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Characterizing large-scale weak interlayer shear zones using conditional random field theory

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Authors

  • Gang Han
  • Chuanqing Zhang
  • Hemant Kumar Singh
  • Rongfei Liu

Research Organisations

External Research Organisations

  • Ministry of Water Resources, P.R. China
  • University of the Chinese Academy of Sciences (UCAS)
  • Rajiv Gandhi Institute of Petroleum Technology (RGIPT)
  • Wuhan University
  • Chinese Academy of Sciences (CAS)
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Details

Original languageEnglish
Pages (from-to)2611-2625
Number of pages15
JournalJournal of Rock Mechanics and Geotechnical Engineering
Volume15
Issue number10
Early online date5 May 2023
Publication statusPublished - Oct 2023

Abstract

The shear behavior of large-scale weak intercalation shear zones (WISZs) often governs the stability of foundations, rock slopes, and underground structures. However, due to their wide distribution, undulating morphology, complex fabrics, and varying degrees of contact states, characterizing the shear behavior of natural and complex large-scale WISZs precisely is challenging. This study proposes an analytical method to address this issue, based on geological fieldwork and relevant experimental results. The analytical method utilizes the random field theory and Kriging interpolation technique to simplify the spatial uncertainties of the structural and fabric features for WISZs into the spatial correlation and variability of their mechanical parameters. The Kriging conditional random field of the friction angle of WISZs is embedded in the discrete element software 3DEC, enabling activation analysis of WISZ C2 in the underground caverns of the Baihetan hydropower station. The results indicate that the activation scope of WISZ C2 induced by the excavation of underground caverns is approximately 0.5–1 times the main powerhouse span, showing local activation. Furthermore, the overall safety factor of WISZ C2 follows a normal distribution with an average value of 3.697.

Keywords

    Activation analysis, Baihetan hydropower station, Conditional random field, Interlayer shear weakness zone, Kriging interpolation technique

ASJC Scopus subject areas

Cite this

Characterizing large-scale weak interlayer shear zones using conditional random field theory. / Han, Gang; Zhang, Chuanqing; Singh, Hemant Kumar et al.
In: Journal of Rock Mechanics and Geotechnical Engineering, Vol. 15, No. 10, 10.2023, p. 2611-2625.

Research output: Contribution to journalArticleResearchpeer review

Han, G, Zhang, C, Singh, HK, Liu, R, Chen, G, Huang, S, Zhou, H & Zhang, Y 2023, 'Characterizing large-scale weak interlayer shear zones using conditional random field theory', Journal of Rock Mechanics and Geotechnical Engineering, vol. 15, no. 10, pp. 2611-2625. https://doi.org/10.1016/j.jrmge.2023.02.032, https://doi.org/10.15488/14170
Han, G., Zhang, C., Singh, H. K., Liu, R., Chen, G., Huang, S., Zhou, H., & Zhang, Y. (2023). Characterizing large-scale weak interlayer shear zones using conditional random field theory. Journal of Rock Mechanics and Geotechnical Engineering, 15(10), 2611-2625. https://doi.org/10.1016/j.jrmge.2023.02.032, https://doi.org/10.15488/14170
Han G, Zhang C, Singh HK, Liu R, Chen G, Huang S et al. Characterizing large-scale weak interlayer shear zones using conditional random field theory. Journal of Rock Mechanics and Geotechnical Engineering. 2023 Oct;15(10):2611-2625. Epub 2023 May 5. doi: 10.1016/j.jrmge.2023.02.032, 10.15488/14170
Han, Gang ; Zhang, Chuanqing ; Singh, Hemant Kumar et al. / Characterizing large-scale weak interlayer shear zones using conditional random field theory. In: Journal of Rock Mechanics and Geotechnical Engineering. 2023 ; Vol. 15, No. 10. pp. 2611-2625.
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abstract = "The shear behavior of large-scale weak intercalation shear zones (WISZs) often governs the stability of foundations, rock slopes, and underground structures. However, due to their wide distribution, undulating morphology, complex fabrics, and varying degrees of contact states, characterizing the shear behavior of natural and complex large-scale WISZs precisely is challenging. This study proposes an analytical method to address this issue, based on geological fieldwork and relevant experimental results. The analytical method utilizes the random field theory and Kriging interpolation technique to simplify the spatial uncertainties of the structural and fabric features for WISZs into the spatial correlation and variability of their mechanical parameters. The Kriging conditional random field of the friction angle of WISZs is embedded in the discrete element software 3DEC, enabling activation analysis of WISZ C2 in the underground caverns of the Baihetan hydropower station. The results indicate that the activation scope of WISZ C2 induced by the excavation of underground caverns is approximately 0.5–1 times the main powerhouse span, showing local activation. Furthermore, the overall safety factor of WISZ C2 follows a normal distribution with an average value of 3.697.",
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author = "Gang Han and Chuanqing Zhang and Singh, {Hemant Kumar} and Rongfei Liu and Guan Chen and Shuling Huang and Hui Zhou and Yuting Zhang",
note = "Funding Information: The authors acknowledge the financial support from the Key Projects of the Yalong River Joint Fund of the National Natural Science Foundation of China (Grant No. U1865203) and the Innovation Team of Changjiang River Scientific Research Institute (Grant Nos. CKSF2021715/YT and CKSF2023305/YT). We are also grateful for the support and assistance of the engineers of Power China Huadong Engineering Corporation Limited.",
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T1 - Characterizing large-scale weak interlayer shear zones using conditional random field theory

AU - Han, Gang

AU - Zhang, Chuanqing

AU - Singh, Hemant Kumar

AU - Liu, Rongfei

AU - Chen, Guan

AU - Huang, Shuling

AU - Zhou, Hui

AU - Zhang, Yuting

N1 - Funding Information: The authors acknowledge the financial support from the Key Projects of the Yalong River Joint Fund of the National Natural Science Foundation of China (Grant No. U1865203) and the Innovation Team of Changjiang River Scientific Research Institute (Grant Nos. CKSF2021715/YT and CKSF2023305/YT). We are also grateful for the support and assistance of the engineers of Power China Huadong Engineering Corporation Limited.

PY - 2023/10

Y1 - 2023/10

N2 - The shear behavior of large-scale weak intercalation shear zones (WISZs) often governs the stability of foundations, rock slopes, and underground structures. However, due to their wide distribution, undulating morphology, complex fabrics, and varying degrees of contact states, characterizing the shear behavior of natural and complex large-scale WISZs precisely is challenging. This study proposes an analytical method to address this issue, based on geological fieldwork and relevant experimental results. The analytical method utilizes the random field theory and Kriging interpolation technique to simplify the spatial uncertainties of the structural and fabric features for WISZs into the spatial correlation and variability of their mechanical parameters. The Kriging conditional random field of the friction angle of WISZs is embedded in the discrete element software 3DEC, enabling activation analysis of WISZ C2 in the underground caverns of the Baihetan hydropower station. The results indicate that the activation scope of WISZ C2 induced by the excavation of underground caverns is approximately 0.5–1 times the main powerhouse span, showing local activation. Furthermore, the overall safety factor of WISZ C2 follows a normal distribution with an average value of 3.697.

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