 1.60e+02 1.46e-02 1.65e+02 1.34e+01 0 \n", - " 22 3.78e+02 1.60e+02 1.47e-02 1.65e+02 2.51e+01 2 \n", - " 23 3.78e+02 1.59e+02 1.47e-02 1.65e+02 3.79e+00 0 \n", - " 24 7.57e+01 1.59e+02 1.48e-02 1.61e+02 1.08e+01 1 \n", - " 25 7.57e+01 1.59e+02 1.48e-02 1.61e+02 7.41e-01 0 \n", - " 26 7.57e+01 1.59e+02 1.48e-02 1.61e+02 1.84e-01 0 \n", - " 27 1.51e+01 1.59e+02 1.48e-02 1.60e+02 4.51e-01 1 \n", - " 28 1.51e+01 1.59e+02 1.48e-02 1.60e+02 2.42e-01 1 \n", - " 29 1.51e+01 1.59e+02 1.48e-02 1.60e+02 1.01e-01 1 \n", - " 30 3.03e+00 1.59e+02 1.48e-02 1.59e+02 1.47e-01 1 \n", + " 0 2.37e+09 3.46e+04 0.00e+00 3.46e+04 7.44e+04 0 \n", + " 1 2.37e+09 3.01e+04 9.32e-07 3.23e+04 3.94e+03 0 \n", + " 2 2.37e+09 3.03e+04 8.38e-07 3.23e+04 2.13e+02 0 \n", + " 3 4.74e+08 3.03e+04 8.43e-07 3.07e+04 5.08e+04 0 \n", + " 4 4.74e+08 2.18e+04 1.12e-05 2.70e+04 5.95e+03 0 \n", + " 5 4.74e+08 2.26e+04 9.25e-06 2.70e+04 8.99e+02 0 \n", + " 6 9.49e+07 2.25e+04 9.53e-06 2.34e+04 3.44e+04 0 \n", + " 7 9.49e+07 1.43e+04 5.25e-05 1.93e+04 4.70e+03 0 \n", + " 8 9.49e+07 1.49e+04 4.62e-05 1.92e+04 6.94e+02 0 \n", + " 9 1.90e+07 1.47e+04 4.77e-05 1.56e+04 1.61e+04 0 \n", + " 10 1.90e+07 1.13e+04 1.27e-04 1.37e+04 7.46e+02 0 \n", + " 11 1.90e+07 1.13e+04 1.25e-04 1.37e+04 9.15e+01 0 \n", + " 12 3.79e+06 1.13e+04 1.26e-04 1.18e+04 6.57e+03 0 \n", + " 13 3.79e+06 9.93e+03 2.94e-04 1.10e+04 5.90e+02 0 \n", + " 14 3.79e+06 9.90e+03 2.98e-04 1.10e+04 1.45e+02 0 \n", + " 15 7.59e+05 9.87e+03 3.06e-04 1.01e+04 2.97e+03 0 \n", + " 16 7.59e+05 7.94e+03 1.66e-03 9.20e+03 3.34e+03 0 \n", + " 17 7.59e+05 6.25e+03 2.45e-03 8.11e+03 3.80e+03 0 \n", + " 18 1.52e+05 3.60e+03 4.35e-03 4.26e+03 4.03e+03 0 \n", + " 19 1.52e+05 1.24e+03 9.37e-03 2.67e+03 5.02e+03 0 \n", + " 20 1.52e+05 5.25e+02 8.64e-03 1.84e+03 2.44e+03 0 \n", + " 21 3.04e+04 2.81e+02 9.19e-03 5.60e+02 7.29e+02 0 \n", + " 22 3.04e+04 1.84e+02 1.02e-02 4.95e+02 1.27e+02 0 \n", + " 23 3.04e+04 1.83e+02 1.02e-02 4.93e+02 7.11e+01 0 \n", + " 24 6.07e+03 1.82e+02 1.02e-02 2.44e+02 1.62e+02 0 \n", + " 25 6.07e+03 1.77e+02 1.06e-02 2.41e+02 4.12e+01 0 \n", + " 26 6.07e+03 1.77e+02 1.06e-02 2.41e+02 3.35e+00 0 \n", + " 27 1.21e+03 1.77e+02 1.06e-02 1.90e+02 3.36e+01 0 \n", + " 28 1.21e+03 1.76e+02 1.09e-02 1.89e+02 8.85e+01 1 \n", + " 29 1.21e+03 1.76e+02 1.10e-02 1.89e+02 7.50e+00 0 \n", + " 30 2.43e+02 1.76e+02 1.10e-02 1.78e+02 2.59e+01 0 Skip BFGS \n", + " 31 2.43e+02 1.75e+02 1.16e-02 1.78e+02 9.38e+01 2 \n", + " 32 2.43e+02 1.75e+02 1.17e-02 1.78e+02 6.84e+00 0 \n", + " 33 4.86e+01 1.75e+02 1.20e-02 1.76e+02 2.61e+01 2 Skip BFGS \n", + " 34 4.86e+01 1.75e+02 1.25e-02 1.76e+02 5.35e+01 4 \n", + " 35 4.86e+01 1.75e+02 1.29e-02 1.76e+02 7.22e+01 4 Skip BFGS \n", + " 36 9.71e+00 1.75e+02 1.52e-02 1.75e+02 1.97e+02 1 Skip BFGS \n", + " 37 9.71e+00 1.74e+02 1.52e-02 1.74e+02 1.70e+01 0 \n", + " 38 9.71e+00 1.73e+02 1.76e-02 1.73e+02 1.70e+02 3 \n", + " 39 1.94e+00 1.72e+02 2.01e-02 1.72e+02 2.26e+02 3 \n", + " 40 1.94e+00 1.70e+02 2.75e-02 1.70e+02 3.02e+02 2 Skip BFGS \n", + " 41 1.94e+00 1.69e+02 5.55e-02 1.69e+02 4.02e+02 1 Skip BFGS \n", + " 42 3.89e-01 1.63e+02 7.13e-02 1.63e+02 2.78e+01 0 \n", + " 43 3.89e-01 1.62e+02 4.09e-02 1.62e+02 9.62e+01 2 \n", + " 44 3.89e-01 1.62e+02 7.52e-02 1.62e+02 2.34e+02 1 \n", + " 45 7.77e-02 1.61e+02 1.38e-01 1.61e+02 4.19e+01 0 Skip BFGS \n", + " 46 7.77e-02 1.61e+02 4.28e-02 1.61e+02 1.69e+02 1 \n", + " 47 7.77e-02 1.61e+02 4.70e-02 1.61e+02 1.15e+01 0 \n", + " 48 1.55e-02 1.61e+02 6.13e-02 1.61e+02 3.28e+01 0 Skip BFGS \n", + " 49 1.55e-02 1.61e+02 6.42e-02 1.61e+02 2.88e+00 0 \n", + " 50 1.55e-02 1.61e+02 5.54e-02 1.61e+02 1.01e+01 6 \n", "------------------------- STOP! -------------------------\n", - "1 : |fc-fOld| = 1.7892e-01 <= tolF*(1+|f0|) = 3.4617e+03\n", - "1 : |xc-x_last| = 1.6647e-03 <= tolX*(1+|x0|) = 1.8231e+00\n", - "0 : |proj(x-g)-x| = 1.4651e-01 <= tolG = 1.0000e-01\n", - "0 : |proj(x-g)-x| = 1.4651e-01 <= 1e3*eps = 1.0000e-02\n", - "1 : maxIter = 30 <= iter = 30\n", + "1 : |fc-fOld| = 1.7647e-04 <= tolF*(1+|f0|) = 3.4617e+03\n", + "1 : |xc-x_last| = 5.8158e-01 <= tolX*(1+|x0|) = 1.8231e+00\n", + "0 : |proj(x-g)-x| = 1.0109e+01 <= tolG = 1.0000e-01\n", + "0 : |proj(x-g)-x| = 1.0109e+01 <= 1e3*eps = 1.0000e-02\n", + "1 : maxIter = 50 <= iter = 50\n", "------------------------- DONE! -------------------------\n" ] } @@ -417,7 +427,7 @@ "\n", "# Define how the optimization problem is solved. Here we will use an inexact\n", "# Gauss-Newton approach that employs the conjugate gradient solver.\n", - "opt = optimization.InexactGaussNewton(maxIter=30, maxIterCG=50)\n", + "opt = optimization.InexactGaussNewton(maxIter=30, maxIterCG=50, maxIterLS=50)\n", "\n", "# Define the inverse problem\n", "inv_prob = inverse_problem.BaseInvProblem(dmis, reg, opt)\n", @@ -436,7 +446,7 @@ "\n", "# Defining a starting value for the trade-off parameter (beta) between the data\n", "# misfit and the regularization.\n", - "starting_beta = directives.BetaEstimate_ByEig(beta0_ratio=1e0)\n", + "starting_beta = directives.BetaEstimate_ByEig(beta0_ratio=1e2)\n", "\n", "# Set the rate of reduction in trade-off parameter (beta) each time the\n", "# the inverse problem is solved. And set the number of Gauss-Newton iterations\n", @@ -475,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 23, "id": "c771cd6a", "metadata": { "iooxa": { @@ -494,7 +504,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -540,6 +550,14 @@ "ax0.set_xlim(1, 10000)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9dbebd8b-6a08-4b5c-a988-6331268196b9", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -565,7 +583,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.12.7" } }, "nbformat": 4,