diff --git a/GP_grav.ipynb b/GP_grav.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..3c7bc213be8b9ef70f32c3479be53d0b22c78485 --- /dev/null +++ b/GP_grav.ipynb @@ -0,0 +1,609 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "629c496a-ced4-4d4d-9d44-c3c3f25d15ba", + "metadata": {}, + "source": [ + "# Simple Inversion Example Using Gaussian-Process Emulator\n", + "**Gaussian-Process Emulator** from [psimpy](https://git-ce.rwth-aachen.de/mbd/psimpy) package to solve geophysical inverse problem by determining the best model parameter from the lowest RMS error." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "aeccea6d-ef7c-4648-bf01-8bd6be543904", + "metadata": {}, + "outputs": [], + "source": [ + "# Necessary packages\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from psimpy.sampler import LHS\n", + "from psimpy.emulator import ScalarGaSP" + ] + }, + { + "cell_type": "markdown", + "id": "a980aade-72fb-480c-b972-f5e1238fb16b", + "metadata": {}, + "source": [ + "**Gravity acceleration forward modeling equation for spherical object:**\n", + "$$g \\space [\\text{m/s}^{2}] = \\frac{G. \\pi. R^3. \\Delta\\rho. z}{(3. [x_i - x]^2 + z^2)^{3/2}}$$\n", + "$G$ = Universal gravitational constant $6.67 \\times 10^{-11} \\space [\\text{m}^3 / \\text{kg.s}^2]$\n", + "\n", + "$R$ = Radius of the sphere object $[\\text{m}]$\n", + "\n", + "$\\Delta\\rho$ = Relative density difference (will be the target parameter) $[\\text{kg/m}^3]$\n", + "\n", + "$z$ = Location of the sphere object in vertical direction (depth) $[\\text{m}]$\n", + "\n", + "$x$ = Location of the sphere object in horizontal direction $[\\text{m}]$\n", + "\n", + "$x_i$ = Measurement point locations on the surface (`list` or `array`) $[\\text{m}]$" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ddce94f4-5ac0-45d7-a24f-841e46d8304b", + "metadata": {}, + "outputs": [], + "source": [ + "def grav_fwd(R, d_rho, xi, x, z):\n", + "\tG = 6.67*10**(-11)\n", + "\tg_obs = (G * np.pi * (R**3) * d_rho * z) / ((3 * (xi - x)**2 + z**2)**(3/2))\n", + "\treturn g_obs" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8c3b8879-4968-4bd6-b7ad-60ba03c977ad", + "metadata": {}, + "outputs": [], + "source": [ + "def RMSE(x1, x2):\n", + " RMS = np.sqrt(np.sum( (x1 - x2)**2 ) / len(x1) ) * 100\n", + " return RMS" + ] + }, + { + "cell_type": "markdown", + "id": "4ffbfa73-5dba-4ea9-b53e-a2959fa6acfa", + "metadata": {}, + "source": [ + "### Parameter input and forward calculation" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f8803970-9f88-44f6-8427-18e819f32cf9", + "metadata": {}, + "outputs": [], + "source": [ + "d_rho_true1 = 300 # True density value\n", + "R_object1 = 20\n", + "x_position1 = np.arange(0, 100, 1)\n", + "x_location1 = 30\n", + "z_location1 = 10\n", + "\n", + "forward_true1 = grav_fwd(R_object1, d_rho_true1, x_position1, x_location1, z_location1) * 10e5 # Multiply by 10e5 to convert m/s^2 to mGal (10e-1 mm/s^2)\n", + "\n", + "# Added with random noise\n", + "forward_true = forward_true1 + (np.random.randint(-100,100,len(forward_true1)) / 100000)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "142bd361-651c-40ea-b065-007a1593b1ed", + "metadata": {}, + "outputs": [], + "source": [ + "density_test = np.arange(-500, 501, 100) # Density range values to test\n", + "\n", + "forward_test = [grav_fwd(R_object1, i, x_position1, x_location1, z_location1) * 10e5 for i in density_test]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "60db3cea-c2b3-4aca-ac31-8ac8d611009b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,6))\n", + "plt.title('Comparison of calculated and observed data', fontweight='bold')\n", + "plt.plot(x_position1, forward_true, lw = 5, label='Observed')\n", + "\n", + "for i in range(len(forward_test)):\n", + " RMS_misfit = RMSE(forward_test[i], forward_true)\n", + " plt.plot(x_position1, forward_test[i], alpha = 0.8, label=r'$\\Delta\\rho$: '+str((density_test[i])))\n", + " if np.max(forward_test[i]) - np.max(np.abs(forward_test[i])) == 0:\n", + " plt.text(x_position1[1], np.max(forward_test[i]), 'Misfit : '+str('%.3f'%RMS_misfit)+'%')\n", + " else:\n", + " plt.text(x_position1[1], np.min(forward_test[i]), 'Misfit : '+str('%.3f'%RMS_misfit)+'%')\n", + "\n", + "plt.xlabel('Distance [m]')\n", + "plt.ylabel('Gravity acceleration [mGal]')\n", + "plt.legend(loc='lower right', ncol=2);" + ] + }, + { + "cell_type": "markdown", + "id": "80f85de6-eb1f-448f-8738-4c9313e85555", + "metadata": {}, + "source": [ + "## GP Emulator\n", + "### LHS Sampling\n", + "Sampling the density value to be simulated by using [Latin Hypercube Sampling (LHS)](https://mbd.pages.git-ce.rwth-aachen.de/psimpy/auto_examples/sampler/plot_latin.html#sphx-glr-auto-examples-sampler-plot-latin-py) from psimpy package." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "bb15264c-3c24-4b06-aa89-e6c5cd7fb43d", + "metadata": {}, + "outputs": [], + "source": [ + "ndim = 1\n", + "bounds = np.array([[-500,500]])\n", + "\n", + "lhs_sampler = LHS(ndim, bounds, seed=100)\n", + "lhs_samples = lhs_sampler.sample(nsamples=5) # get 5 density values for training" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "485b7ae2-ec33-43aa-8625-5fa07be25d37", + "metadata": {}, + "outputs": [], + "source": [ + "input_density = lhs_samples.reshape(-1)\n", + "\n", + "# input for further process need to be in array type\n", + "output_fwd_grav = np.array([grav_fwd(R_object1, dens, x_position1, x_location1, z_location1) * 10e5 for dens in input_density])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "b48dde26-b6de-41d5-aabd-880c69dd7684", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The upper bounds of the range parameters are 233330.6 \n", + "The initial values of range parameters are 4666.611 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 7 \n", + " The value of the marginal posterior function is -17.52637 \n", + " Optimized range parameters are 854.742 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 66.21876 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 10 \n", + " The value of the marginal posterior function is -17.52637 \n", + " Optimized range parameters are 854.742 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n" + ] + } + ], + "source": [ + "RMS_for_emulator = np.array([RMSE(output_fwd_grav[index], forward_true) for index in range(len(output_fwd_grav))])\n", + "\n", + "emulator = ScalarGaSP(ndim=1)\n", + "\n", + "# design = x (input or parameter), response = y (output or label)\n", + "emulator.train(design=input_density, response=RMS_for_emulator)\n", + "validation = emulator.loo_validate() # to view the validation result and comparison\n", + "\n", + "x = input_density\n", + "y = RMS_for_emulator" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "eb212d5d-5c17-43d2-8e64-c4d4f611f88b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.title('Cross-validation', fontweight='bold')\n", + "\n", + "plt.xlabel('Actual RMS Error [%]')\n", + "plt.ylabel('Emulator-predicted RMS Error [%]')\n", + "\n", + "_ = plt.plot([np.min(y)-1,np.max(y)+1], [np.min(y)-1,np.max(y)+1])\n", + "_ = plt.errorbar(y, validation[:,0], validation[:,1], fmt='.', ms=10, linestyle='', label='Prediction and Stdev')\n", + "_ = plt.legend()\n", + "plt.grid(alpha=0.4)\n", + "plt.tight_layout();" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "675a648a-d60e-41b8-b9a5-86121579ef41", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 900x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(9,6))\n", + "plt.title('Density choosen against the RMS error [Gaussian Emulator Method] Before', fontweight='bold')\n", + "\n", + "testing_input = np.arange(bounds[0][0],bounds[0][1]+1,20) # density range for prediction\n", + "true_input = np.array([grav_fwd(R_object1, dens, x_position1, x_location1, z_location1) * 10e5 for dens in testing_input])\n", + "RMS_input = np.array([np.sqrt(np.sum((true_input[index] - forward_true)**2)/len(forward_true)) * 100 for index in range(len(true_input))])\n", + "\n", + "predictions = emulator.predict(testing_input)\n", + "\n", + "where_lowest_RMS = np.where(predictions[:,0] == np.min(predictions[:,0]))\n", + "where_best_density = testing_input[where_lowest_RMS]\n", + "\n", + "plt.plot(testing_input, predictions[:, 0], 'r-', label= \"Emulator Mean\")\n", + "plt.scatter(x, y, s=15, c='k', label=\"Training Data\", zorder=3)\n", + "plt.plot(testing_input, RMS_input, 'k:', zorder=2, label=\"True Result\")\n", + "\n", + "#best density from emulator\n", + "plt.vlines(where_best_density, 0, predictions[:, 0][where_lowest_RMS], color='orange')\n", + "plt.plot(where_best_density, predictions[:, 0][where_lowest_RMS], '^', color='orange', label=\"Best density from Emulator: \"+str(where_best_density[0])+r\" $[\\text{kg/m}^3]$\")\n", + "#best true density\n", + "plt.vlines(d_rho_true1, 0, predictions[:, 0][where_lowest_RMS], color='green')\n", + "plt.plot(d_rho_true1, predictions[:, 0][where_lowest_RMS], '^', color='green', label=\"True density: \"+str(d_rho_true1)+r\" $[\\text{kg/m}^3]$\")\n", + "#result difference\n", + "plt.plot([],[], marker='$D$', ls='', color='black', label='Difference: '+str(d_rho_true1 - where_best_density[0])+r\" $[\\text{kg/m}^3]$\")\n", + "\n", + "plt.fill_between(testing_input, predictions[:, 1], predictions[:, 2], alpha=0.3, label=\"95% CI\")\n", + "plt.xlabel(r'$\\Delta\\rho$ $[\\text{kg/m}^3]$')\n", + "plt.ylabel('RMS Error [%]')\n", + "plt.xlim(testing_input[0], testing_input[-1])\n", + "plt.ylim(0, np.max(predictions[:,0]))\n", + "_ = plt.legend()\n", + "plt.grid(alpha=0.3)\n", + "plt.tight_layout();" + ] + }, + { + "cell_type": "markdown", + "id": "423d3cd1", + "metadata": {}, + "source": [ + "## Adaptive sampling\n", + "To get a better result by updating training data in the lowest RMS Error area.\n", + "\n", + "Algorithm was slightly modified from [Kim & Boukouvala, 2020](https://link.springer.com/article/10.1007/s11590-019-01428-7)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "129daa94", + "metadata": {}, + "outputs": [], + "source": [ + "n_iter = 10 # maximum iteration\n", + "RMS_convergence = 0.01 # desired RMS value limit\n", + "\n", + "true_input2 = np.array([grav_fwd(R_object1, dens, x_position1, x_location1, z_location1) * 10e5 for dens in testing_input])\n", + "RMS_input2 = np.array([RMSE(true_input2[index], forward_true) for index in range(len(true_input2))])" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "88462ea4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The upper bounds of the range parameters are 233330.6 \n", + "The initial values of range parameters are 4666.611 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 7 \n", + " The value of the marginal posterior function is -17.52637 \n", + " Optimized range parameters are 854.742 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 66.21876 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 10 \n", + " The value of the marginal posterior function is -17.52637 \n", + " Optimized range parameters are 854.742 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 203818.4 \n", + "The initial values of range parameters are 4076.368 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 8 \n", + " The value of the marginal posterior function is -24.05199 \n", + " Optimized range parameters are 475.4057 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 45.98525 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 9 \n", + " The value of the marginal posterior function is -24.05199 \n", + " Optimized range parameters are 475.4057 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 104412 \n", + "The initial values of range parameters are 2088.241 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 7 \n", + " The value of the marginal posterior function is -28.36744 \n", + " Optimized range parameters are 326.9067 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 33.78508 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 10 \n", + " The value of the marginal posterior function is -28.36744 \n", + " Optimized range parameters are 326.9067 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 58049.92 \n", + "The initial values of range parameters are 1160.998 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 12 \n", + " The value of the marginal posterior function is -34.69756 \n", + " Optimized range parameters are 146.824 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 25.8667 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 7 \n", + " The value of the marginal posterior function is -34.69756 \n", + " Optimized range parameters are 146.824 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 29086271 \n", + "The initial values of range parameters are 581725.4 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 32 \n", + " The value of the marginal posterior function is -21.79235 \n", + " Optimized range parameters are 139.3206 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 20.43789 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 37 \n", + " The value of the marginal posterior function is -21.82336 \n", + " Optimized range parameters are 130.6319 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: FALSE \n", + "The upper bounds of the range parameters are 281.9134 \n", + "The initial values of range parameters are 5.638268 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 27 \n", + " The value of the marginal posterior function is -9.223741 \n", + " Optimized range parameters are 140.1326 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: FALSE \n", + "The initial values of range parameters are 16.55469 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 10 \n", + " The value of the marginal posterior function is -9.552777 \n", + " Optimized range parameters are 133.9682 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 4085.228 \n", + "The initial values of range parameters are 81.70457 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 12 \n", + " The value of the marginal posterior function is -34.24563 \n", + " Optimized range parameters are 81.70457 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: FALSE \n", + "The initial values of range parameters are 13.68156 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 29 \n", + " The value of the marginal posterior function is 1.824043 \n", + " Optimized range parameters are 63.07397 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 134660358 \n", + "The initial values of range parameters are 2693207 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 23 \n", + " The value of the marginal posterior function is 11.95948 \n", + " Optimized range parameters are 39.49981 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 11.49631 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 31 \n", + " The value of the marginal posterior function is 12.0647 \n", + " Optimized range parameters are 41.14175 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The upper bounds of the range parameters are 134710029 \n", + "The initial values of range parameters are 2694201 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 14 \n", + " The value of the marginal posterior function is -61.81415 \n", + " Optimized range parameters are 123.9987 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 9.795675 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 42 \n", + " The value of the marginal posterior function is 28.29477 \n", + " Optimized range parameters are 124.5639 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: FALSE \n", + "The upper bounds of the range parameters are 134710029 \n", + "The initial values of range parameters are 2694201 \n", + "Start of the optimization 1 : \n", + "The number of iterations is 15 \n", + " The value of the marginal posterior function is -67.20226 \n", + " Optimized range parameters are 121.8024 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "The initial values of range parameters are 8.446271 \n", + "Start of the optimization 2 : \n", + "The number of iterations is 32 \n", + " The value of the marginal posterior function is 28.70861 \n", + " Optimized range parameters are 362.1678 \n", + " Optimized nugget parameter is 0 \n", + " Convergence: TRUE \n", + "********\n", + "\n", + "Maximum iteration has been reached with RMS: 0.05639716304921746\n" + ] + } + ], + "source": [ + "lhs_samples2 = list(lhs_samples.copy())\n", + "\n", + "for i in range(n_iter):\n", + " output_fwd_grav2 = np.array([grav_fwd(R_object1, dens, x_position1, x_location1, z_location1) * 10e5 for dens in lhs_samples2])\n", + " RMS_for_emulator2 = np.array([RMSE(output_fwd_grav2[index], forward_true) for index in range(len(output_fwd_grav2))])\n", + " \n", + " emulator2 = ScalarGaSP(ndim=1)\n", + " emulator2.train(design=np.array(lhs_samples2), response=RMS_for_emulator2)\n", + "\n", + " predictions2 = emulator2.predict(testing_input)\n", + "\n", + " if np.min(RMS_for_emulator2) < RMS_convergence:\n", + " print('********\\n\\nConvergence has been reached at RMS:',np.min(RMS_for_emulator2))\n", + " break\n", + " elif i == n_iter-1:\n", + " print('********\\n\\nMaximum iteration has been reached with RMS:',np.min(RMS_for_emulator2))\n", + " break\n", + " \n", + " where_lowest_RMS2 = np.where(predictions2[:,0] == np.min(predictions2[:,0]))\n", + " \n", + " where_best_density2 = testing_input[where_lowest_RMS2]\n", + " lhs_samples2.append(where_best_density2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "6ee37410", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 900x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(9,6))\n", + "\n", + "### Emulator 1\n", + "plt.title('Density choosen against the RMS error [with Adaptive Sampling] After', fontweight='bold')\n", + "plt.plot(testing_input, predictions[:, 0], 'r-', label= \"Emulator Mean 1\")\n", + "plt.scatter(x, y, s=15, c='k', label=\"Training Data\", zorder=6)\n", + "plt.plot(testing_input, RMS_input, 'k:', zorder=2, label=\"True Result\")\n", + "\n", + "#best density from emulator 1\n", + "plt.vlines(where_best_density, 0, predictions[:, 0][where_lowest_RMS], color='orange')\n", + "plt.plot(where_best_density, predictions[:, 0][where_lowest_RMS], '^', color='orange', label=\"Best density from Emulator 1: \"+str(where_best_density[0])+r\" $[\\text{kg/m}^3]$\")\n", + "#best density from emulator 2\n", + "plt.vlines(lhs_samples2[-1][0], 0, predictions2[:, 0][where_lowest_RMS2], color='navy')\n", + "plt.plot(lhs_samples2[-1][0], predictions2[:, 0][where_lowest_RMS2], '^', color='navy', label=\"Best density from Emulator 2: \"+str(lhs_samples2[-1][0])+r\" $[\\text{kg/m}^3]$\")\n", + "\n", + "plt.fill_between(testing_input, predictions2[:, 1], predictions2[:, 2], alpha=0.3, label=\"95% CI\")\n", + "plt.xlabel(r\"$\\Delta\\rho$ $[\\text{kg/m}^3]$\")\n", + "plt.ylabel('RMS Error [%]')\n", + "plt.xlim(testing_input[0], testing_input[-1])\n", + "plt.ylim(0, np.max(predictions2[:,0]))\n", + "plt.grid(alpha=0.2)\n", + "\n", + "### Emulator 2\n", + "plt.plot(testing_input, predictions2[:, 0], 'g-', label= \"Emulator Mean 2 (With Adaptive Sampling)\")\n", + "plt.scatter(np.concatenate(lhs_samples2), RMS_for_emulator2, s=75, marker='*', c='magenta', label=\"Adaptive Sampling Data\", zorder=3)\n", + "\n", + "_ = plt.legend()\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "id": "661d0e39-e154-4df9-9b8a-33bdc6ddbf89", + "metadata": {}, + "source": [ + "## " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2bbb61ae", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "psimpy", + "language": "python", + "name": "psimpy" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}