American Oil and Gas Reporter - January 2015 - 165

Production Technology
FIGURE 6
Monte Carlo Simulation Sensitivity/Uncertainty Analysis
(Well 0512324430)
42:05-123-24430
P10 High), P50 (Middle-Dash Line), P90 (Low)
P90Low)-P10(High)

P50

Rate Reservoir Model

Rate Actual Field Data

700

600

500
Oil (bbls/m)

28 feet (maximum and minimum values
for this parameter were 385 and 185 feet,
respectively).
Data mining and pattern recognition
technology based on public production
data, well design parameters, reservoir
properties and operational information
successfully modeled the production behavior of the unconventional Niobrara asset in the Wattenberg Field using publicly
available data accessed through COGCC's
website. Fuzzy pattern recognition categorized each reservoir region according to
production history, helping identify underperforming wells that could be candidates
for restimulation operations.
Moreover, the artificial intelligencebased model regenerated the production
histories with acceptable accuracy. The
model proved to be a practical tool for production forecasting and sensitivity analysis, and the outcome of the TDM project
can provide useful guidelines for reservoir
management.
Ì

400

300

200

100

0
2008

2009

2010

2011

2012
Time (Date)

2013

2014

2015

2016

JANUARY 2015 165



American Oil and Gas Reporter - January 2015

Table of Contents for the Digital Edition of American Oil and Gas Reporter - January 2015

Contents
American Oil and Gas Reporter - January 2015 - Cover1
American Oil and Gas Reporter - January 2015 - Cover2
American Oil and Gas Reporter - January 2015 - 3
American Oil and Gas Reporter - January 2015 - 4
American Oil and Gas Reporter - January 2015 - Contents
American Oil and Gas Reporter - January 2015 - 6
American Oil and Gas Reporter - January 2015 - 7
American Oil and Gas Reporter - January 2015 - 8
American Oil and Gas Reporter - January 2015 - 9
American Oil and Gas Reporter - January 2015 - 10
American Oil and Gas Reporter - January 2015 - 11
American Oil and Gas Reporter - January 2015 - 12
American Oil and Gas Reporter - January 2015 - 13
American Oil and Gas Reporter - January 2015 - 14
American Oil and Gas Reporter - January 2015 - 15
American Oil and Gas Reporter - January 2015 - 16
American Oil and Gas Reporter - January 2015 - 17
American Oil and Gas Reporter - January 2015 - 18
American Oil and Gas Reporter - January 2015 - 19
American Oil and Gas Reporter - January 2015 - 20
American Oil and Gas Reporter - January 2015 - 21
American Oil and Gas Reporter - January 2015 - 22
American Oil and Gas Reporter - January 2015 - 23
American Oil and Gas Reporter - January 2015 - 24
American Oil and Gas Reporter - January 2015 - 25
American Oil and Gas Reporter - January 2015 - 26
American Oil and Gas Reporter - January 2015 - 27
American Oil and Gas Reporter - January 2015 - 28
American Oil and Gas Reporter - January 2015 - 29
American Oil and Gas Reporter - January 2015 - 30
American Oil and Gas Reporter - January 2015 - 31
American Oil and Gas Reporter - January 2015 - 32
American Oil and Gas Reporter - January 2015 - 33
American Oil and Gas Reporter - January 2015 - 34
American Oil and Gas Reporter - January 2015 - 35
American Oil and Gas Reporter - January 2015 - 36
American Oil and Gas Reporter - January 2015 - 37
American Oil and Gas Reporter - January 2015 - 38
American Oil and Gas Reporter - January 2015 - 39
American Oil and Gas Reporter - January 2015 - 40
American Oil and Gas Reporter - January 2015 - 41
American Oil and Gas Reporter - January 2015 - 42
American Oil and Gas Reporter - January 2015 - 43
American Oil and Gas Reporter - January 2015 - 44
American Oil and Gas Reporter - January 2015 - 45
American Oil and Gas Reporter - January 2015 - 46
American Oil and Gas Reporter - January 2015 - 47
American Oil and Gas Reporter - January 2015 - 48
American Oil and Gas Reporter - January 2015 - 49
American Oil and Gas Reporter - January 2015 - 50
American Oil and Gas Reporter - January 2015 - 51
American Oil and Gas Reporter - January 2015 - 52
American Oil and Gas Reporter - January 2015 - 53
American Oil and Gas Reporter - January 2015 - 54
American Oil and Gas Reporter - January 2015 - 55
American Oil and Gas Reporter - January 2015 - 56
American Oil and Gas Reporter - January 2015 - 57
American Oil and Gas Reporter - January 2015 - 58
American Oil and Gas Reporter - January 2015 - 59
American Oil and Gas Reporter - January 2015 - 60
American Oil and Gas Reporter - January 2015 - 61
American Oil and Gas Reporter - January 2015 - 62
American Oil and Gas Reporter - January 2015 - 63
American Oil and Gas Reporter - January 2015 - 64
American Oil and Gas Reporter - January 2015 - 65
American Oil and Gas Reporter - January 2015 - 66
American Oil and Gas Reporter - January 2015 - 67
American Oil and Gas Reporter - January 2015 - 68
American Oil and Gas Reporter - January 2015 - 69
American Oil and Gas Reporter - January 2015 - 70
American Oil and Gas Reporter - January 2015 - 71
American Oil and Gas Reporter - January 2015 - 72
American Oil and Gas Reporter - January 2015 - 73
American Oil and Gas Reporter - January 2015 - 74
American Oil and Gas Reporter - January 2015 - 75
American Oil and Gas Reporter - January 2015 - 76
American Oil and Gas Reporter - January 2015 - 77
American Oil and Gas Reporter - January 2015 - 78
American Oil and Gas Reporter - January 2015 - 79
American Oil and Gas Reporter - January 2015 - 80
American Oil and Gas Reporter - January 2015 - 81
American Oil and Gas Reporter - January 2015 - 82
American Oil and Gas Reporter - January 2015 - 83
American Oil and Gas Reporter - January 2015 - 84
American Oil and Gas Reporter - January 2015 - 85
American Oil and Gas Reporter - January 2015 - 86
American Oil and Gas Reporter - January 2015 - 87
American Oil and Gas Reporter - January 2015 - 88
American Oil and Gas Reporter - January 2015 - 89
American Oil and Gas Reporter - January 2015 - 90
American Oil and Gas Reporter - January 2015 - 91
American Oil and Gas Reporter - January 2015 - 92
American Oil and Gas Reporter - January 2015 - 93
American Oil and Gas Reporter - January 2015 - 94
American Oil and Gas Reporter - January 2015 - 95
American Oil and Gas Reporter - January 2015 - 96
American Oil and Gas Reporter - January 2015 - 97
American Oil and Gas Reporter - January 2015 - 98
American Oil and Gas Reporter - January 2015 - 99
American Oil and Gas Reporter - January 2015 - 100
American Oil and Gas Reporter - January 2015 - 101
American Oil and Gas Reporter - January 2015 - 102
American Oil and Gas Reporter - January 2015 - 103
American Oil and Gas Reporter - January 2015 - 104
American Oil and Gas Reporter - January 2015 - 105
American Oil and Gas Reporter - January 2015 - 106
American Oil and Gas Reporter - January 2015 - 107
American Oil and Gas Reporter - January 2015 - 108
American Oil and Gas Reporter - January 2015 - 109
American Oil and Gas Reporter - January 2015 - 110
American Oil and Gas Reporter - January 2015 - 111
American Oil and Gas Reporter - January 2015 - 112
American Oil and Gas Reporter - January 2015 - 113
American Oil and Gas Reporter - January 2015 - 114
American Oil and Gas Reporter - January 2015 - 115
American Oil and Gas Reporter - January 2015 - 116
American Oil and Gas Reporter - January 2015 - 117
American Oil and Gas Reporter - January 2015 - 118
American Oil and Gas Reporter - January 2015 - 119
American Oil and Gas Reporter - January 2015 - 120
American Oil and Gas Reporter - January 2015 - 121
American Oil and Gas Reporter - January 2015 - 122
American Oil and Gas Reporter - January 2015 - 123
American Oil and Gas Reporter - January 2015 - 124
American Oil and Gas Reporter - January 2015 - 125
American Oil and Gas Reporter - January 2015 - 126
American Oil and Gas Reporter - January 2015 - 127
American Oil and Gas Reporter - January 2015 - 128
American Oil and Gas Reporter - January 2015 - 129
American Oil and Gas Reporter - January 2015 - 130
American Oil and Gas Reporter - January 2015 - 131
American Oil and Gas Reporter - January 2015 - 132
American Oil and Gas Reporter - January 2015 - 133
American Oil and Gas Reporter - January 2015 - 134
American Oil and Gas Reporter - January 2015 - 135
American Oil and Gas Reporter - January 2015 - 136
American Oil and Gas Reporter - January 2015 - 137
American Oil and Gas Reporter - January 2015 - 138
American Oil and Gas Reporter - January 2015 - 139
American Oil and Gas Reporter - January 2015 - 140
American Oil and Gas Reporter - January 2015 - 141
American Oil and Gas Reporter - January 2015 - 142
American Oil and Gas Reporter - January 2015 - 143
American Oil and Gas Reporter - January 2015 - 144
American Oil and Gas Reporter - January 2015 - 145
American Oil and Gas Reporter - January 2015 - 146
American Oil and Gas Reporter - January 2015 - 147
American Oil and Gas Reporter - January 2015 - 148
American Oil and Gas Reporter - January 2015 - 149
American Oil and Gas Reporter - January 2015 - 150
American Oil and Gas Reporter - January 2015 - 151
American Oil and Gas Reporter - January 2015 - 152
American Oil and Gas Reporter - January 2015 - 153
American Oil and Gas Reporter - January 2015 - 154
American Oil and Gas Reporter - January 2015 - 155
American Oil and Gas Reporter - January 2015 - 156
American Oil and Gas Reporter - January 2015 - 157
American Oil and Gas Reporter - January 2015 - 158
American Oil and Gas Reporter - January 2015 - 159
American Oil and Gas Reporter - January 2015 - 160
American Oil and Gas Reporter - January 2015 - 161
American Oil and Gas Reporter - January 2015 - 162
American Oil and Gas Reporter - January 2015 - 163
American Oil and Gas Reporter - January 2015 - 164
American Oil and Gas Reporter - January 2015 - 165
American Oil and Gas Reporter - January 2015 - 166
American Oil and Gas Reporter - January 2015 - 167
American Oil and Gas Reporter - January 2015 - 168
American Oil and Gas Reporter - January 2015 - 169
American Oil and Gas Reporter - January 2015 - 170
American Oil and Gas Reporter - January 2015 - 171
American Oil and Gas Reporter - January 2015 - 172
American Oil and Gas Reporter - January 2015 - 173
American Oil and Gas Reporter - January 2015 - 174
American Oil and Gas Reporter - January 2015 - 175
American Oil and Gas Reporter - January 2015 - 176
American Oil and Gas Reporter - January 2015 - 177
American Oil and Gas Reporter - January 2015 - 178
American Oil and Gas Reporter - January 2015 - 179
American Oil and Gas Reporter - January 2015 - 180
American Oil and Gas Reporter - January 2015 - 181
American Oil and Gas Reporter - January 2015 - 182
American Oil and Gas Reporter - January 2015 - 183
American Oil and Gas Reporter - January 2015 - 184
American Oil and Gas Reporter - January 2015 - 185
American Oil and Gas Reporter - January 2015 - 186
American Oil and Gas Reporter - January 2015 - 187
American Oil and Gas Reporter - January 2015 - 188
American Oil and Gas Reporter - January 2015 - 189
American Oil and Gas Reporter - January 2015 - 190
American Oil and Gas Reporter - January 2015 - 191
American Oil and Gas Reporter - January 2015 - 192
American Oil and Gas Reporter - January 2015 - 193
American Oil and Gas Reporter - January 2015 - 194
American Oil and Gas Reporter - January 2015 - 195
American Oil and Gas Reporter - January 2015 - 196
American Oil and Gas Reporter - January 2015 - 197
American Oil and Gas Reporter - January 2015 - 198
American Oil and Gas Reporter - January 2015 - 199
American Oil and Gas Reporter - January 2015 - 200
American Oil and Gas Reporter - January 2015 - 201
American Oil and Gas Reporter - January 2015 - 202
American Oil and Gas Reporter - January 2015 - 203
American Oil and Gas Reporter - January 2015 - 204
American Oil and Gas Reporter - January 2015 - 205
American Oil and Gas Reporter - January 2015 - 206
American Oil and Gas Reporter - January 2015 - 207
American Oil and Gas Reporter - January 2015 - 208
American Oil and Gas Reporter - January 2015 - 209
American Oil and Gas Reporter - January 2015 - 210
American Oil and Gas Reporter - January 2015 - 211
American Oil and Gas Reporter - January 2015 - 212
American Oil and Gas Reporter - January 2015 - 213
American Oil and Gas Reporter - January 2015 - 214
American Oil and Gas Reporter - January 2015 - 215
American Oil and Gas Reporter - January 2015 - 216
American Oil and Gas Reporter - January 2015 - 217
American Oil and Gas Reporter - January 2015 - 218
American Oil and Gas Reporter - January 2015 - 219
American Oil and Gas Reporter - January 2015 - 220
American Oil and Gas Reporter - January 2015 - 221
American Oil and Gas Reporter - January 2015 - 222
American Oil and Gas Reporter - January 2015 - 223
American Oil and Gas Reporter - January 2015 - 224
American Oil and Gas Reporter - January 2015 - 225
American Oil and Gas Reporter - January 2015 - 226
American Oil and Gas Reporter - January 2015 - 227
American Oil and Gas Reporter - January 2015 - 228
American Oil and Gas Reporter - January 2015 - 229
American Oil and Gas Reporter - January 2015 - 230
American Oil and Gas Reporter - January 2015 - 231
American Oil and Gas Reporter - January 2015 - 232
American Oil and Gas Reporter - January 2015 - 233
American Oil and Gas Reporter - January 2015 - 234
American Oil and Gas Reporter - January 2015 - 235
American Oil and Gas Reporter - January 2015 - 236
American Oil and Gas Reporter - January 2015 - 237
American Oil and Gas Reporter - January 2015 - 238
American Oil and Gas Reporter - January 2015 - 239
American Oil and Gas Reporter - January 2015 - 240
American Oil and Gas Reporter - January 2015 - 241
American Oil and Gas Reporter - January 2015 - 242
American Oil and Gas Reporter - January 2015 - Cover3
American Oil and Gas Reporter - January 2015 - Cover4
http://staging.nxtbook.com/nxtbooks/aogr/201702/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201701/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201612/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201611/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201610/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/pbios2016_programguide/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201609/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201608/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201607/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201606/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201605/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201604/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201603/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201602/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201601/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201512/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201511/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201510/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201509/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201508/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201507/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201506/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201505/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201504/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201503/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201502/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201501/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201412/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201411/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201410/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201409/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/pbios2014_programguide/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201408/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201407/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201406/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201405/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201404/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201403/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201402/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201401/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201312/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201311/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201310/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201309/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201308/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201307/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201306/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201305/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201304/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201303/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201302/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201301/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201212/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201211/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201210/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201209/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/2012_pbios/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201208/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201207/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201206/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201205/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201204/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201203/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201202/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201201/stage.php
http://staging.nxtbook.com/nxtbooks/demo/aogr_clone/stage.php
http://staging.nxtbook.com/nxtbooks/aogr/201112/stage.php
https://www.nxtbookmedia.com