A novel box-counting method for quantitative fractal analysis of three-dimensional pore characteristics in sandstone

IF 11.7 1区 工程技术 Q1 MINING & MINERAL PROCESSING International Journal of Mining Science and Technology Pub Date : 2024-04-01 DOI:10.1016/j.ijmst.2024.04.006
Huiqing Liu , Heping Xie , Fei Wu , Cunbao Li , Renbo Gao
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Abstract

Fractal theory offers a powerful tool for the precise description and quantification of the complex pore structures in reservoir rocks, crucial for understanding the storage and migration characteristics of media within these rocks. Faced with the challenge of calculating the three-dimensional fractal dimensions of rock porosity, this study proposes an innovative computational process that directly calculates the three-dimensional fractal dimensions from a geometric perspective. By employing a composite denoising approach that integrates Fourier transform (FT) and wavelet transform (WT), coupled with multimodal pore extraction techniques such as threshold segmentation, top-hat transformation, and membrane enhancement, we successfully crafted accurate digital rock models. The improved box-counting method was then applied to analyze the voxel data of these digital rocks, accurately calculating the fractal dimensions of the rock pore distribution. Further numerical simulations of permeability experiments were conducted to explore the physical correlations between the rock pore fractal dimensions, porosity, and absolute permeability. The results reveal that rocks with higher fractal dimensions exhibit more complex pore connectivity pathways and a wider, more uneven pore distribution, suggesting that the ideal rock samples should possess lower fractal dimensions and higher effective porosity rates to achieve optimal fluid transmission properties. The methodology and conclusions of this study provide new tools and insights for the quantitative analysis of complex pores in rocks and contribute to the exploration of the fractal transport properties of media within rocks.

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对砂岩三维孔隙特征进行定量分形分析的新型盒式计数法
分形理论为精确描述和量化储层岩石中复杂的孔隙结构提供了强有力的工具,对于了解这些岩石中介质的存储和迁移特征至关重要。面对计算岩石孔隙度三维分形维数的挑战,本研究提出了一种创新的计算流程,从几何角度直接计算三维分形维数。通过采用傅立叶变换(FT)和小波变换(WT)相结合的复合去噪方法,并结合阈值分割、顶帽变换和膜增强等多模态孔隙提取技术,我们成功地制作出了精确的数字岩石模型。然后,改进的盒计数法被用于分析这些数字岩石的体素数据,准确计算出岩石孔隙分布的分形维数。为了探索岩石孔隙分形尺寸、孔隙度和绝对渗透率之间的物理关联性,还进行了进一步的渗透率数值模拟实验。结果表明,分形维数较高的岩石孔隙连通路径更复杂,孔隙分布更宽广、更不均匀,这表明理想的岩石样本应具有较低的分形维数和较高的有效孔隙率,以实现最佳的流体传输特性。本研究的方法和结论为定量分析岩石中的复杂孔隙提供了新的工具和见解,有助于探索岩石内部介质的分形传输特性。
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来源期刊
International Journal of Mining Science and Technology
International Journal of Mining Science and Technology Earth and Planetary Sciences-Geotechnical Engineering and Engineering Geology
CiteScore
19.10
自引率
11.90%
发文量
2541
审稿时长
44 days
期刊介绍: The International Journal of Mining Science and Technology, founded in 1990 as the Journal of China University of Mining and Technology, is a monthly English-language journal. It publishes original research papers and high-quality reviews that explore the latest advancements in theories, methodologies, and applications within the realm of mining sciences and technologies. The journal serves as an international exchange forum for readers and authors worldwide involved in mining sciences and technologies. All papers undergo a peer-review process and meticulous editing by specialists and authorities, with the entire submission-to-publication process conducted electronically.
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