{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "oil_mbal_notebook.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyOHiH56aCL97y78lzlwF2uH",
"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": "L-0l2bd2S5g8",
"colab_type": "code",
"colab": {}
},
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "imc9UAvEfVIJ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 138
},
"outputId": "d3957413-e1c2-476f-8c4c-b417a6e8be65"
},
"source": [
"!git clone https://github.com/yohanesnuwara/pyreservoir"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'pyreservoir'...\n",
"remote: Enumerating objects: 48, done.\u001b[K\n",
"remote: Counting objects: 100% (48/48), done.\u001b[K\n",
"remote: Compressing objects: 100% (48/48), done.\u001b[K\n",
"remote: Total 508 (delta 26), reused 0 (delta 0), pack-reused 460\u001b[K\n",
"Receiving objects: 100% (508/508), 782.03 KiB | 6.21 MiB/s, done.\n",
"Resolving deltas: 100% (268/268), done.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "x91fw9c9qfA0",
"colab_type": "code",
"colab": {}
},
"source": [
"import sys\n",
"sys.path.append('/content/pyreservoir/pvt')\n",
"sys.path.append('/content/pyreservoir/matbal')\n",
"\n",
"from pvtcorrelation import gas_fvf\n",
"from mbal import oil"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "WKboUUwAfcK5",
"colab_type": "text"
},
"source": [
"## Valhall Field (undersaturated non-volatile)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "pTnpVAwdViZT",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 371
},
"outputId": "eab10a53-11b0-452b-853b-b27bfa6d27c7"
},
"source": [
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"temp = 195 # Initial reservoir temperature, F\n",
"swi = 0.2 # Initial water saturation\n",
"cw = 3E-6 # Water compressibility, sip\n",
"cf = 50E-6 # Formation compressibility, sip\n",
"\n",
"# load production data of Valhall field\n",
"columns = ['date', 'z', 'p', 'Np', 'Rp', 'Wp', 'Wi', 'Bo', 'Rs']\n",
"df = pd.read_csv('/content/pyreservoir/data/valhall_proddata.csv', names=columns)\n",
"\n",
"# convert date column to datetime format\n",
"df['date'] = pd.to_datetime(df['date'], format='%d %B %Y')\n",
"\n",
"# define input variables\n",
"t = df['date'].values\n",
"z = df['z'].values\n",
"p = df['p'].values\n",
"Np = df['Np'].values * 1E+6 # convert to STB\n",
"Rp = df['Rp'].values\n",
"Wp = df['Wp'].values\n",
"Wi = df['Wi'].values\n",
"Bo = df['Bo'].values\n",
"Rs = df['Rs'].values\n",
"\n",
"# calculate Gp using Rp and Np\n",
"Gp = Rp * Np \n",
"\n",
"# no injection, define Gi as zeros\n",
"Gi = np.zeros(len(df))\n",
"\n",
"# because non-volatile, add Rv data as zeros\n",
"Rv = np.zeros(len(df))\n",
"df['Rv'] = Rv\n",
"\n",
"# calculate Bg from z-factor\n",
"Bg = gas_fvf(z, temp, p)\n",
"Bg = Bg * 0.18 # convert res ft3/scf to RB/scf\n",
"df['Bg'] = Bg\n",
"\n",
"# initialize with reservoir type: oil\n",
"type = oil()\n",
"\n",
"# calculate MBAL parameters\n",
"F, Bto, Btg, Efw, Eo, Eg = oil.calculate_params(type, p, Bo, Bg, Rv, Rs, Np, Gp, \n",
" Gi, cf, cw, swi)\n",
"\n",
"# display material balance plots\n",
"oil.plot(type, 'undersaturated', F, Bto, Btg, Efw, Eo, Eg, Np, Bo, Rs, Rv)"
],
"execution_count": 5,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"