矿业科学技术学报(英文版)2023,Vol.33Issue(4) :411-422.

Microscopic cracking behaviors of rocks under uniaxial compression with microscopic multiphase heterogeneity by deep learning

Zhi Zhao Yundong Shou Xiaoping Zhou
矿业科学技术学报(英文版)2023,Vol.33Issue(4) :411-422.

Microscopic cracking behaviors of rocks under uniaxial compression with microscopic multiphase heterogeneity by deep learning

Zhi Zhao 1Yundong Shou 2Xiaoping Zhou2
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作者信息

  • 1. School of Civil Engineering,Wuhan University,Wuhan 430072,China;National Center for International Research on Deep Earth Drilling and Resource Development,Faculty of Engineering,China University of Geosciences(Wuhan),Wuhan 430074,China
  • 2. School of Civil Engineering,Wuhan University,Wuhan 430072,China
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Abstract

Cracking behaviors of rocks significantly affect the safety and stability of the explorations of underground space and deep resources. To understand deeply the microscopic cracking process and mechanical prop-erty of rocks, X-ray micro-computed tomography (X-lCT) is applied to capture the rock microstructures. The digital color difference UNet (DCD-UNet)-based deep learning algorithm with 3D reconstruction is proposed to reconstruct the multiphase heterogeneity microstructure models of rocks. The microscopic cracking and mechanical properties are studied based on the proposed microstructure-based peridy-namic model. Results show that the DCD-UNet algorithm is more effective to recognize and to represent the microscopic multiphase heterogeneity of rocks. As damage characteristic index of multiphase rocks increases, transgranular cracks in the same grain phase, transgranular and intergranular cracks of pore-grain phase, intergranular and secondary transgranular cracks and transgranular crack between dif-ferent grains propagate. The ultimate microscopic failure modes of rocks are mainly controlled by the transgranular cracks-based T1-shear, T3-shear, T1-tension, T2-tension and T3-tension failures, and the intergranular cracks-based T1-tension, T1-shear and T3-shear failures under uniaxial compression.

Key words

X-lCT imaging/Deep learning/Microscopic multiphase heterogeneity/Uniaxial compression/Transgranular-intergranular cracks

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基金项目

National Natural Science Foundation of China(42207193)

National Natural Science Foundation of China(52027814)

National Natural Science Foundation of China(51839009)

Natural Science Foundation of Hubei Province(2022CFB609)

National Center for International Research on Deep Earth Drilling and Resource Development(DEDRD-2022-07)

Fundamental Research Funds for the Central Universities(2042021kf0058)

出版年

2023
矿业科学技术学报(英文版)
中国矿业大学

矿业科学技术学报(英文版)

CSTPCDCSCD北大核心EI
影响因子:1.222
ISSN:2095-2686
参考文献量2
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