复杂裂缝内支撑剂铺置规律及有效支撑面积
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Proppant placement rule and effective supporting area in complex fractures
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    摘要:

    复杂裂缝内支撑剂的铺置规律比较复杂,目前大多数研究都是基于数值模拟方法,存在耗时费力的情况,为了实现支撑面积的快速预测,本文利用数值模拟方法,在研究注入速度,流体粘度,砂比,粒径及密度等因素对铺置效果影响的基础上,运用神经网络、实验数据,建立了裂缝内支撑剂有效支撑面积神经网络预测模型。结果表明:不同因素都有合理的取值范围,取值超过该范围都会导致铺置效果变差,各级裂缝随影响因素的变化规律不相同,且主次缝的支撑剂铺置是相互影响的,分支前主缝砂堤高度超过一定高度后,砂堤高度越高,次级缝的砂堤面积越小,主次缝最大砂堤面积不会同时出现;基于BP神经网络的裂缝内有效支撑面积预测模型,模型预测结果与数值计算结果误差在3.42%~6.46%之间,该模型能够准确、快速的预测支撑剂在裂缝中运移后形成的砂堤面积。该研究成果可以为非常规资源的压裂开发提供理论帮助。

    Abstract:

    The proppant placement rule in complex fractures is relatively complex. At present, most of the research is based on numerical simulation methods, which is time-consuming and laborious. In order to achieve rapid prediction of the support area, this paper uses numerical simulation methods to study the effects of injection rate, fluid viscosity, sand ratio, particle size and density and other factors on the placement effect, A neural network model for predicting the effective propping area of proppant in fractures is established. The results show that different factors have a reasonable value range, and exceeding this range will lead to poor laying effect. The variation laws of cracks at all levels with the influence factors are different, and the proppant laying of the main and secondary joints are mutually affected. After the height of the sand embankment of the main joint before branching exceeds a certain height, the higher the sand embankment height, the smaller the sand embankment area of the secondary joint,and the maximum sand embankment area of the main and secondary joints will not appear at the same time. The prediction model of effective support area in fracture based on BP neural network has an error of 3.42% ~ 6.46% between the prediction result of the model and the numerical calculation result. The model can accurately and quickly predict the area of sand dike formed after the proppant is transported in the fracture. The research in this paper is of great significance to the fracturing development of unconventional resources.

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崔传智,李景林,吴忠维,等. 复杂裂缝内支撑剂铺置规律及有效支撑面积[J]. 科学技术与工程, 2023, 23(30): 12926-12935.
Cui Chuanzhi, Li Jinglin, Wu Zhongwei, et al. Proppant placement rule and effective supporting area in complex fractures[J]. Science Technology and Engineering,2023,23(30):12926-12935.

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历史
  • 收稿日期:2022-12-08
  • 最后修改日期:2023-10-17
  • 录用日期:2023-03-20
  • 在线发布日期: 2023-11-15
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