{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "volumetrics_notebook.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyP/C33ezQMJwDjZqszujeBM",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "code",
"metadata": {
"id": "C8XlKZFpznu7",
"colab_type": "code",
"colab": {}
},
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "WSC9HO79zxqB",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 155
},
"outputId": "5cdb9c3c-01e6-4d11-a888-582ba16cd31f"
},
"source": [
"!git clone https://www.github.com/yohanesnuwara/pyreservoir"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'pyreservoir'...\n",
"warning: redirecting to https://github.com/yohanesnuwara/pyreservoir.git/\n",
"remote: Enumerating objects: 219, done.\u001b[K\n",
"remote: Counting objects: 100% (219/219), done.\u001b[K\n",
"remote: Compressing objects: 100% (207/207), done.\u001b[K\n",
"remote: Total 219 (delta 112), reused 0 (delta 0), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (219/219), 77.75 KiB | 5.18 MiB/s, done.\n",
"Resolving deltas: 100% (112/112), done.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PIWoOtIFn2An",
"colab_type": "code",
"colab": {}
},
"source": [
"import sys\n",
"sys.path.append('/content/pyreservoir/volumetrics')"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EBSHEYcCn_D6",
"colab_type": "code",
"colab": {}
},
"source": [
"from volumetrics import get_contours, compute_area, trapezoid, pyramidal, simpson"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Bi94iwH0ZkBs",
"colab_type": "code",
"colab": {}
},
"source": [
"# load data\n",
"welldat = pd.read_csv('/content/pyreservoir/data/volumetric_data.csv')\n",
"x, y, z, h, poro, sw = welldat.x, welldat.y, welldat.depth, welldat.h, welldat.poro, welldat.sw\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "j1oVpA6Se33c",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 614
},
"outputId": "f21de9f8-ea84-46be-8964-50a71241bda6"
},
"source": [
"# plot contour map of OIP from the resulted N data\"\n",
"from scipy.interpolate import griddata\n",
"import matplotlib.cm as cm\n",
"\n",
"# define the z values for plotting\n",
"z = np.array([[z, h],\n",
" [poro, sw]])\n",
"\n",
"# grid x and y coordinate data\n",
"xi = np.linspace(min(x), max(x), 100)\n",
"yi = np.linspace(min(y), max(y), 100)\n",
"xi, yi = np.meshgrid(xi, yi)\n",
"\n",
"# define subplots and colormap\n",
"figs, ax = plt.subplots(nrows=2, ncols=2, figsize=(12,10))\n",
"\n",
"# define each subplot title\n",
"title = np.array([['Depth Map', 'Thickness Map'],\n",
" ['Porosity Map', 'Water Saturation Map']])\n",
"\n",
"for i in range(2):\n",
" for j in range(2):\n",
" zi = griddata((x,y), z[i,j], (xi,yi), method='cubic')\n",
" levels = np.linspace(min(z[i,j])-0.1, max(z[i,j])+0.1, 10)\n",
" ax[i,j].contourf(xi, yi, zi, levels=levels, cmap='rainbow') \n",
" ax[i,j].plot(x, y, 'ko', ms=3) # plot the well points\n",
" ax[i,j].set_title(title[i,j], pad=10, size=15)\n",
" "
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "CN0_58v7z0K1",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 409
},
"outputId": "62ca6970-2b06-4994-be79-77fdbbd2cec0"
},
"source": [
"# known\n",
"Bo = 1.435 # in RB/STB\n",
"owc = -4960 # oil water contact, in ft\n",
"\n",
"N = welldat.h * welldat.poro * (1 - welldat.sw) / Bo\n",
"N = N * (1 / 5.61458) # convert the result from ft3/ft2 to standard STB/ft2\n",
"df = pd.DataFrame({\"well_id\": welldat.well_id, \"N (STB/ft2)\": N})\n",
"df = pd.merge(welldat, df, on='well_id')\n",
"\n",
"# display result of OIP per ft2 calculation\n",
"df\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" well_id | \n",
" x | \n",
" y | \n",
" depth | \n",
" h | \n",
" poro | \n",
" sw | \n",
" N (STB/ft2) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 1 | \n",
" 0.0 | \n",
" -110.0 | \n",
" -4900 | \n",
" 25 | \n",
" 0.200 | \n",
" 0.50 | \n",
" 0.310292 | \n",
"
\n",
" \n",
" 1 | \n",
" 2 | \n",
" 4500.0 | \n",
" 4970.0 | \n",
" -4920 | \n",
" 33 | \n",
" 0.205 | \n",
" 0.65 | \n",
" 0.293878 | \n",
"
\n",
" \n",
" 2 | \n",
" 3 | \n",
" 2640.0 | \n",
" 2640.0 | \n",
" -4800 | \n",
" 44 | \n",
" 0.200 | \n",
" 0.20 | \n",
" 0.873783 | \n",
"
\n",
" \n",
" 3 | \n",
" 4 | \n",
" 660.0 | \n",
" 2100.0 | \n",
" -4900 | \n",
" 36 | \n",
" 0.190 | \n",
" 0.22 | \n",
" 0.662188 | \n",
"
\n",
" \n",
" 4 | \n",
" 5 | \n",
" 2000.0 | \n",
" 770.0 | \n",
" -4850 | \n",
" 22 | \n",
" 0.023 | \n",
" 0.27 | \n",
" 0.045846 | \n",
"
\n",
" \n",
" 5 | \n",
" 6 | \n",
" 2640.0 | \n",
" 4500.0 | \n",
" -4850 | \n",
" 45 | \n",
" 0.242 | \n",
" 0.23 | \n",
" 1.040757 | \n",
"
\n",
" \n",
" 6 | \n",
" 7 | \n",
" 4000.0 | \n",
" 3000.0 | \n",
" -4880 | \n",
" 23 | \n",
" 0.235 | \n",
" 0.22 | \n",
" 0.523264 | \n",
"
\n",
" \n",
" 7 | \n",
" 8 | \n",
" 660.0 | \n",
" 3400.0 | \n",
" -5100 | \n",
" 34 | \n",
" 0.230 | \n",
" 1.00 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 8 | \n",
" 9 | \n",
" 5500.0 | \n",
" 1320.0 | \n",
" -5050 | \n",
" 24 | \n",
" 0.190 | \n",
" 1.00 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 9 | \n",
" 10 | \n",
" 2200.0 | \n",
" 6500.0 | \n",
" -5010 | \n",
" 11 | \n",
" 0.210 | \n",
" 1.00 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 10 | \n",
" 11 | \n",
" 1000.0 | \n",
" -2000.0 | \n",
" -5000 | \n",
" 24 | \n",
" 0.180 | \n",
" 1.00 | \n",
" 0.000000 | \n",
"
\n",
" \n",
" 11 | \n",
" 19 | \n",
" 3000.0 | \n",
" 5000.0 | \n",
" -4990 | \n",
" 28 | \n",
" 0.120 | \n",
" 1.00 | \n",
" 0.000000 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" well_id x y depth h poro sw N (STB/ft2)\n",
"0 1 0.0 -110.0 -4900 25 0.200 0.50 0.310292\n",
"1 2 4500.0 4970.0 -4920 33 0.205 0.65 0.293878\n",
"2 3 2640.0 2640.0 -4800 44 0.200 0.20 0.873783\n",
"3 4 660.0 2100.0 -4900 36 0.190 0.22 0.662188\n",
"4 5 2000.0 770.0 -4850 22 0.023 0.27 0.045846\n",
"5 6 2640.0 4500.0 -4850 45 0.242 0.23 1.040757\n",
"6 7 4000.0 3000.0 -4880 23 0.235 0.22 0.523264\n",
"7 8 660.0 3400.0 -5100 34 0.230 1.00 0.000000\n",
"8 9 5500.0 1320.0 -5050 24 0.190 1.00 0.000000\n",
"9 10 2200.0 6500.0 -5010 11 0.210 1.00 0.000000\n",
"10 11 1000.0 -2000.0 -5000 24 0.180 1.00 0.000000\n",
"11 19 3000.0 5000.0 -4990 28 0.120 1.00 0.000000"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "JRPZDN470Ht6",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 616
},
"outputId": "aee8123c-8cad-4be2-ba60-7b84d9a3c8a8"
},
"source": [
"# plot contour map of OIP from the resulted N data\"\n",
"from scipy.interpolate import griddata\n",
"\n",
"# define z value for plotting as: N (OIP per area)\n",
"z = N \n",
"\n",
"# grid N data with cubic interpolation method\n",
"zi = griddata((x,y),z,(xi,yi),method='cubic')\n",
"\n",
"levels = np.arange(0, 1.1, 0.1)\n",
"\n",
"# plot OIP per area\n",
"plt.figure(figsize=(10, 10))\n",
"figs = plt.contour(xi, yi, zi, levels=levels, colors=['0.25', '0.5', '0.25', '0.5', '0.25'], linewidths=[1.0, 0.5, 1, 0.5, 1])\n",
"plt.contourf(xi,yi,zi,levels=levels, cmap=\"rainbow\")\n",
"plt.plot(x, y, 'ko', ms=3) # plot the well points\n",
"plt.clabel(figs, figs.levels[::2], inline=1, fontsize=10) # give labels for contours\n",
"plt.title(\"OIP contour map\", pad=10, size=20)\n",
"plt.colorbar()\n",
"plt.show()\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "w6JQ1U9ook4i",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 798
},
"outputId": "25823056-cdfa-4f6a-914a-045ccba1b851"
},
"source": [
"# get the individual contour lines and plot\n",
"contour_all = get_contours(figs, xi, yi, plot='Yes')"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ab6nrVFipIgn",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 379
},
"outputId": "0c8eeffa-01e3-4460-c474-a5ccb8ae9a84"
},
"source": [
"contour_area = compute_area(contour_all)\n",
"\n",
"areas = pd.DataFrame({\"OIP Contour(STB)\": levels, \"Area(ft2)\": contour_area})\n",
"areas"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" OIP Contour(STB) | \n",
" Area(ft2) | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 0.0 | \n",
" 1.761776e+07 | \n",
"
\n",
" \n",
" 1 | \n",
" 0.1 | \n",
" 7.834510e+06 | \n",
"
\n",
" \n",
" 2 | \n",
" 0.2 | \n",
" 1.000735e+07 | \n",
"
\n",
" \n",
" 3 | \n",
" 0.3 | \n",
" 8.209183e+06 | \n",
"
\n",
" \n",
" 4 | \n",
" 0.4 | \n",
" 1.105959e+07 | \n",
"
\n",
" \n",
" 5 | \n",
" 0.5 | \n",
" 9.068078e+06 | \n",
"
\n",
" \n",
" 6 | \n",
" 0.6 | \n",
" 7.225491e+06 | \n",
"
\n",
" \n",
" 7 | \n",
" 0.7 | \n",
" 5.017789e+06 | \n",
"
\n",
" \n",
" 8 | \n",
" 0.8 | \n",
" 3.771974e+06 | \n",
"
\n",
" \n",
" 9 | \n",
" 0.9 | \n",
" 2.801986e+06 | \n",
"
\n",
" \n",
" 10 | \n",
" 1.0 | \n",
" 2.070218e+06 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" OIP Contour(STB) Area(ft2)\n",
"0 0.0 1.761776e+07\n",
"1 0.1 7.834510e+06\n",
"2 0.2 1.000735e+07\n",
"3 0.3 8.209183e+06\n",
"4 0.4 1.105959e+07\n",
"5 0.5 9.068078e+06\n",
"6 0.6 7.225491e+06\n",
"7 0.7 5.017789e+06\n",
"8 0.8 3.771974e+06\n",
"9 0.9 2.801986e+06\n",
"10 1.0 2.070218e+06"
]
},
"metadata": {
"tags": []
},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "i7BVfioNphvq",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 69
},
"outputId": "ed904251-810a-49a2-dc15-ccd33ceea582"
},
"source": [
"oip_trapezo = trapezoid(contour_area, 0.1)\n",
"oip_pyramidal = pyramidal(contour_area, 0.1)\n",
"oip_simpson = simpson(contour_area, 0.1)\n",
"\n",
"\n",
"print(\"Oil in Place using Trapezoidal Method:\", np.round((oip_trapezo / 1E+06), 3), \"million STB\")\n",
"print(\"Oil in Place using Pyramidal Method:\", np.round((oip_pyramidal / 1E+06), 3), \"million STB\")\n",
"print(\"Oil in Place using Simpson 1/3 Method:\", np.round((oip_simpson / 1E+06), 3), \"million STB\")\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Oil in Place using Trapezoidal Method: 7.484 million STB\n",
"Oil in Place using Pyramidal Method: 7.434 million STB\n",
"Oil in Place using Simpson 1/3 Method: 7.185 million STB\n"
],
"name": "stdout"
}
]
}
]
}