From 67993887d40f55916800168adf1cc5d55d2aca3e Mon Sep 17 00:00:00 2001
From: yohanesnuwara <51282928+yohanesnuwara@users.noreply.github.com>
Date: Fri, 26 Jun 2020 18:55:46 +0700
Subject: [PATCH] Created using Colaboratory
---
.../notebook/10_examples.ipynb | 108 ++++++++++--------
1 file changed, 59 insertions(+), 49 deletions(-)
diff --git a/Unit 10 Gas-Condensate Reservoirs/notebook/10_examples.ipynb b/Unit 10 Gas-Condensate Reservoirs/notebook/10_examples.ipynb
index 04951e2..9c0b988 100644
--- a/Unit 10 Gas-Condensate Reservoirs/notebook/10_examples.ipynb
+++ b/Unit 10 Gas-Condensate Reservoirs/notebook/10_examples.ipynb
@@ -5,9 +5,13 @@
"colab": {
"name": "10_examples.ipynb",
"provenance": [],
- "collapsed_sections": [],
+ "collapsed_sections": [
+ "_Ktsc5vt2lFK",
+ "TcuCtSKl6bDr",
+ "qW7bVcE14Rra"
+ ],
"toc_visible": true,
- "authorship_tag": "ABX9TyMTEwLMnXhuhwJT8mhd4I0e",
+ "authorship_tag": "ABX9TyNxHWtG6AjwrWmuYZojtvq6",
"include_colab_link": true
},
"kernelspec": {
@@ -49,7 +53,7 @@
"import pandas as pd\n",
"from scipy.optimize import curve_fit"
],
- "execution_count": 28,
+ "execution_count": 1,
"outputs": []
},
{
@@ -59,19 +63,25 @@
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
- "height": 34
+ "height": 134
},
- "outputId": "5bc73c01-51e0-4867-caa6-48047ffa4f3a"
+ "outputId": "d5c095dd-cec2-4e39-e8d9-03d9263fc348"
},
"source": [
"!git clone https://github.com/yohanesnuwara/reservoir-engineering"
],
- "execution_count": 5,
+ "execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
- "fatal: destination path 'reservoir-engineering' already exists and is not an empty directory.\n"
+ "Cloning into 'reservoir-engineering'...\n",
+ "remote: Enumerating objects: 61, done.\u001b[K\n",
+ "remote: Counting objects: 100% (61/61), done.\u001b[K\n",
+ "remote: Compressing objects: 100% (61/61), done.\u001b[K\n",
+ "remote: Total 1206 (delta 23), reused 0 (delta 0), pack-reused 1145\u001b[K\n",
+ "Receiving objects: 100% (1206/1206), 16.89 MiB | 21.17 MiB/s, done.\n",
+ "Resolving deltas: 100% (544/544), done.\n"
],
"name": "stdout"
}
@@ -124,7 +134,7 @@
" F = Bg * (Gp - Gi)\n",
" return(F)"
],
- "execution_count": 6,
+ "execution_count": null,
"outputs": []
},
{
@@ -194,7 +204,7 @@
"print('Table Data')\n",
"data"
],
- "execution_count": 7,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
@@ -382,7 +392,7 @@
"print('Table Data with Calculated Rsi and Boi')\n",
"data"
],
- "execution_count": 8,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
@@ -558,7 +568,7 @@
"param = pd.DataFrame({'p': p, 'Bto': Bto, 'Btg': Btg, 'F': F, 'Eg': Eg})\n",
"param"
],
- "execution_count": 9,
+ "execution_count": null,
"outputs": [
{
"output_type": "execute_result",
@@ -705,7 +715,7 @@
"plt.tight_layout(pad=3.0)\n",
"plt.show()"
],
- "execution_count": 10,
+ "execution_count": null,
"outputs": [
{
"output_type": "display_data",
@@ -754,7 +764,7 @@
"sys.path.append('/content/reservoir-engineering')\n",
"from utilities import *"
],
- "execution_count": 11,
+ "execution_count": null,
"outputs": []
},
{
@@ -767,7 +777,7 @@
"source": [
"b, a = simple_linear_regression_traditional(Eg, F)"
],
- "execution_count": 12,
+ "execution_count": null,
"outputs": []
},
{
@@ -799,7 +809,7 @@
"plt.plot(Eg, y)\n",
"plt.show()"
],
- "execution_count": 13,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
@@ -873,7 +883,7 @@
"data = pd.DataFrame({'Measured in': measured_in, 'Initial Fluid in Place': ifip, '@4000 psig': p4000, '@3500 psig': p3500, '@2900 psig': p2900, '@2100 psig': p2100, '@1300 psig': p1300, '@605 psig': p605, '@0 psig': p0})\n",
"data"
],
- "execution_count": 56,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
@@ -1032,7 +1042,7 @@
"Gfgi = (area * poro * (1 - swi)) / Bgi\n",
"print('Hydrocarbon pore space:', Gfgi, 'bbl')"
],
- "execution_count": 51,
+ "execution_count": null,
"outputs": [
{
"output_type": "stream",
@@ -1104,7 +1114,7 @@
"base_uri": "https://localhost:8080/",
"height": 254
},
- "outputId": "230528e5-6aeb-43bd-83c7-23aac314aa1d"
+ "outputId": "99e8ea5c-020c-4b10-f2ce-94783068528e"
},
"source": [
"# data\n",
@@ -1115,7 +1125,7 @@
"separator_second = np.array([np.nan, 4.74, 12.09, 20.75, 27.95, 37.23, 96.68])\n",
"separator_third = np.array([np.nan, 1.21, 3.16, 5.61, 7.71, 10.25, 24.23])\n",
"Gp_j = np.array([0, 47.9, 140.03, 327.93, 547.98, 722.37, 878.78])\n",
- "Gp_j = Gp_j * 1E+03 # convert Mscf to scf\n",
+ "Gp_j = Gp_j * 1E+03\n",
"Np_j = np.array([0, 7.21, 15.4, 24, 29.7, 35.1, 135.7])\n",
"z_j = np.array([.867, .799, .748, .762, .819, .902, np.nan])\n",
"z2_j = np.array([.867, .802, .744, .704, .671, .576, np.nan])\n",
@@ -1126,7 +1136,7 @@
" 'Gp_j': Gp_j, 'Np_j': Np_j, 'z_j': z_j, 'z2_j': z2_j, 'Vo_j': Vo_j})\n",
"cvd"
],
- "execution_count": 14,
+ "execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
@@ -1282,7 +1292,7 @@
"metadata": {
"tags": []
},
- "execution_count": 14
+ "execution_count": 3
}
]
},
@@ -1295,7 +1305,7 @@
"base_uri": "https://localhost:8080/",
"height": 50
},
- "outputId": "11d40c18-f19a-41b0-9ce4-f4b64c9dd96a"
+ "outputId": "cba80fa6-995b-4523-faf4-52c49264fba8"
},
"source": [
"# calculate gas FVF (Bg)\n",
@@ -1416,18 +1426,18 @@
" Boj_arr.append(Boj)\n",
"\n",
" # Eq 10.30\n",
- " Bgj = Vtgj / Gfgj\n",
- " Bgj_arr.append(Bgj)\n",
+ " Bgj = (Vtgj / Gfgj) * 1E+03 # result in RB/Mscf \n",
+ " Bgj_arr.append(Bgj) \n",
"\n",
" # Eq 10.31\n",
" Rsj = Gfoj / Nfoj\n",
" Rsj_arr.append(Rsj)\n",
"\n",
" # Eq 10.32\n",
- " Rvj = (Nfgj / Gfgj) * 1E+06 # result in STB/scf \n",
+ " Rvj = (Nfgj / Gfgj) * 1E+06 # result in STB/MMscf \n",
" Rvj_arr.append(Rvj)"
],
- "execution_count": 16,
+ "execution_count": 8,
"outputs": [
{
"output_type": "stream",
@@ -1448,18 +1458,18 @@
"base_uri": "https://localhost:8080/",
"height": 262
},
- "outputId": "1754379a-76f3-420b-d0ce-d7b99da950ef"
+ "outputId": "c00a96c3-313d-46b0-e725-9728e19bedb6"
},
"source": [
"cvd_result = pd.DataFrame({'Eq 10.13': Vtoj_arr, 'Eq 10.14': ntj_nt1_arr, 'Eq 10.15': Vtoj_Vtgj_arr, 'Eq 10.16': Vtgj_arr,\n",
" 'Eq 10.17': delta_Vtgj_arr, 'Eq 10.18': ngj_nt1_arr, 'Eq 10.19': delta_ngj_to_ngj_arr,\n",
" 'Eq 10.20': delta_ngj_to_nt1_arr, 'Eq 10.21': delta_Gpj_arr, 'Eq 10.22': delta_Npj_arr,\n",
" 'Eq 10.23': Gj_arr, 'Eq 10.24': Nj_arr, 'Eq 10.25': Gfgj_arr, 'Eq 10.26': Nfgj_arr, \n",
- " 'Eq 10.27': Gfoj_arr, 'Eq 10.28': Nfoj_arr, 'Eq 10.29': Boj_arr, 'Eq 10.30': Bgj_arr, \n",
- " 'Eq 10.31': Rsj_arr, 'Result Rv': Rvj_arr})\n",
+ " 'Eq 10.27': Gfoj_arr, 'Eq 10.28': Nfoj_arr, 'Bo (RB/STB)': Boj_arr, 'Bg (RB/Mscf)': Bgj_arr, \n",
+ " 'Rs (scf/STB)': Rsj_arr, 'Rv (STB/Mscf)': Rvj_arr})\n",
"cvd_result"
],
- "execution_count": 17,
+ "execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
@@ -1499,10 +1509,10 @@
" | Eq 10.26 | \n",
" Eq 10.27 | \n",
" Eq 10.28 | \n",
- " Eq 10.29 | \n",
- " Eq 10.30 | \n",
- " Eq 10.31 | \n",
- " Result Rv | \n",
+ " Bo (RB/STB) | \n",
+ " Bg (RB/Mscf) | \n",
+ " Rs (scf/STB) | \n",
+ " Rv (STB/Mscf) | \n",
" \n",
" \n",
" \n",
@@ -1525,7 +1535,7 @@
" 0.000000 | \n",
" 0.000000 | \n",
" NaN | \n",
- " 0.000703 | \n",
+ " 0.702667 | \n",
" NaN | \n",
" 154.418626 | \n",
" \n",
@@ -1548,7 +1558,7 @@
" 12851.893068 | \n",
" 5.358838 | \n",
" 3.802535 | \n",
- " 0.000730 | \n",
+ " 0.729942 | \n",
" 2398.261083 | \n",
" 150.521921 | \n",
" \n",
@@ -1571,7 +1581,7 @@
" 111628.545389 | \n",
" 64.551333 | \n",
" 1.855780 | \n",
- " 0.000794 | \n",
+ " 0.793621 | \n",
" 1729.298848 | \n",
" 88.896125 | \n",
" \n",
@@ -1594,7 +1604,7 @@
" 82066.667599 | \n",
" 90.244243 | \n",
" 1.635341 | \n",
- " 0.001002 | \n",
+ " 1.002403 | \n",
" 909.383962 | \n",
" 45.769026 | \n",
" \n",
@@ -1617,7 +1627,7 @@
" 30925.198947 | \n",
" 98.232282 | \n",
" 1.414354 | \n",
- " 0.001596 | \n",
+ " 1.595849 | \n",
" 314.817068 | \n",
" 25.903204 | \n",
" \n",
@@ -1640,7 +1650,7 @@
" 14760.917822 | \n",
" 96.213825 | \n",
" 1.161639 | \n",
- " 0.003570 | \n",
+ " 3.570262 | \n",
" 153.417846 | \n",
" 30.965078 | \n",
" \n",
@@ -1649,13 +1659,13 @@
""
],
"text/plain": [
- " Eq 10.13 Eq 10.14 Eq 10.15 ... Eq 10.30 Eq 10.31 Result Rv\n",
- "0 0.000000 1.000000 617.490015 ... 0.000703 NaN 154.418626\n",
- "1 20.377170 1.000000 652.454223 ... 0.000730 2398.261083 150.521921\n",
- "2 119.793063 0.946210 690.606346 ... 0.000794 1729.298848 88.896125\n",
- "3 147.580114 0.846568 805.841572 ... 0.001002 909.383962 45.769026\n",
- "4 138.935253 0.663758 968.656485 ... 0.001596 314.817068 25.903204\n",
- "5 111.765693 0.466611 1240.107989 ... 0.003570 153.417846 30.965078\n",
+ " Eq 10.13 Eq 10.14 Eq 10.15 ... Bg (RB/Mscf) Rs (scf/STB) Rv (STB/Mscf)\n",
+ "0 0.000000 1.000000 617.490015 ... 0.702667 NaN 154.418626\n",
+ "1 20.377170 1.000000 652.454223 ... 0.729942 2398.261083 150.521921\n",
+ "2 119.793063 0.946210 690.606346 ... 0.793621 1729.298848 88.896125\n",
+ "3 147.580114 0.846568 805.841572 ... 1.002403 909.383962 45.769026\n",
+ "4 138.935253 0.663758 968.656485 ... 1.595849 314.817068 25.903204\n",
+ "5 111.765693 0.466611 1240.107989 ... 3.570262 153.417846 30.965078\n",
"\n",
"[6 rows x 20 columns]"
]
@@ -1663,7 +1673,7 @@
"metadata": {
"tags": []
},
- "execution_count": 17
+ "execution_count": 9
}
]
},
@@ -1721,7 +1731,7 @@
"source": [
""
],
- "execution_count": 17,
+ "execution_count": null,
"outputs": []
}
]