1. Influence of Mineralogical Characteristics on Mechanical Properties of Montney Tight Formations Using Instrumented Indentation Test and SEM–EDS Analysis.
- Author
-
Yu, Huan, Zheng, Wenbo, Cui, Xiaojun, and Zhou, Jianhui
- Subjects
- *
DIGITAL maps , *DIGITAL mapping , *GAUSSIAN processes , *YOUNG'S modulus , *STATISTICAL correlation - Abstract
This study investigates the influence of mineralogical characteristics on the mechanical properties of tight formations from the Montney Play in Canada. A series of instrumented indentation tests were conducted on rock samples cored at depths of 2068–2037 m. The mineralogical characteristics of the indents from the indentation tests were obtained from scanning electron microscopy (SEM) and energy-dispersive spectroscopy (EDS) analysis. By creating digital mineral maps from EDS elemental maps, the localized mineralogical composition and pore distribution around the indents were quantified, and their variations during indentation tests were correlated to the indentation depth/contact area. This new approach can obtain a unique dataset that directly relates rock indentation to their mineralogical characteristics. Pearson correlation analysis was employed to examine the relationships between mineralogical characteristics and mechanical behaviors, such as elastic, plastic and maximum indentation depths, indentation Young's modulus, and hardness. Furthermore, machine learning models were developed using data from instrumented indentation tests and SEM–EDS analysis to predict indentation behavior. The results indicated albite and porosity both have a positive influence on elastic and maximum indentation depths, while orthoclase and pyrite displayed negative correlations. Gaussian process machine learning models were developed to simulate both the loading and unloading stages of an indentation test, which can accurately forecast the indentation force-depth relation on rocks with different mineralogical characteristics. The findings of this study provide valuable insights into the collective effects of mineralogical characteristics on rock mechanical properties. Highlights: Instrumented indentation and SEM–EDS analysis were used on Montney tight formations. Digital mineral map was created to relate their composition to indentation results. Albite/porosity positively relate to elastic and maximum indentation depth. Orthoclase/pyrite negatively correlate to elastic and maximum indentation depth. Gaussian process model predicts indentation behaviors from mineral characteristic. [ABSTRACT FROM AUTHOR]
- Published
- 2024
- Full Text
- View/download PDF