储层表征

米德兰盆地加密井的战略布局:应对母井生产带来的压力损耗

这项研究揭示了生产引起的枯竭和地质力学应力变化如何影响米德兰盆地子井的性能,结合耦合模拟和机器学习,指导加密井开发的最佳井距、时间和位置。

二叠纪盆地西德克萨斯油田
图片来源:Jasmin Pawlowicz/Getty Images。

人们对密集钻井单元日益增长的兴趣凸显了了解页岩油藏(尤其是二叠纪盆地)在相互干扰条件下油井性能的必要性。随着时间的推移,关于完井优化对生产性能影响的研究以及关于母井/子井相互干扰的研究已日趋成熟。然而,压力下降导致的应力降低的地质力学效应及其对子井布置的影响仍有待深入研究,而这可能在油井设计中发挥重要作用。

本研究以米德兰盆地为例,探讨了生产引起的压力下降对子井在典型井距(基于盆地整体井距统计数据得出)下的地质力学影响。此外,作者认为压力下降与生产性能之间的关系是早期和后期评价的关键因素。研究首先对沃尔夫坎普A (WCA) 和沃尔夫坎普B (WCB) 地层中的两口典型水平井(作为母井)进行了水力压裂扩展模拟。随后,进行了耦合流动和地质力学模拟,从而深入了解了生产过程中主应力的变化。

为了检验井距和母井枯竭是否对附近新井(子井)的生产力随时间推移起着至关重要的作用,作者采用了机器学习方法,特别是极端梯度提升(XGBoost)和 SHapley 加性解释(SHAP),利用现场数据和内部地质模型数据,识别了两个代表性时间段的关键因素。

基于对盆地整体井距模式的了解,作者评估了在母井生产生命周期的不同阶段(1年和5年),不同水平间距和叠置布置方案下子井的潜在布置策略。通过量化非对称增长行为,来评估加密井增产措施的有效性。

机器学习分析表明,对于2018年及以后完井的油井,除了众所周知的产能驱动因素(例如完井参数和储层压力)外,产能主要受井距和油藏损耗的影响。这凸显了井距和油藏损耗效应在优化近期密集钻井单元开发中的增产效果方面的重要性。

此外,耦合模拟结果表明,对于WCA和WCB井,在其母井投产1年后,裂缝不对称生长并不明显。WCA子井在其母井投产后期(5年后)表现出更明显的裂缝不对称生长特征,表明早期加密井更为可取。此外,错位井位布置似乎对WCA子井比对WCB子井更有利。


本摘要摘自德克萨斯大学奥斯汀分校杰克逊地球科学学院经济地质局的龚一文和Timothy P. McMahon撰写的SPE 223524号论文。该论文已通过同行评审,并可在OnePetro上的SPE期刊中以开放获取形式获取。

原文链接/JPT
Reservoir characterization

Strategic Placement of Infill Wells in the Midland Basin: Addressing Stress Depletion From Parent Well Production

This study reveals how production-induced depletion and geomechanical stress changes influence child-well performance in the Midland Basin, combining coupled simulations and machine learning to guide optimal well spacing, timing, and placement for infill development.

West Texas Oil Fields in the Permian Basin
Source: Jasmin Pawlowicz/Getty Images.

The growing interest in closely spaced drilling units highlights the need to understand well performance under interference conditions in shale oil reservoirs, particularly in the Permian Basin. Over time, studies of the effect of well-completion optimization on production performance, along with studies on parent/child interference, have become more mature. The geomechanical effects of stress reduction from pressure depletion and its influence on child-well placement remain underexplored, however, and could play an important role in well planning.

This study examined this effect in the Midland Basin to demonstrate the geomechanical effects of production-induced pressure depletion on child wells at representative spacings, derived from basinwide well-spacing statistics. Additionally, the authors consider the relationship between depletion and production performance as a key factor in both early- and late-stage evaluations. They began with hydraulic-fracture-propagation simulations for two representative horizontal wells as parent wells in the Wolfcamp A (WCA) and Wolfcamp B (WCB) formations. This was followed by coupled flow and geomechanical simulations, yielding insights into changes in the principal stresses during production.

To examine whether well spacing and parent-well depletion play essential roles in the productivity of nearby new wells (child wells) over time, the authors used machine-learning methods, specifically extreme gradient boosting (XGBoost) and SHapley Additive exPlanations (SHAP), to identify critical factors across two representative time periods, using the field data and in-house geological model data.

With the knowledge of basinwide well-spacing patterns, the authors evaluated potential child-well placement strategies at various horizontal spacings and stacked placement scenarios at different times during the parent well’s production life (1 year and 5 years). Asymmetric growth behavior was quantified to indicate the effectiveness of infill-well stimulation.

The machine-learning analysis shows that, for wells completed from 2018 onward, productivity is primarily driven by well spacing and depletion, in addition to well-known productivity drivers (e.g., completion parameters and reservoir pressure). This highlights the importance of spacing and depletion effects in optimizing stimulation performance for recent tightly spaced drilling-unit development.

In addition, the coupled simulation results indicate that, for both WCA and WCB wells, fracture asymmetric growth is not obvious at 1 year of their parent wells’ production. WCA child wells show more obvious asymmetric growth characters at later time (5 years) of their parent wells’ production, suggesting earlier infill is preferred. Additionally, staggered well placement appears more beneficial for WCA child wells than for those in WCB.


This abstract is taken from paper SPE 223524 by Yiwen Gong and Timothy P. McMahon, Bureau of Economic Geology, Jackson School of Geosciences, The University of Texas at Austin. The paper has been peer-reviewed and is available as Open Access in SPE Journal on OnePetro.