{ "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": [ "\"Open" ] }, { "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", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "NdKDOivN0ECy", "colab_type": "text" }, "source": [ "## Prudhoe Bay, Alaska" ] }, { "cell_type": "code", "metadata": { "id": "3EssIk4d7dQF", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 371 }, "outputId": "78787517-41bc-404f-c7fc-e9a2cfba11dd" }, "source": [ "swi = 0 # Initial water saturation, not known\n", "cw = 0 # Water compressibility, not known\n", "cf = 0 # Formation compressibility, not known\n", "\n", "# load production data of Prudhoe Bay\n", "columns = ['p', 'Bo', 'Bg', 'Rs', 'Rv', 'Np', 'Gp']\n", "df = pd.read_csv('/content/pyreservoir/data/Table 12.16 (edited).csv', names=columns)\n", "\n", "# define input variables\n", "p = df['p'].values\n", "Bo = df['Bo'].values \n", "Bg = df['Bg'].values * (1 / 1E+3) # convert RB/MSCF to RB/SCF\n", "Rs = df['Rs'].values\n", "Rv = df['Rv'].values * (1 / 1E+6) # convert STB/MMSCF to STB/SCF\n", "Np = df['Np'].values / 100\n", "Gp = df['Gp'].values / 100\n", "\n", "Gi = np.zeros(len(df)) # no gas injection\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, 'saturated', F, Bto, Btg, Efw, Eo, Eg, Np, Bo, Rs, Rv, figsize=(16,5))" ], "execution_count": 6, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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