{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 51 Assigning physical properties to GemPy lith blocks\n", "\n", "The lith block of a GemPy model returns the spatial distribution of layers in the subsurface. Assuming homogeneous layers and no change in properties with depth, physical properties can easily be assigned to these lithologies. These could include seismic velocities and densities or thermal conductivities to provide a first estimate of temperatures at depth. \n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set File Paths and download Tutorial Data\n", "\n", "If you downloaded the latest `GemGIS` version from the Github repository, append the path so that the package can be imported successfully. Otherwise, it is recommended to install `GemGIS` via `pip install gemgis` and import `GemGIS` using `import gemgis as gg`. In addition, the file path to the folder where the data is being stored is set. The tutorial data is downloaded using Pooch (https://www.fatiando.org/pooch/latest/index.html) and stored in the specified folder. Use `pip install pooch` if Pooch is not installed on your system yet." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-03-17T12:19:12.239009Z", "start_time": "2021-03-17T12:19:09.944792Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n", "C:\\Users\\ale93371\\Anaconda3\\envs\\test_gempy\\lib\\site-packages\\theano\\configdefaults.py:560: UserWarning: DeprecationWarning: there is no c++ compiler.This is deprecated and with Theano 0.11 a c++ compiler will be mandatory\n", " warnings.warn(\"DeprecationWarning: there is no c++ compiler.\"\n", "WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n", "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] } ], "source": [ "import gemgis as gg\n", "\n", "file_path ='data/51_assigning_physical_properties_to_lith_block/'" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-03-17T12:19:12.519317Z", "start_time": "2021-03-17T12:19:12.272185Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading file '51_assigning_physical_properties_to_lith_block.zip' from 'https://rwth-aachen.sciebo.de/s/AfXRsZywYDbUF34/download?path=%2F51_assigning_physical_properties_to_lith_block.zip' to 'C:\\Users\\ale93371\\Documents\\gemgis\\docs\\getting_started\\tutorial\\data\\51_assigning_physical_properties_to_lith_block'.\n" ] } ], "source": [ "gg.download_gemgis_data.download_tutorial_data(filename=\"51_assigning_physical_properties_to_lith_block.zip\", dirpath=file_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading the lith block\n", "\n", "The lith block of a computed GemPy model is loaded using NumPy and reshaped to the original dimensions (resolution) of the model." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:14.964205Z", "start_time": "2021-01-23T10:53:11.640399Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING (theano.configdefaults): g++ not available, if using conda: `conda install m2w64-toolchain`\n", "C:\\Users\\ale93371\\Anaconda3\\envs\\test_gempy\\lib\\site-packages\\theano\\configdefaults.py:560: UserWarning: DeprecationWarning: there is no c++ compiler.This is deprecated and with Theano 0.11 a c++ compiler will be mandatory\n", " warnings.warn(\"DeprecationWarning: there is no c++ compiler.\"\n", "WARNING (theano.configdefaults): g++ not detected ! Theano will be unable to execute optimized C-implementations (for both CPU and GPU) and will default to Python implementations. Performance will be severely degraded. To remove this warning, set Theano flags cxx to an empty string.\n", "WARNING (theano.tensor.blas): Using NumPy C-API based implementation for BLAS functions.\n" ] }, { "data": { "text/plain": [ "array([[1., 1., 1., ..., 1., 1., 1.],\n", " [1., 1., 1., ..., 1., 1., 1.],\n", " [1., 1., 1., ..., 1., 1., 1.],\n", " ...,\n", " [3., 3., 3., ..., 2., 2., 1.],\n", " [3., 3., 3., ..., 2., 2., 2.],\n", " [3., 3., 3., ..., 2., 2., 2.]])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyvista as pv\n", "import numpy as np\n", "\n", "lith_block = np.load(file_path + 'lith_block.npy').reshape(50,50,50)\n", "lith_block[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unique values of the array. Values are rounded." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:14.980201Z", "start_time": "2021-01-23T10:53:14.966200Z" } }, "outputs": [ { "data": { "text/plain": [ "array([1., 2., 3.])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.unique(np.round(lith_block))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the original lith_block." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.203389Z", "start_time": "2021-01-23T10:53:14.982203Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "im = plt.imshow(lith_block[1,:,:], cmap='viridis')\n", "plt.colorbar(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assigning density values by ID\n", "\n", "Sample values are stored as list and will then be converted to to a dictionary." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.219310Z", "start_time": "2021-01-23T10:53:15.205251Z" } }, "outputs": [ { "data": { "text/plain": [ "{1.0: 0.1, 2.0: 2.5, 3.0: 1}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "density_values = [0.1, 2.5, 1,5]\n", "\n", "density_dict = {k: v for k,v in zip(np.unique(np.round(lith_block)), density_values)}\n", "density_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The density block will then be calculated." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.235282Z", "start_time": "2021-01-23T10:53:15.221279Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[0.1, 0.1, 0.1, ..., 0.1, 0.1, 0.1],\n", " [0.1, 0.1, 0.1, ..., 0.1, 0.1, 0.1],\n", " [0.1, 0.1, 0.1, ..., 0.1, 0.1, 0.1],\n", " ...,\n", " [1. , 1. , 1. , ..., 2.5, 2.5, 0.1],\n", " [1. , 1. , 1. , ..., 2.5, 2.5, 2.5],\n", " [1. , 1. , 1. , ..., 2.5, 2.5, 2.5]])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "density_block = gg.utils.assign_properties(lith_block=lith_block, property_dict=density_dict)\n", "density_block[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data can be plotted using matplotlib." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.439328Z", "start_time": "2021-01-23T10:53:15.238284Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "im = plt.imshow(density_block[1,:,:], cmap='viridis')\n", "plt.colorbar(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assigning seismic velocities by ID\n", "\n", "Sample values are stored as list and will then be converted to to a dict." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.455332Z", "start_time": "2021-01-23T10:53:15.442329Z" } }, "outputs": [ { "data": { "text/plain": [ "{1.0: 300, 2.0: 2500, 3.0: 2000}" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "velocity_values = [300,2500,2000]\n", "\n", "velocity_dict = {k: v for k,v in zip(np.unique(np.round(lith_block)), velocity_values)}\n", "velocity_dict" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The velocity block will then be calculated." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.471336Z", "start_time": "2021-01-23T10:53:15.457333Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[ 300, 300, 300, ..., 300, 300, 300],\n", " [ 300, 300, 300, ..., 300, 300, 300],\n", " [ 300, 300, 300, ..., 300, 300, 300],\n", " ...,\n", " [2000, 2000, 2000, ..., 2500, 2500, 300],\n", " [2000, 2000, 2000, ..., 2500, 2500, 2500],\n", " [2000, 2000, 2000, ..., 2500, 2500, 2500]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "velocity_block = gg.utils.assign_properties(lith_block=lith_block, property_dict=velocity_dict)\n", "velocity_block[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The data can be plotted using matplotlib." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.678382Z", "start_time": "2021-01-23T10:53:15.473336Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "im = plt.imshow(velocity_block[1,:,:], cmap='viridis')\n", "plt.colorbar(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating acoustic impedance\n", "\n", "The acoustic impedance is defined as the product of density and seismic velocity.\n", "\n", "$$Z_p = \\rho_p*V_p$$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.694386Z", "start_time": "2021-01-23T10:53:15.680382Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[ 30., 30., 30., ..., 30., 30., 30.],\n", " [ 30., 30., 30., ..., 30., 30., 30.],\n", " [ 30., 30., 30., ..., 30., 30., 30.],\n", " ...,\n", " [2000., 2000., 2000., ..., 6250., 6250., 30.],\n", " [2000., 2000., 2000., ..., 6250., 6250., 6250.],\n", " [2000., 2000., 2000., ..., 6250., 6250., 6250.]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "impendance_block = density_block*velocity_block\n", "impendance_block[0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.901432Z", "start_time": "2021-01-23T10:53:15.696386Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "im = plt.imshow(impendance_block[1,:,:], cmap='viridis')\n", "plt.colorbar(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating the reflection coefficient\n", "\n", "The vertical reflection coefficient is calculated as the difference between two impedance values divided by the sum of the two.\n", "\n", "$$R_i = \\frac{Z_1-Z_2}{Z_1+Z_2}$$" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:15.917439Z", "start_time": "2021-01-23T10:53:15.903433Z" } }, "outputs": [ { "data": { "text/plain": [ "array([[0. , 0. , 0. , ..., 0. , 0. ,\n", " 0. ],\n", " [0. , 0. , 0. , ..., 0. , 0. ,\n", " 0. ],\n", " [0. , 0. , 0. , ..., 0. , 0. ,\n", " 0. ],\n", " ...,\n", " [0. , 0. , 0. , ..., 0. , 0.99044586,\n", " 0. ],\n", " [0. , 0. , 0. , ..., 0. , 0. ,\n", " 0.99044586],\n", " [0. , 0. , 0. , ..., 0. , 0. ,\n", " 0. ]])" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reflection_coeff = (impendance_block[:,1:] - impendance_block[:,:-1])/(impendance_block[:,1:] + impendance_block[:,:-1])\n", "reflection_coeff[0]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:16.122503Z", "start_time": "2021-01-23T10:53:15.919438Z" } }, "outputs": [ { "data": { "image/png": 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tIrPJbR71NBVc5KpCz6oPA30cAAAdLeRBAwAAYStQ5YkIeX5FZPwKAACCIVDlCYvscGfB3RMAAMAWMg0AAJihPGEQGb8CAIBgoDxhQHkCAADYQtAAAICZC+WJQLxsOnLkiLKyspSamqpJkybp0KFDrZ737rvv6s4779TIkSN13333qaSkxHvsjTfe0NChQ5WWluZ9+R6/WGFdnvA0tZ3OyY3e0eZxqz4PVvOHM/o4AEAH6ODyRF1dnbKzs5Wdna0pU6aooKBA8+bNU2FhoWJjY73nFRcXa8WKFXrrrbd0zTXXqKCgQNnZ2frzn/+sxMREHT16VAsWLNCjjz7q/9p9kGkAACBMFBcXKyoqStOnT1fXrl2VlZWlxMREFRUVGc777rvv9Oijj2rIkCGKiorSvffeq+joaB0/flySdPToUQ0ZMiTg6yNoAADATAeXJ1wul5KTkw1jSUlJKisrM4z9y7/8i2bPnu19/9lnn6m6ulrJycmqra3Vl19+qY0bN+rmm2/W+PHjlZ+f7/+1UJiXJwAACKkOLk/U1NQoLi7OMOZwOOR2u00/c/z4cc2fP1/z58/XZZddphMnTmjkyJF64IEHtHr1apWWlio7O1u9e/dWRkaGXz+DTAMAAGEiLi6uRYDgdrvldDpbPf+jjz7SAw88oAcffFCPPfaYJGnAgAHavHmzMjIyFBsbq1GjRmnSpEn68MMP/V4fQQMAAGY6uDwxaNAguVwuw5jL5dLgwYNbnPvHP/5R8+fP17Jly/T44497xz///HO9/vrrhnPr6uoMGykvFkEDAABmLpQn/H3ZLE+kp6ervr5emzZtUkNDg/Lz81VRUaExY8YYztu/f7+effZZvf7668rMzDQcczqdeuWVV7R79241Nzdr//792rlzp+69916/Lwd7GgAACBOxsbFat26dcnNztWLFCg0cOFBr166V0+lUTk6OJCkvL0/r1q1TQ0ODYTOkJK1atUq33nqrfve732nlypVatGiRLr/8cr3wwgu67rrr/F5fpw4aci16DeRafN6qj4OVcO7z4G8fh2XKbPO4p6mg3WsCgE4nBM+eSElJ0datW1uM5+Xlef/5zTffbHOOsWPHauzYsfbXZ1OnDhoAAAgqnj1hwJ4GAABgC5kGAADM8Ghsg8j4FQAABAPlCQPKEwAAwBYyDQAAmKE8YRAZvwIAgGCgPGFg60qUlJToxRdfVHl5uRITEzVr1ixNmzZNlZWVWrJkiYqLi5WQkKC5c+dqypQpwV5zwPjbZ8G6z8Nki+8PXa8Dqz4OzRb/glv1ebCaHwDQ+VgGDZWVlXr88cf1q1/9SpmZmTp69KhmzpypK6+8Ulu3bpXT6dS+fft07NgxzZ49W8OGDVNKSkpHrB0AgOCiPGFguRHy5MmTysjI0MSJExUVFaXrrrtON954o/76179qz549mj9/vrp166bhw4crMzNT27dv74h1AwAQfB387IlwZxk0DBkyRC+99JL3fWVlpUpKSiRJMTExGjBggPdYUlKSysrKgrBMAAAQau265fL8+fPKzs72ZhscDofhuMPhaPEccAAAOq0OfjR2uLMdNJw4cULTpk1Tjx499Morr8jpdLYIENxut5xOZ8AXCQBASFCeMLAVNHz++ee6//77NWbMGK1Zs0YOh0MDBw5UY2OjTp486T3P5XJp8ODBQVssAAAIHcugoaKiQrNmzdLMmTO1ePFiRUX9+JH4+HiNGzdOL7/8smpra1VaWqodO3ZowoQJQV80AAAdgvKEgeWvyM/P15kzZ7R27VqtXbvWOz5jxgwtX75cy5YtU0ZGhpxOpxYuXKgRI0YEdcHhxKrPQ270jjaPt9Xnwd8eEv7K9bPPAn0cACDyWAYN2dnZys7ONj2+atWqgC4IAICwQUdIg8jIlwAAEAw0dzLgKZcAAMCWyAh9AAAIBsoTBgQNAACYoTxhQHkCAADYEhmhDwAAwUB5woCgIYiseh3ktnGsrR4OP5rc5lFPU4HF54PLqg8DfRwAdAqUJwwoTwAAAFsiI/QBACAYKE8YEDQAAGCG8oQB5QkAAGBLZIQ+AAAEA+UJA4IGAADMUJ4woDwBAABsiYzQJwJ5mtpOZeVG72jzuFWfB6v5g40+DgA6BcoTBgQNAACYoTxhQHkCAADYEhmhDwAAwUB5woCgAQAAM5QnDChPAAAAWyIj9AEAIBgoTxgQNAAAYIbyhEFk/IpLUK5Fn4Jci8/TxwEAwtORI0eUk5Oj48ePa+DAgXr22WeVmpra4rwdO3Zo5cqVOnPmjEaPHq3nn39evXr1atcc7cWeBgAAzFwoT/j7slmeqKurU3Z2tiZPnqxPP/1UDz/8sObNm6f6+nrDeV988YWWLVumFStWaP/+/erVq5eeffbZds1xMQgaAAAwE4iAoR0ljuLiYkVFRWn69Onq2rWrsrKylJiYqKKiIsN577//vsaNG6cRI0bI4XDoqaee0ocffqgffvjB9hwXg6ABAIAw4XK5lJycbBhLSkpSWVmZYay8vFyDBw/2vk9MTFRCQoLKy8ttz3Ex2NMAAIAJj7qoOQD/f+1RF1vn1dTUKC4uzjDmcDjkdrsNY7W1tXI4HIaxuLg41dbW2p7jYhA0AABgorHxx1cg5rEjLi6uxV/ubrdbTqfTMGYWSDidTttzXAzKEwAAhIlBgwbJ5XIZxlwul6EUIUnJycmG886cOaPKykolJyfbnuNikGm4RFndUsktmQAgNTUFJtNg9z856enpqq+v16ZNmzRt2jQVFBSooqJCY8aMMZyXmZmphx56SPfdd5+GDRumFStW6NZbb1ViYqLtOS4GmQYAAExcKE8E4mVHbGys1q1bp507d2r06NHavHmz1q5dK6fTqZycHOXk5EiShgwZouXLl2vp0qVKT0/XqVOn9MILL1jO4S8yDQAAhJGUlBRt3bq1xXheXp7h/d1336277767XXP4i6ABAAATHV2eCHcEDQAAmOjouyfCHXsaAACALWQaAAAwQXnCiKABAAATlCeMCBrQKvo4RMj/FgBAABE0AABggvKEERshAQCALWQaAAAwwZ4GI4IGAABMUJ4wojwBAABsIdMAAIAJyhNGBA0AAJigPGFE0ICLQh+HCPkvAAC0A0EDAAAmKE8YETQAAGCC8oQRd08AAABbyDQAAGCC8oQRQQMAACYoTxhRngAAALaQaQAAwATlCSOCBgQFfRwiJBcJXOIoTxhRngAAALaQaQAAwATlCSOCBgAATFCeMKI8AQAAbCHTAACACcoTRgQNAACYoDxhRHkCAADYQqYBIeFvHwdpssX8Be1cUfvQxwG4NFCeMCJoAADABOUJI8oTAADAFjINAACYoDxhRNAAAIAJyhNGlCcAAIAtZBoAADBBecKIoAEAABOUJ4xsBQ27du3S73//e3333Xfq16+fFixYoNtvv12VlZVasmSJiouLlZCQoLlz52rKlCnBXjMuAVZ9HHKjd7R53KrPg9X8/vKnj8MyZbb52WD3oAAAM5ZBg8vl0pIlS/Tmm29q5MiR2rdvnx577DH95S9/UW5urpxOp/bt26djx45p9uzZGjZsmFJSUjpi7QAABFU4lic2bNig9evXq7q6WmPHjlVeXp6cTmeL886dO6fnn39e//M//6Pm5mbdcsst+tWvfqUePXpIku655x598803ior6cXtjv379tHPnzja/23IjZFJSkj7++GONHDlS1dXVOnXqlLp3767Y2Fjt2bNH8+fPV7du3TR8+HBlZmZq+/btF3MNAAAIOxfKE/6+AlWeKCoq0vr167Vx40bt3btXlZWVWr16davn/vrXv1Z1dbU++OAD/fnPf9b58+e1fPlySZLb7ZbL5VJRUZEOHjyogwcPWgYMks27J7p3764TJ05o1KhRWrRokRYsWKCvv/5aMTExGjBggPe8pKQklZWV2ZkSAAC0U0FBgbKyspSUlKSEhAQ98cQTys/PV1MrUUlTU5Pmzp2r+Ph4JSQk6P7779fBgwclSX//+9/Vq1cvXXbZZe36ftsbIfv27avS0lKVlJTo8ccf16OPPiqHw2E4x+FwyO12t2sBAACEq1CUJxobG1VTU9NiPCoqSuXl5brjjju8Y0lJSTp//ry+//579evXz3D+Sy+9ZHhfWFjo3T5w5MgRxcTEaOrUqfrqq6907bXXaunSpUpOTm5zbbaDhpiYH09NT0/XnXfeqcOHD7cIENxud6t1FQAAOqNQ3D1x4MABzZw5s8V4//79FR0dbfgf9ri4OElSbW1tm3O++eab2r17t7Zt2+YdGzZsmBYuXKhevXppzZo1mj17tnbt2tUiIeDLsjyxd+9ePfLII4axhoYGXXnllWpsbNTJkye94y6XS4MHD7aaEgAAmLjpppt07NixFq/CwkI5HA7V1dV5z70QLHTv3r3VuZqamvTcc89p/fr12rBhgzeTMG3aNK1atUpXXHGFHA6HFixYoMrKSh09erTNtVkGDddee60OHz6s9957T83Nzdq7d6/27t2rqVOnaty4cXr55ZdVW1ur0tJS7dixQxMmTLB9YQAACGeB2AQZqBKHJCUnJ6u8vNz73uVyKSEhQX369Glxbl1dnR5//HEdOHBA7777roYOHeo9tm3bNu3bt8/7vqmpSY2NjerWrVub329Znujdu7dee+01/frXv1ZeXp6uuuoqvfrqq0pOTtby5cu1bNkyZWRkyOl0auHChRoxYoStHw74I9ci15dr8flw7uPQ3EYPB6ntHg9WcwNon3Br7jRx4kQtW7ZMd911l/r27avVq1drwoQJ3tsmfeXk5OiHH37Q22+/rfj4eMOxU6dOaePGjXrjjTeUmJio3/72txo0aJBlywRbexpGjRqlP/3pTy3Ge/bsqVWrVtmZAgAA+Gns2LH65ptvNGfOHJ07d04ZGRl6+umnvcfT0tK0bt06DRgwQO+9955iY2N1yy23eI8nJiaqsLBQ2dnZqqqq0pQpU1RdXa0bbrhBr776aqvBhy/aSAMAYCIcmzvNmDFDM2bMaPXYhVsqJenYsWOmc3Tt2lWLFy/W4sWL2/XdPOUSAADYQqYBAAAT4banIdQIGgAAMBGO5YlQojwBAABsIdMAAIAJyhNGBA24JFn1YQhlHwerHhRW6OMABA7lCSPKEwAAwBYyDQAAmKA8YUTQAACAicZGyaLiZ3ueSEB5AgAA2EKmAQAAE5QnjAgaAAAw0dgoWTzDyfY8kYDyBAAAsIVMA9AKf/s4SJMt5i9o54rss+rDYNXHwd/5gUhCecKIoAEAABONjVKXLoGZJxJQngAAALaQaQAAwERTU2AyDZQnAACIcIEqK1CeAAAAlxQyDQAAmAhUWYHyBAAAEa6xUfJ4/J+HoAG4hFn1cciN3tHm8bb6PFjN7S9/+yxY9XmgjwMQuQgaAAAw0dQUmExDc7P/c4QDggYAAEwE6tkTkRI0cPcEAACwhUwDAAAmmpoCkyUIRIkjHBA0AABgIlDPnoiUoIHyBAAAsIVMAwAAJgJ5B3EgMhahRtAABEGuxX9pcts41lYPhx9NbvOop6nA4vP+serDYNXHwd/5gY4UyGdGdO0auLlChfIEAACwhUwDAAAmAtXcqUuXyMg0EDQAAGAiUM+eiIT9DBLlCQAAYBOZBgAATASquVMgWlGHA4IGAABMNDYSNPiKkJ8BAACCjUwDEGY8TW33OciN3tHmcas+D1bz+8vfPgtWfR6WKbPN48HuU4FLS1NTYBo8+dm+JGwQNAAAYKKxMTBBA8+eAAAAHW7Dhg265ZZbNHLkSD311FOqqalp9bwzZ87ommuuUVpamveVk5PT7nl8ETQAAGCiqenHbIO/r0B1Ry8qKtL69eu1ceNG7d27V5WVlVq9enWr5x49elT//M//rIMHD3pfeXl57Z7HF0EDAACdREFBgbKyspSUlKSEhAQ98cQTys/PV1MrUcmRI0eUkpLi9zy+CBoAADARiCzDhZf972zUuXPnWryqqqpUXl6uwYMHe89NSkrS+fPn9f3337eY5+jRo/r666/1y1/+UmPGjNGSJUt07tw5SWrXPL7YCAkAgAmPxyOPx/9GDZ527IQ8cOCAZs6c2WK8f//+io6OlsPh8I7FxcVJkmpra1ucHx8frxtvvFGzZs1SQ0OD/uM//kPLli3TypUrVVtba3seXwQNAACEkZtuuknHjh1r9diECRNUV1fnfX/hL/nu3bu3OPfC/oULFixYoAcffFDNzc1yOBy25/FF0AB0MrkWNcdci89b9XGQJrd5NNh9EKz6PDRb3PBu1efB3z4SuNQ0/d8rEPP4Lzk5WeXl5d73LpdLCQkJ6tOnj+G85uZmrVy5UlOnTtUVV1whSaqrq1NMTIyioqJsz/NT7GkAAMBUUwBf/ps4caK2bdumsrIyVVVVafXq1ZowYYKiftKnOioqSocOHdKKFStUU1Oj06dPa8WKFZo8eXK75vkpggYAADqJsWPHavbs2ZozZ45uu+02JSQk6Omnn/YeT0tLU0lJiSTpt7/9rerq6nTbbbcpMzNTV199tRYuXGhrHjOUJwAAMNWswGQJAvDUq/8zY8YMzZgxo9VjBw8e9P7z5ZdfrldfffWi5jFD0AAAgKlmBeYv/MAFDaFEeQIAANhCpgEAAFPhdfdEqBE0AABgKvz2NIQSQQNwifE0td3HIDd6R5vHrfo8WM3vL6s+FVas+jhYoc8DLmUEDQAAmKI84YugAQAAUwQNvrh7AgAA2EKmAQAAUx4FZhOj/adchjOCBgAATFGe8EV5AgAA2EKmAQAAU2QafBE0ADCw6oOQa/F5qz4OVoLd58HfPgtWfR7o4xBpaO7ki/IEAACwhUwDAACmKE/4ImgAAMAUj8b2RXkCAADYQqYBAABTbIT0RdAAAIAp9jT4sl2eqKioUHp6uoqKiiRJlZWVmjt3rq6//nrddttt2r59e9AWCQAAQs92pmHp0qU6e/as9/0zzzwjp9Opffv26dixY5o9e7aGDRumlJSUYKwTQCfhb58Fqz4Pwe7jYMWqD4NVHwd/50dHozzhy1am4Z133lFcXJz69u0rSaqurtaePXs0f/58devWTcOHD1dmZibZBgBAhGkK4KvzswwavvzyS7311lvKzc31jn311VeKiYnRgAEDvGNJSUkqKysLyiIBAEDotVmeaGxs1MKFC7V06VL17NnTO15TUyOHw2E41+FwyO12B2WRAACEBn0afLUZNKxZs0ZDhgxRRkaGYTwuLq5FgOB2u+V0OgO/QgAAQoY9Db7aDBp27dql06dPa9euXZKkqqoqPfnkk5o1a5YaGxt18uRJ9evXT5Lkcrk0ePDg4K8YAACERJtBw+7duw3vx44dq2eeeUa/+MUv9MUXX+jll1/Wc889p7KyMu3YsUOvv/56UBcLAEDHok+Dr4tu7rR8+XItW7ZMGRkZcjqdWrhwoUaMGBHItQG4BFndUnkpP3p7mTLb/KynqcCv70ZrCBp8tStoKCws9P5zz549tWrVqoAvCAAAhCfaSAMAYIqNkL4IGgAAMMUtl754NDYAALCFTAMAAKbYCOmLTAMAALCFTAMAAKbYCOmLoAFAp3IpP3q72eKx21aP5eax2xeD8oQvyhMAAMAWMg0AAJjilktfBA0AAJgKvz0NGzZs0Pr161VdXa2xY8cqLy+v1adMp6WlGd43NDRIkg4fPixJuueee/TNN98oKurHokO/fv20c+fONr+boAEAgE6iqKhI69ev18aNG9WrVy89+eSTWr16tRYtWtTi3IMHD3r/uaamRllZWXrkkUckSW63Wy6XSx999JEuu+wy29/PngYAAEw1BfDlv4KCAmVlZSkpKUkJCQl64oknlJ+fryaLTa4rV67UVVddpfvvv1+S9Pe//129evVqV8AgkWkAAKANHX/3RGNjo2pqalqMR0VFqby8XHfccYd3LCkpSefPn9f333+vfv36tTqfy+XS9u3btWvXLu/YkSNHFBMTo6lTp+qrr77Stddeq6VLlyo5ObnNtRE0AAAQRg4cOKCZM2e2GO/fv7+io6PlcDi8Y3FxcZKk2tpa0/nWr1+viRMntggqhg0bpoULF6pXr15as2aNZs+erV27dhnm/ymCBgCXFKs+DFZ9HPyd3x+5fvZZoI/Dxej4jZA33XSTjh071uqxCRMmqK6uzvv+QrDQvXv3Vs+vq6vTzp079fbbbxvGp02bpmnTpnnfL1iwQFu2bNHRo0dbbKD0xZ4GAABMNQfw5b/k5GSVl5d737tcLiUkJKhPnz6tnl9cXKw+ffpoyJAhhvFt27Zp37593vdNTU1qbGxUt27d2vx+ggYAADqJiRMnatu2bSorK1NVVZVWr16tCRMmeG+b/Km//e1vSk1NbTF+6tQpPf/88/rf//1fud1u/eY3v9GgQYOUkpLS5vdTngAAwFR4tZEeO3asvvnmG82ZM0fnzp1TRkaGnn76ae/xtLQ0rVu3TqNGjZIkffvtt+rdu3eLebKzs1VVVaUpU6aourpaN9xwg1599VXT4OMCggYAAEyFX3OnGTNmaMaMGa0e8+3NIEkvvvhiq+d17dpVixcv1uLFi9v13ZQnAACALWQaAAAwFV7liVAjaAAAwFT4lSdCiaABAHz422fBqs9DMPs4WLHqw2DVx8Hf+dH5ETQAAGCKR2P7ImgAAMAUexp8cfcEAACwhUwDAACm2Ajpi6ABAABTlCd8UZ4AAAC2kGkAAMAUmQZfBA0AEEBWfRis+jhIk9uYu+AiVmSfv30WrPo8dM4+Duxp8EV5AgAA2EKmAQAAUzR38kXQAACAKfY0+KI8AQAAbCHTAACAKTZC+iJoAADAFOUJX5QnAACALWQaAKADWfVxyI3eYXrMqseD1dzBZtWHoXP2ceDuCV8EDQAAmGJPgy/KEwAAwBYyDQAAmGIjpC+CBgAATBE0+KI8AQAAbCHTAACAKTZC+iJoAADAFLdc+iJoAIAwkttGr4Jci89Gah+HqpgYadCgYCwJ7UTQAACAKTZC+mIjJAAAsIVMAwAAptgI6YugAQAAU5QnfFGeAAAAtpBpAADAFOUJXwQNAACYojzhi6ABACKEVR+GztrH4Ztvv1XB7bd38GrQGoIGAABM0RHSF0EDAACm2NPgi7snAACALQQNAACYagrgK7Cee+45vfjii6bH6+vrtWTJEo0ePVo33XST1q5dazi+YcMG3XLLLRo5cqSeeuop1dTUWH4nQQMAAKbCL2j4xz/+oUWLFmnTpk1tnrdy5UqdPHlSH374od5++21t375dhYWFkqSioiKtX79eGzdu1N69e1VZWanVq1dbfjdBAwAAncj06dMVHR2tu+66q83z/uu//ktz5sxRQkKCrrrqKj300EN69913JUkFBQXKyspSUlKSEhIS9MQTTyg/P19NFk8iDdlGyAsL++6770K1BAC4pMTEtP0XwjffhvaWSzMX/p6w+gstGGJi6iV5AjBPg+1zGxsbWy0VREVFKT4+Xhs2bNDll1+uRYsWmc5RWVmpiooKDR482DuWlJSkLVu2SJLKy8t1xx13GI6dP39e33//vfr162f+O2z/igA7ffq0JOnBhx4K1RIA4JIyaFDbx8eFeSuE06dPa+DAgR3yXfHx8erRo4euvPJEwObs0aOH4uPjLc87cOCAZs6c2WK8f//+Kiws1OWXX245R21trSQpLi7OO+ZwOOR2u73HHQ6H99iF8y58zkzIgoahQ4dqy5Yt6t27t6KjwzO6BQCEXlNTk06fPq2hQ4d22Hf27NlTH3zwgaqqqgI2Z3x8vHr27Gl53k033aRjx4759V0XAgK32+0NVNxut5xOp/d4XV2d9/wLwUL37t3bnDdkQYPD4dCoUaNC9fUAgE6kozIMvnr27GnrL/lw1LNnT/3TP/2TXC6XevXqJUlyuVxKTk6WJCUnJ6u8vNx7vsvlUkJCgvr06dPmvGyEBAAgAk2cOFG///3vdfbsWX355ZfavHmzJk2a5D22bds2lZWVqaqqSqtXr9aECRMUFdV2WEDQAABAhEhLS1NJSYkk6d///d911VVXafz48Zo+fbruv/9+jR8/XpI0duxYzZ49W3PmzNFtt92mhIQEPf3005bzd/F4PP5vCwUAABGPTAMAALCFoAEAANhC0AAAAGwJi6DhyJEjysrKUmpqqiZNmqRDhw6Feklhr7S0VGPGjPG+r6ys1Ny5c3X99dfrtttu0/bt20O4uvBVUlKiKVOm6Prrr9ftt9+urVu3SuL62bFr1y6NHz9eaWlpuueee7Rnzx5JXLv2qKioUHp6uoqKiiRx7dAJeULM7XZ7brnlFs+WLVs89fX1nu3bt3tuvvlmT11dXaiXFpaam5s927dv91x//fWe0aNHe8f/7d/+zfPUU0953G63529/+5tn9OjRnqNHj4ZwpeHn7NmznhtuuMFTUFDgaWpq8hw+fNhzww03eD7++GOun4Xy8nLPiBEjPJ999pnH4/F4Pv74Y891113n+eGHH7h27fDYY495UlJSPIWFhR6Phz+36HxCnmkoLi5WVFSUpk+frq5duyorK0uJiYneSBxGr732mjZu3Kjs7GzvWHV1tfbs2aP58+erW7duGj58uDIzM/m/lp84efKkMjIyNHHiREVFRem6667TjTfeqL/+9a9cPwtJSUn6+OOPNXLkSFVXV+vUqVPq3r27YmNjuXY2vfPOO4qLi1Pfvn0l8ecWnVPIgwbfDlUXJCUlqaysLEQrCm/33XefCgoKNGzYMO/YV199pZiYGA0YMMA7xjVsaciQIXrppZe87ysrK733M3P9rHXv3l0nTpzQqFGjtGjRIi1YsEBff/01186GL7/8Um+99ZZyc3O9Y/y5RWcU8qChpqbG8EANyfhQDRj16dNHXbp0MYzV1NQYHjwicQ2tnD9/XtnZ2d5sA9fPnr59+6q0tFRvvfWWXnzxRRUWFnLtLDQ2NmrhwoVaunSpoSUxf27RGYU8aIiLi2vxh8T3oRqwxjVsnxMnTmjatGnq0aOHXnnlFTmdTq6fTTExMeratavS09N155136vDhw1w7C2vWrNGQIUOUkZFhGOfPLTqjkAcNgwYNksvlMoy5XC7DM8DRtoEDB6qxsVEnT570jnENW/f555/r/vvv15gxY7RmzRo5HA6unw179+7VI488YhhraGjQlVdeybWzsGvXLu3cuVOjRo3SqFGjdPLkST355JP67//+b64dOp2QBw3p6emqr6/Xpk2b1NDQoPz8fFVUVBhuJ0Tb4uPjNW7cOL388suqra1VaWmpduzYoQkTJoR6aWGloqJCs2bN0syZM7V48WLvg1m4ftauvfZaHT58WO+9956am5u1d+9e7d27V1OnTuXaWdi9e7c+++wzlZSUqKSkRP369dOKFSs0d+5crh06n1DfvuHxeDxHjx71TJ061ZOamuqZNGmS5+DBg6FeUtgrLi423HL5j3/8wzN//nzPDTfc4MnIyPBs3749hKsLT2vXrvVcffXVntTUVMNrxYoVXD8bPv30U8+9997rSUtL89x7772e/fv3ezwe/t1rr1/84hfeWy65duhseGAVAACwJeTlCQAA0DkQNAAAAFsIGgAAgC0EDQAAwBaCBgAAYAtBAwAAsIWgAQAA2ELQAAAAbCFoAAAAtvw/3ejkDA26XHwAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "im = plt.imshow(reflection_coeff[1,:,:], cmap='seismic')\n", "plt.colorbar(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Replacing zero-values with ``np.nan``" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:16.137493Z", "start_time": "2021-01-23T10:53:16.124496Z" } }, "outputs": [ { "data": { "text/plain": [ "array([], shape=(0, 49, 50), dtype=float64)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "reflection_coeff[reflection_coeff == 0] = np.nan\n", "reflection_coeff[:0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wrapping the array. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:16.153494Z", "start_time": "2021-01-23T10:53:16.139495Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
HeaderData Arrays
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UniformGridInformation
N Cells115248
N Points122500
X Bounds0.000e+00, 4.900e+01
Y Bounds0.000e+00, 4.800e+01
Z Bounds0.000e+00, 4.900e+01
Dimensions50, 49, 50
Spacing1.000e+00, 1.000e+00, 1.000e+00
N Arrays1
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valuesPointsfloat641-1.000e+001.000e+00
\n", "\n", "
" ], "text/plain": [ "UniformGrid (0x24d5b456820)\n", " N Cells:\t115248\n", " N Points:\t122500\n", " X Bounds:\t0.000e+00, 4.900e+01\n", " Y Bounds:\t0.000e+00, 4.800e+01\n", " Z Bounds:\t0.000e+00, 4.900e+01\n", " Dimensions:\t50, 49, 50\n", " Spacing:\t1.000e+00, 1.000e+00, 1.000e+00\n", " N Arrays:\t1" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "volume = pv.wrap(reflection_coeff)\n", "volume" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting the data with PyVista." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-01-23T10:53:16.848650Z", "start_time": "2021-01-23T10:53:16.154497Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sargs = dict(fmt=\"%.0f\", color='black')\n", "\n", "p = pv.Plotter(notebook=True)\n", "p.camera_position = [(161.91360339500804, -56.76742646880152, 61.85062200360107), (24.5, 24.5, 24.5), (-0.16718411386271567, 0.1641218812347994, 0.9721694709112653)]\n", "\n", "p.add_volume(volume, scalar_bar_args=sargs, cmap='seismic')\n", "\n", "p.show_grid(color='black')\n", "p.set_background(color='white')\n", "p.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.8" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }