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Development of a Digital Rock Physics workflow for the analysis of sandstones and tight rocks

机译:开发数字岩石物理工作流程,用于分析砂岩和紧岩石

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Predicting petrophysical properties by means of digital core analysis strongly relies on the operator expertise and becomes very challenging when dealing with clay microporosity, due to resolution limits and a general lack of recommendations. In the standard workflow, 3D images of rock samples are acquired via X-ray computed tomography and processed, to reconstruct pore geometries that are used to set up numerical experiments for the calculation of physical properties, such as permeability. In the present paper, the limits of the standard workflow are investigated and specific strategies are proposed to make the entire process less operator dependent and more reliable when dealing with tight samples. A global thresholding technique is applied for the identification of the pore space. The quality of its performance has been found to be strongly related to contrast, noise and presence of rock microporosity. Threshold selection is more robust if contrast enhancement and denoising algorithms, like bilateral filter and non-local means, are applied. Furthermore, microporosity shall not be excluded from the reconstructed pore space, since it is fundamental in providing connectivity of the flow paths. The selected value for thresholding is used inside an image-based meshing strategy, to create a computational grid directly on the 3D stack of images. Methods to compute porosity, specific surface and average pore diameter are described. Absolute permeability is computed by performing Computational Fluid Dynamics (CFD) simulations of single-phase incompressible flows in the reconstructed pore space. A model to include the presence of an increased resistance to the fluid flow in the microporous region is proposed and validated by comparison with experimental measurements.
机译:通过数字核心分析预测岩石物理特性强烈依赖于操作员专业知识,并且由于分辨率限制和普遍缺乏建议,在处理粘土微观程度时变得非常具有挑战性。在标准工作流程中,通过X射线计算机断层扫描和加工地获取岩石样本的3D图像,以重建用于建立用于计算物理性质的数值实验的孔的几何形状,例如渗透性。在本文中,调查标准工作流程的限制,提出了具体的策略,以使整个过程较少的操作员依赖于处理紧密样品时更可靠。应用全局阈值化技术用于识别孔隙空间。已经发现其性能的质量与岩石微孔的对比度,噪声和存在强烈相关。如果施加对比度增强和去噪算法,则阈值选择更加稳健,如双侧过滤器和非本地方法。此外,不排除从重建的孔隙空间中的微孔,因为它在提供流动路径的连接方面是基础。在基于图像的网格策略内使用阈值化的所选值,以直接在图像的3D堆叠上创建计算网格。描述了计算孔隙率,比表面和平均孔径的方法。通过在重建的孔隙空间中执行计算流体动力学(CFD)模拟来计算绝对渗透率。提出了一种用于包括对微孔区域中的流体流动的增加的模型,并通过与实验测量进行比较验证。

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