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Digital Rock Physics in Low-Permeable Sandstone, Downsampling forUnresolved Sub-Micron Porosity Estimation

机译:数字岩石物理在低渗砂岩,下采样外采样外溶解的亚微米孔隙率估算

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The approach to handle the unresolved pores at 3D X-ray Micro Computed Tomography (μCT) images ofcore samples is developed. It enables a sufficient widening of digital rock studies for tight rocks. The μCTimages of a low-permeable sandstone with a resolution of 1.2 μm/voxel have been generated. Pore SizeDistribution shows the presence of a significant amount of sub-resolution pores. Downsampling has beenapplied to estimate the actual porosity with extrapolation. Visual noise, artifacts, and roundoff errors are the major factors affecting the quality of μCT images. Weapply transform and spatial domain filtering to minimize all the artifacts. Regarding the overall concept ofporosity and through running a geometrical histogram analysis, the Random Walker segmentation as a robustmathematical algorithm has been applied to turn the greyscale μCT images into binary ones resemblingpores and grains. Next, the porosity of the binary images with a resolution of 1.2 μm/voxel has beencalculated. The procedure continues with downsampling to artificially reduce the resolution and calculatethe corresponding porosity.
机译:开发了在3D X射线微计算机断层扫描(μCT)图像中处理未解决的孔的方法。它能够充分扩大数字岩石研究,用于紧密岩石。已经产生了具有1.2μm/ voxel分辨率的低渗砂岩的μCtimages。孔和孔径分布表明存在大量的子分辨率孔隙。下采样已经过度估计了用外推的实际孔隙率。视觉噪声,伪影和圆周交易议是影响μCT图像质量的主要因素。培养变换和空间域过滤,以最大限度地减少所有伪影。关于非刺激性的整体概念和通过运行几何直方图分析,已经应用了作为革命性算法的随机步行者分割,以将灰度μCT图像转换为与血管和晶粒的二进制文件。接下来,已经营养了分辨率为1.2μm/ voxel的二值图像的孔隙率。该过程继续下采样,以人为地降低分辨率和计算相应的孔隙率。

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