Comment on "Correlation analysis of element contents and mechanical characteristics of shale reservoirs" by Liu et al. (2018). (June 2020)
- Record Type:
- Journal Article
- Title:
- Comment on "Correlation analysis of element contents and mechanical characteristics of shale reservoirs" by Liu et al. (2018). (June 2020)
- Main Title:
- Comment on "Correlation analysis of element contents and mechanical characteristics of shale reservoirs" by Liu et al. (2018)
- Authors:
- Zhang, Ye
Ma, Y.Z.
Gomez, Ernest - Abstract:
- Abstract: We found the article and conclusion by Liu et al. (2018) interesting, as the authors conducted a correlation analysis between element contents and rock mechanical characteristics of an organic rich shale in southern China. When analyzing data obtained from logging shale gas wells, non-parametric methods for calculating correlation coefficients were employed along with statistical significance tests that utilize confidence levels. The authors' conclusion suggests that mechanical properties cannot be solely determined based on the elemental composition of shale, while mineralogy (quartz vs. clay fractions) can explain some of the effects observed in their correlation analysis. In our opinion, a couple of points regarding the correlation analysis and the brittleness index, as introduced by Liu et al. (2018), were not clearly presented. Further elucidations are needed to clarify these points for the readers of this journal. Herein, we present a discussion on the two following issues: The first issue on correlation analysis impacts the second issue of constructing a mathematical model of brittleness index, and thus is slightly more extensively discussed. Highlights: Distinction the strength and significance of the correlation coefficients. The mathematical model of the brittleness index should be based on the correlation analysis of mineral elements. It is important to define the null hypothesis. It is important to understand Simpson's paradox in defining conditionalAbstract: We found the article and conclusion by Liu et al. (2018) interesting, as the authors conducted a correlation analysis between element contents and rock mechanical characteristics of an organic rich shale in southern China. When analyzing data obtained from logging shale gas wells, non-parametric methods for calculating correlation coefficients were employed along with statistical significance tests that utilize confidence levels. The authors' conclusion suggests that mechanical properties cannot be solely determined based on the elemental composition of shale, while mineralogy (quartz vs. clay fractions) can explain some of the effects observed in their correlation analysis. In our opinion, a couple of points regarding the correlation analysis and the brittleness index, as introduced by Liu et al. (2018), were not clearly presented. Further elucidations are needed to clarify these points for the readers of this journal. Herein, we present a discussion on the two following issues: The first issue on correlation analysis impacts the second issue of constructing a mathematical model of brittleness index, and thus is slightly more extensively discussed. Highlights: Distinction the strength and significance of the correlation coefficients. The mathematical model of the brittleness index should be based on the correlation analysis of mineral elements. It is important to define the null hypothesis. It is important to understand Simpson's paradox in defining conditional correlations. … (more)
- Is Part Of:
- Marine and petroleum geology. Volume 116(2020)
- Journal:
- Marine and petroleum geology
- Issue:
- Volume 116(2020)
- Issue Display:
- Volume 116, Issue 2020 (2020)
- Year:
- 2020
- Volume:
- 116
- Issue:
- 2020
- Issue Sort Value:
- 2020-0116-2020-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-06
- Subjects:
- Submarine geology -- Periodicals
Petroleum -- Geology -- Periodicals
Géologie sous-marine -- Périodiques
Pétrole -- Géologie -- Périodiques
Petroleum -- Geology
Submarine geology
Periodicals
Electronic journals
551.468 - Journal URLs:
- http://www.sciencedirect.com/science/journal/02648172 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.marpetgeo.2019.06.004 ↗
- Languages:
- English
- ISSNs:
- 0264-8172
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5373.632100
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British Library HMNTS - ELD Digital store - Ingest File:
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