State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum (Beijing), Beijing, 102249, China.
College of Geosciences, China University of Petroleum (Beijing), Beijing, 102249, China.
Sci Rep. 2022 Jun 14;12(1):9859. doi: 10.1038/s41598-022-13863-1.
Gas-bearing property evaluation and main controlling factor analysis have remained a concern in shale gas research. The application of principal component analysis, an important mathematical statistical method, in gas-bearing property evaluation and main controlling factor analysis of the Longmaxi shale in the Weirong area, Sichuan Basin, was examined. The Longmaxi shale exhibits high heterogeneity, manifested in the organic matter abundance, mineral composition, and pore structure. Seven geological factors, including the temperature, pressure, TOC content, clay content, brittle mineral content, pore volume, and specific surface area (SSA), were selected in principal component analysis. Four principal components with geological significance, such as mineral composition, formation condition, pore structure, and organic matter abundance, were extracted through principal component analysis, and further constituted a comprehensive factor. Shale gas-bearing properties were evaluated according to the score of the comprehensive factor. The Longmaxi shale could be identified as exhibiting good, medium, and poor gas-bearing properties based on the comprehensive factor scores of these samples. According to each geological factor's contribution to the comprehensive factor, combined with geological analysis, it could be considered that gas-bearing properties are primarily controlled by pore volume, SSA, and clay content, followed by TOC content, brittle mineral content, temperature and pressure.
含气性评价及主控因素分析一直是页岩气研究的关注点。本文运用主成分分析这一重要的数理统计方法,对四川盆地威远地区龙马溪页岩的含气性评价及主控因素进行了研究。龙马溪页岩具有较强的非均质性,表现在有机质丰度、矿物组成和孔隙结构等方面。本文选取了温度、压力、TOC 含量、黏土含量、脆性矿物含量、孔体积和比表面积(SSA)等 7 个地质因素,利用主成分分析方法提取了具有地质意义的 4 个主成分,即矿物组成、形成条件、孔隙结构和有机质丰度,进而构成一个综合因子。根据综合因子得分对龙马溪页岩的含气性进行评价,根据这些样品的综合因子得分,龙马溪页岩可划分为含气性好、中等和差。根据各地质因素对综合因子的贡献,结合地质分析,认为孔隙体积、SSA 和黏土含量是主控因素,其次是 TOC 含量、脆性矿物含量、温度和压力。