Application of mathematical statistics to shale gas-bearing property evaluation and main controlling factor analysis

被引:4
|
作者
Li, Min [1 ,2 ]
Pang, Xiongqi [1 ,2 ]
Xiong, Liang [3 ]
Hu, Tao [1 ,2 ]
Chen, Di [1 ,2 ]
Zhao, Zhen [1 ,2 ]
Hui, Shasha [1 ,2 ]
机构
[1] China Univ Petr, State Key Lab Petr Resources & Prospecting, Beijing 102249, Peoples R China
[2] China Univ Petr, Coll Geosci, Beijing 102249, Peoples R China
[3] SINOPEC Southwest Branch Co, Res Inst Explorat & Dev, Chengdu 610041, Peoples R China
基金
中国国家自然科学基金;
关键词
CARBON ISOTOPIC COMPOSITION; LONGMAXI MARINE SHALE; GEOLOGICAL CONTROLS; NATURAL GASES; SICHUAN BASIN; METHANE; CLASSIFICATION; LITHOFACIES; ADSORPTION; CAPACITY;
D O I
10.1038/s41598-022-13863-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
收藏
页数:15
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  • [1] Application of mathematical statistics to shale gas-bearing property evaluation and main controlling factor analysis
    Min Li
    Xiongqi Pang
    Liang Xiong
    Tao Hu
    Di Chen
    Zhen Zhao
    Shasha Hui
    [J]. Scientific Reports, 12
  • [2] Impacts of Water Saturation on Gas-Bearing Property and Recovery Ratio of Marine Shale
    Mu, Ying
    Hu, Zhiming
    Guo, Qiulei
    Duan, Xianggang
    Chang, Jin
    [J]. ENERGY & FUELS, 2024, 38 (04) : 3089 - 3104
  • [3] Influence factors of pop-in in the nanoindentation micromechanical property measurement of gas-bearing shale
    Wang, Ligeng
    Zhang, Yuanzhong
    Wu, Wensheng
    [J]. MATERIALS TESTING, 2019, 61 (10) : 973 - 980
  • [4] Investigation into the apparent permeability and gas-bearing property in typical organic pores in shale rocks
    Ji, Lili
    Lin, Mian
    Jiang, Wenbin
    Cao, Gaohui
    Zhou, Ji
    Luo, Chao
    [J]. MARINE AND PETROLEUM GEOLOGY, 2019, 110 : 871 - 885
  • [5] Difference characteristics and main controlling factors in gas-bearing of coal seams in Liupanshui Area
    Gao, Wei
    Han, Zhongqin
    Lyu, Fang
    Bai, Lina
    Jin, Jun
    [J]. Meitan Kexue Jishu/Coal Science and Technology (Peking), 2022, 50 (11): : 122 - 130
  • [6] Gas-Bearing Property in Deep Marine Shale and Its Micro Controlling Factors: Evidence from the Lower Silurian Longmaxi Formation in Southern Sichuan, China
    Wang, Xin
    Zeng, Jianhui
    Chen, Jinhui
    Jiang, Zhenxue
    Xue, Zixin
    Kong, Xiangye
    Wang, Qianyou
    Jia, Kunkun
    [J]. LITHOSPHERE, 2022, 2022
  • [7] Shale gas-bearing capacity and its controlling factors of Wufeng-Longmaxi formations in northern Guizhou, China
    Cao, Taotao
    Xue, Hao
    Pan, Anyang
    Xiao, Juanyi
    Ning, Gaofei
    [J]. GEOLOGICAL JOURNAL, 2024,
  • [8] Influence of water on shale pore heterogeneity and the implications for shale gas-bearing property-A case study of marine Longmaxi Formation shale in northern Guizhou
    Sun, Jian
    Xiao, Xianming
    Cheng, Peng
    [J]. MARINE AND PETROLEUM GEOLOGY, 2021, 134
  • [9] Gas-Bearing Characteristics and Origin Analysis of Shale Gas in Longtan Formation,Permian,Shaoyang Sag,Central Hunan
    Zhang, Guotao
    Chen, Xiaohong
    Zhang, Baomin
    Li, Hai
    Chen, Lin
    [J]. Diqiu Kexue - Zhongguo Dizhi Daxue Xuebao/Earth Science - Journal of China University of Geosciences, 2019, 44 (02): : 539 - 550
  • [10] Geochemical Properties and Gas-Bearing Analysis of Lower Cambrian Black Shale in Western Hunan Province
    Zhang, Kaixun
    Tang, Xiaoyin
    Liu, Xiaoqiang
    Zhao, Zisheng
    Li, Meijun
    [J]. ENERGIES, 2024, 17 (07)