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Created December 10, 2020 14:38
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "thomas-stieber-model.ipynb",
"provenance": [],
"collapsed_sections": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "code",
"metadata": {
"id": "LcV7GlynGCRo"
},
"source": [
"import numpy as np\r\n",
"import matplotlib.pyplot as plt\r\n",
"plt.style.use('classic')"
],
"execution_count": 157,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "S0LjXm4hRorf"
},
"source": [
"def thomas_stieber(vsh, rhob, rho_clean_sand, rho_shale, \r\n",
" phi_clean_sand, phi_shale, rho_water=1, c=None):\r\n",
" \"\"\"\r\n",
" Thomas-Stieber model for sand-shale system\r\n",
" \"\"\"\r\n",
"\r\n",
" # Three points\r\n",
" ## Point A. Clean sand point\r\n",
" plt.scatter(0, rho_clean_sand)\r\n",
" plt.text(0, rho_clean_sand - 0.05, 'Clean Sand')\r\n",
"\r\n",
" ## Point C. Shale point\r\n",
" plt.scatter(1, rho_shale)\r\n",
"\r\n",
" ## Point B. Sand with pore space completely filled with shale point\r\n",
" rho_disp = rho_clean_sand + phi_clean_sand * (rho_shale - rho_water)\r\n",
" vsh_disp = phi_clean_sand\r\n",
" plt.scatter(vsh_disp, rho_disp)\r\n",
" plt.text(vsh_disp - 0.08, rho_disp + 0.02, 'Pore-filled w/ shale')\r\n",
"\r\n",
" # Lines\r\n",
" ## Line AB. Dispersed shale\r\n",
" plt.plot([0, vsh_disp], [rho_clean_sand, rho_disp], color='purple', \r\n",
" label='Sand with Dispersed Shale')\r\n",
"\r\n",
" ## Line BC. Shale with Dispersed Quartz\r\n",
" plt.plot([vsh_disp, 1], [rho_disp, rho_shale], color='green', \r\n",
" label='Shale with Dispersed Quartz')\r\n",
"\r\n",
" ## Line AC. \r\n",
" plt.plot([0, 1], [rho_clean_sand, rho_shale], color='blue')\r\n",
"\r\n",
" # V dispersed shale lines\r\n",
" ## divide line AB into 6 points (0, .2, .4, .6, .8, 1)\r\n",
" vsh_disp_point = np.linspace(0, vsh_disp, 6)\r\n",
" rho_disp_point = np.linspace(rho_clean_sand, rho_disp, 6)\r\n",
"\r\n",
" ## Plot multiple lines\r\n",
" [plt.plot([i0, i1], [j0, j1], color='black') for i0, i1, j0, j1 in \\\r\n",
" zip(vsh_disp_point[1:-1], np.full(4, 1), \r\n",
" rho_disp_point[1:-1], np.full(4, rho_shale))]\r\n",
" \r\n",
" text = ['$0.2 \\phi$', '$0.4 \\phi$', '$0.6 \\phi$', '$0.8 \\phi$']\r\n",
" [plt.text(i, j, k) for i, j, k in zip(vsh_disp_point[1:-1]-0.07, \r\n",
" rho_disp_point[1:-1], text)]\r\n",
"\r\n",
" # NTG lines\r\n",
" ## divide line BC into 6 points (0, .2, .4, .6, .8, 1)\r\n",
" vsh_ntg_point1 = np.linspace(vsh_disp, 1, 6)\r\n",
" rho_ntg_point1 = np.linspace(rho_disp, rho_shale, 6) \r\n",
"\r\n",
" ## divide line AC into 6 points (0, .2, .4, .6, .8, 1)\r\n",
" vsh_ntg_point2 = np.linspace(0, 1, 6)\r\n",
" rho_ntg_point2 = np.linspace(rho_clean_sand, rho_shale, 6) \r\n",
"\r\n",
" ## Plot multiple lines\r\n",
" [plt.plot([i0, i1], [j0, j1], color='black') for i0, i1, j0, j1 in \\\r\n",
" zip(vsh_ntg_point1[1:-1], vsh_ntg_point2[1:-1], \r\n",
" rho_ntg_point1[1:-1], rho_ntg_point2[1:-1])] \r\n",
"\r\n",
" text = ['$0.2 N/G$', '$0.4 N/G$', '$0.6 N/G$', '$0.8 N/G$']\r\n",
" [plt.text(i, j, k) for i, j, k in zip(vsh_ntg_point2[1:-1]-0.04, \r\n",
" rho_ntg_point2[1:-1]-0.04, text)] \r\n",
" \r\n",
" # Data points\r\n",
" plt.scatter(vsh, rhob, c=c)\r\n",
" plt.colorbar()\r\n",
"\r\n",
" plt.xlim(0, 1); plt.ylim(1.95, 2.95)\r\n",
" plt.xlabel('Shale Volume [v/v]'); plt.ylabel('Bulk Density [g/cc]')\r\n",
"\r\n",
" plt.title('Thomas-Stieber Model for Sand-Shale System', pad=15)\r\n",
" plt.legend(prop={'size': 10})\r\n",
" plt.grid()\r\n",
" plt.show()"
],
"execution_count": 214,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 481
},
"id": "0qa-0y9n22Es",
"outputId": "b271a794-730e-4361-ce9a-13dabb256e72"
},
"source": [
"# Test on synthetic data\r\n",
"z1 = np.linspace(1500, 1700, 100)\r\n",
"x1 = np.random.normal(0.5, 0.1, 100)\r\n",
"y1 = np.linspace(2.3, 2.4, 100)\r\n",
"\r\n",
"z2 = np.linspace(1701, 1900, 100)\r\n",
"x2 = np.random.normal(0.2, 0.05, 100)\r\n",
"y2 = np.linspace(2.4, 2.5, 100)\r\n",
"\r\n",
"z3 = np.linspace(1901, 2100, 100)\r\n",
"x3 = np.random.normal(0.4, 0.05, 100)\r\n",
"y3 = np.linspace(2.6, 2.72, 100)\r\n",
"\r\n",
"vsh = np.concatenate((x1, x2, x3))\r\n",
"rhob = np.concatenate((y1, y2, y3))\r\n",
"depth = np.concatenate((z1, z2, z3))\r\n",
"\r\n",
"thomas_stieber(vsh, rhob, 2.2, 2.5, 0.35, 0.15, c=depth)"
],
"execution_count": 216,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
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