利用高级测井进行垂直干涉试验建模中的流单元分类

Arvind Kumar, Arjit Gidwani, Suraj Singh, T. Wydiabhakti, Siddhartha Mishra
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引用次数: 1

摘要

垂直干扰测试(VIT)用于确定地层砂层之间的水力连通性。本文展示了一种创新的工作流程,利用人工神经网络(ANN)、基于地层修正洛伦兹(SMLP)的岩石分型技术以及基于图像的先进砂层计算技术,利用岩石物理测井属性来表征非均质储层砂。垂直干扰测试可以使用电缆地层测试工具,在井壁的指定深度点上沿垂直顺序部署多个流量探头,也可以使用钻杆测试配置。根据测试设计,使用井下泵改变流量,从而引起地层压力瞬变。然后将实测压力响应与数值模型进行比较,得出储层的垂向渗透率、水力连通性等参数。传统的模型生成方法是将一段储层砂视为均质,这通常会导致垂向渗透率的高估或低估。本文提出的技术利用了高级日志,如图像日志;利用基于ANN/SMLP的岩石分型技术,对磁共振测井、含水饱和度和其他先进的岩性测井进行了分析,以适应储层模型的非均质性。这些岩石类型将有助于为VIT建模和回归方法建立多层地层模型。然后使用垂直干涉测试模型来确定每种岩石类型的垂直渗透率值。介绍了利用基于岩石类型的层状地层模型进行河道砂井垂直干扰试验建模的工作流程。
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Utilizing Advanced Logs for Flow Unit Classification in Vertical Interference Test Modeling
Vertical Interference tests (VIT) are used to determine the hydraulic connectivity between the formation sand intervals. This paper showcases an innovative workflow of using the petrophysical log attributes to characterize a heterogeneous reservoir sand by making use of ANN (Artificial Neural Net) and SMLP (Stratigraphic Modified Lorentz) based rock typing techniques as well as image based advanced sand layer computation techniques. Vertical interference test is either performed using a wireline formation testing tool with multiple flow probes deployed in a vertical sequence at desired depth points on the borehole wall or using a drill stem test configuration. Based on the test design, flow rates are changed using downhole pumps, which induces pressure transients in the formation. The measured pressure response is then compared with a numerical model to derive the reservoir parameters such as vertical permeability, hydraulic connectivity etc. The conventional way of model generation is to consider a section of reservoir sand as homogenous, which generally leads to over estimation or underestimation of vertical permeabilities. The technique proposed in this paper utilizes advanced logs such as image logs; magnetic resonance logs, water saturation and other advanced lithology logs to obey heterogeneity in the reservoir model by utilizing ANN/SMLP based rock-typing techniques. These rock types would be helpful in making a multi layer formation model for the VIT modeling and regression approach. The vertical interference test model is then used to determine the vertical permeability values for each of the individual rock types. The paper displays the workflow to utilize the rock type based layered formation model in vertical interference test modeling for a channel sand scenario.
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