A quantitative study of microstructure of Indian Gondwana shale: a fractal and algebraic topology approach

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-20 DOI:10.1144/petgeo2023-105
P. Sarkar, S. Sahoo, Umang Nagpal, T. N. Singh
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Abstract

This paper covers a novel micro-level application of image processing in understanding the topological and petrophysical properties of Indian Gondwana Shale using an X-ray computed micro tomography images. The complexity and randomness in the pore system are explained through the concept of fractal dimension (FD). In this article, a quantitative analysis of 2D and 3D fractal dimension of pores, grains, and interface has been done for the Indian Gondwana Shale, using the Box counting method. A pore network is formed by the connection of many sub-pore clusters, each with a different volume. Hence, an image segmentation algorithm has been applied to label different sub-clusters, and subsequently, analysis of FD is done on such sub-clusters of pores and grains. We implemented a novel application of Betti numbers (B0, B1 and B2) and Euler characteristics on our sample and calculated the possible flow channels of the sample. The FD of grains was found to be greater than the FD of pore-grains interface, while the FD of pores was found to be the least. Consequently, we also observed how the FD of both pores and grains is majorly controlled by the largest sub-cluster, and during fluid intrusion, we see a significant decrease in FD of pores. Lastly, the pore network, with a larger B0 and larger difference of B1 can be proved best for the storage of hydrocarbon content and its fluid movement understanding due to more flow channels.
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印度冈瓦纳页岩微观结构的定量研究:分形和代数拓扑学方法
本文介绍了图像处理在理解印度冈瓦纳页岩的拓扑和岩石物理特性方面的微观应用。孔隙系统的复杂性和随机性是通过分形维度(FD)的概念来解释的。本文采用盒式计数法对印度冈瓦纳页岩的孔隙、晶粒和界面的二维和三维分形维度进行了定量分析。孔隙网络由许多子孔隙群连接而成,每个子孔隙群的体积各不相同。因此,我们采用了一种图像分割算法来标记不同的子簇,然后对这些孔隙和晶粒子簇进行 FD 分析。我们在样品上应用了新颖的贝蒂数(B0、B1 和 B2)和欧拉特性,并计算了样品的可能流道。结果发现,晶粒的流道密度大于孔隙-晶粒界面的流道密度,而孔隙的流道密度最小。因此,我们还观察到孔隙和晶粒的流变系数主要受最大子团的控制,而在流体侵入时,我们发现孔隙的流变系数显著下降。最后,B0 较大、B1 差值较大的孔隙网络由于具有更多的流道,因此最适合储存碳氢化合物及其流体运动。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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