{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "well_drawdown_testing_notebook.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyM2DRf4PQ5rx73c5paXGAHe",
"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": "pugWHo867bK_"
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.style.use('seaborn')"
],
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "wnIlpGkICvHo",
"outputId": "2620609e-5c2c-4f5c-feda-f68e155b1c66",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"!git clone https://github.com/yohanesnuwara/pyreservoir"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'pyreservoir'...\n",
"remote: Enumerating objects: 92, done.\u001b[K\n",
"remote: Counting objects: 100% (92/92), done.\u001b[K\n",
"remote: Compressing objects: 100% (92/92), done.\u001b[K\n",
"remote: Total 750 (delta 45), reused 0 (delta 0), pack-reused 658\u001b[K\n",
"Receiving objects: 100% (750/750), 23.83 MiB | 15.82 MiB/s, done.\n",
"Resolving deltas: 100% (399/399), done.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "apQI1l1NI3u3"
},
"source": [
"import sys\n",
"sys.path.append('/content/pyreservoir/welltest')\n",
"\n",
"from wellanalysis import *"
],
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "9L5vUmFhYvYr"
},
"source": [
"# known \n",
"poro = 0.15 # Porosity\n",
"rw = 0.333 # Wellbore radius, ft\n",
"h = 32 # Reservoir thickness, ft\n",
"ct = 12E-06 # Total compressibility, sip\n",
"pi = 2500 # Initial reservoir pressure, psia\n",
"mu_oil = 2 # Oil viscosity, cp\n",
"Bo = 1.333 # Oil FVF, RB/STB\n"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "FSsuuK-UuOFb",
"outputId": "b9cb536f-4273-4efe-a11e-2830a1908b68",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 292
}
},
"source": [
"# There are 6 test datasets\n",
"\n",
"import glob\n",
"import os\n",
"\n",
"# get all paths and alphabetically ordered\n",
"paths = sorted(glob.glob(os.path.join(\"/content/pyreservoir/data/welltest\", \"*.csv\")))\n",
"\n",
"plt.figure(figsize=(15,7))\n",
"titles = ['Test 1: Constant Rate Drawdowm', 'Test 2: Multi Rate Drawdown',\n",
" 'Test 3: Constant Pressure']\n",
"colors = ['purple', 'red', 'green']\n",
"\n",
"for i in range(len(paths)):\n",
" if i < 3:\n",
" if i == 2:\n",
" # pressure test\n",
" df = pd.read_csv(paths[i])\n",
" t = df.iloc[:,0].values # time column\n",
" q = df.iloc[:,1].values # rate column\n",
"\n",
" plt.subplot(2,3,i+1)\n",
" plt.plot(t, q, '.-', color=colors[i])\n",
" plt.ylabel('Pressure (psia)')\n",
"\n",
" else:\n",
" # rate test\n",
" df = pd.read_csv(paths[i])\n",
" t = df.iloc[:,0].values # time column\n",
" p = df.iloc[:,1].values # pressure column\n",
" \n",
" plt.subplot(2,3,i+1)\n",
" plt.plot(t, p, '.-', color=colors[i])\n",
" plt.ylabel('Rate (STB/D)')\n",
" \n",
" plt.title(titles[i], size=15)\n",
" plt.xlabel('Time (hours)')\n",
" plt.xlim(0, max(t))\n",
"\n",
"plt.tight_layout(1)\n",
"plt.show()\n"
],
"execution_count": 80,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
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