Automatic History Matching of Parent-Child Wells in Shale Gas Reservoirs with Complex Fracture Hits

被引:0
|
作者
Gao, Mingyi [1 ,2 ]
Zhou, Wen [1 ]
Zhang, Jian [2 ,3 ]
Chang, Cheng [2 ]
Wu, Jianfa [2 ]
Yang, Hongzhi [2 ]
Zhao, Shengxian [2 ]
Liu, Chuxi [4 ]
Yu, Wei [4 ,5 ]
Xu, Hao [1 ]
机构
[1] Chengdu Univ Technol, State Key Lab Oil & Gas Reservoir Geol & Exploita, Chengdu 610059, Sichuan, Peoples R China
[2] PetroChina Southwest Oil & Gas Field Co, Chengdu 610017, Peoples R China
[3] Shale Gas Evaluat & Exploitat Key Lab Sichuan Pro, Chengdu 610017, Peoples R China
[4] Univ Texas Austin, Hildebrand Dept Petr & Geosyst Engn, Houston, TX 77494 USA
[5] Sim Tech LLC, Houston, TX 77494 USA
关键词
UNCONVENTIONAL RESERVOIRS; INTERFERENCE;
D O I
10.2113/2021/6832616
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
It is excessively crucial for performing production match of parent-child wells automatically by using assisted history matching approach, especially considering the interwell interference scenario. We explored a new EDFM-AI (Embedded Discrete Facture Model-Artificial Intelligence) workflow by taking into account the multiple uncertainty parameters that were composed of fracture height, fracture half-length, fracture conductivity, fracture water saturation, fracture cluster efficiency, and natural fracture conductivity. The history matching algorithm implemented in this study is advanced machine learning model called XGBoost. It could overcome the issue that the proxy model is always imprecise due to the limited training sample data. Specifically, we established a field-scale reservoir model that includes parent-child shale gas wells with fracture hits in the Sichuan basin. By using this sophisticated workflow, two wells' history matching results are excellent in terms of the inversed solution of the hydraulic fracture properties and natural fracture properties. And then, we perform the production forecasting for parent and child wells, respectively. Consequently, the results show that the best match value for estimated ultimate recovery (EUR) of parent well is 287.4 million cubic meters whereas the best match value for EUR of child well is 187.6 million cubic meters. The reliable reason is that effective fractured area of parent well is larger than that of child well. Besides, the natural fractures have a significant impact on the performance of shale gas wells with fracture hits observed, especially in the short-term production period.
引用
收藏
页数:17
相关论文
共 50 条
  • [41] Development of coupled fluid-flow/geomechanics model considering storage and transport mechanism in shale gas reservoirs with complex fracture morphology
    Zhang, Dongxu
    Wu, Hongchao
    Jiang, Fangfang
    Shi, Zejin
    Wu, Chengxi
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [42] A new method for evaluating tridimensional development effect of shale gas horizontal wells based on complex fracture network simulation: A case study of Longmaxi Formation shale gas in the southern Sichuan Basin
    Wang J.
    Jia A.
    Wei Y.
    Wang J.
    Huang X.
    Li L.
    Yu W.
    Natural Gas Industry, 2022, 42 (08) : 175 - 189
  • [43] Investigation of different production performances in shale gas wells using assisted history matching: Hydraulic fractures and reservoir characterization from production data
    Tripoppoom, Sutthaporn
    Xie, Jun
    Yong, Rui
    Wu, Jianfa
    Yu, Wei
    Sepehrnoori, Kamy
    Miao, Jijun
    Chang, Cheng
    Li, Ning
    FUEL, 2020, 267
  • [44] Productivity Model for Multi-Fractured Horizontal Wells with Complex Fracture Networks in Shale Oil Reservoirs Considering Fluid Desorption and Two-Phase Behavior
    Liu, Xin
    Guo, Ping
    Ren, Junjie
    Wang, Zhouhua
    Tu, Hanmin
    ENERGIES, 2024, 17 (23)
  • [45] Numerical-analytical modeling of oil extraction from oil fields with a gas cap using horizontal wells with automatic history matching
    Shevchenko, D. V.
    Salamatin, A. A.
    Yarullin, A. D.
    Usmanov, S. A.
    Saveliev, V. V.
    Sudakov, V. A.
    Roschektaev, A. P.
    Yudin, E. V.
    Vorobyov, D. S.
    Sorokina, V. V.
    Sveshnikova, A. A.
    GEORESURSY, 2023, 25 (04) : 58 - 68
  • [46] Numerical study of complex fracture geometry effect on two-phase performance of shale-gas wells using the fast EDFM method
    AlTwaijri, Mohammad
    Xia, Zhaohui
    Yu, Wei
    Qu, Liangchao
    Hu, Yunpeng
    Xu, Yifei
    Sepehrnoori, Kamy
    JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING, 2018, 164 : 603 - 622
  • [47] A new well test interpretation model for complex fracture networks in horizontal wells with multi-stage volume fracturing in tight gas reservoirs
    Ouyang Weiping
    Sun Hedong
    Han Hongxu
    NATURAL GAS INDUSTRY B, 2020, 7 (05) : 514 - 522
  • [48] A new well test interpretation model for complex fracture networks in horizontal wells with multi-stage volume fracturing in tight gas reservoirs
    Ouyang W.
    Sun H.
    Han H.
    Natural Gas Industry, 2020, 40 (03) : 74 - 81
  • [49] An Iterative Response-Surface Methodology by Use of High-Degree-Polynomial Proxy Models for Integrated History Matching and Probabilistic Forecasting Applied to Shale-Gas Reservoirs
    Wantawin, Marut
    Yu, Wei
    Dachanuwattana, Silpakorn
    Sepehrnoori, Kamy
    SPE JOURNAL, 2017, 22 (06): : 2012 - 2031
  • [50] Evaluation of CO2 sequestration capacity in complex-boundary-shape shale gas reservoirs using projection-based embedded discrete fracture model (pEDFM)
    Liu, Hao
    Rao, Xiang
    Xiong, Hao
    FUEL, 2020, 277