Influence of prefabricated fissure angles on mechanical and infrared properties of red sandstone and failure prediction based on deep learning
Abstract Understanding the influence of structural planes on rock failure is crucial for engineering safety. In this study, uniaxial compression tests combined with infrared thermography monitoring were conducted on red sandstone with prefabricated fissure of different inclinations to explore its me...
| Published in: | Scientific Reports |
|---|---|
| Main Authors: | Liwen He, Xin Xue, Xun Liu, Chengyu Xie, Dongping Shi |
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-10-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-19033-3 |
Similar Items
Experimental Investigation of Failure Mechanisms of Granites with Prefabricated Cracks Induced by Cyclic-Impact Disturbances
by: Jie Zhang, et al.
Published: (2022-05-01)
by: Jie Zhang, et al.
Published: (2022-05-01)
Deformation, failure, and crack propagation characteristics of fissured red sandstone under uniaxial compression condition
by: Sijiang Wei, et al.
Published: (2025-04-01)
by: Sijiang Wei, et al.
Published: (2025-04-01)
The failure behavior of prefabricated fractured sandstone with different rock bridge inclination angles under freeze-thaw cycles
by: Meilu Yu, et al.
Published: (2025-04-01)
by: Meilu Yu, et al.
Published: (2025-04-01)
Research of infrared radiation characteristics of concrete deformation and failure
by: LOU Quan, et al.
Published: (2015-07-01)
by: LOU Quan, et al.
Published: (2015-07-01)
Experimental Study on the Thermal Infrared Spectral Variation of Fractured Rock
by: Jianwei Huang, et al.
Published: (2021-03-01)
by: Jianwei Huang, et al.
Published: (2021-03-01)
Crack and failure behaviors of sandstone subjected to dynamic loads visualized by micro-computed tomography
by: Xingyu Zhang, et al.
Published: (2025-03-01)
by: Xingyu Zhang, et al.
Published: (2025-03-01)
Investigation of the mechanical behaviour of frozen fissured sandstone addressing the role of fissure ice
by: Tao Zhao, et al.
Published: (2024-08-01)
by: Tao Zhao, et al.
Published: (2024-08-01)
Mechanical properties and acoustic emission characteristics of two dissimilar layers of rock-like specimens with prefabricated parallel fissures
by: Jun Hu, et al.
Published: (2024-01-01)
by: Jun Hu, et al.
Published: (2024-01-01)
Study on deformation failure and crack propagation mechanism of prefabricated end joint rock bridge under uniaxial compression
by: ZHANG Haidong, et al.
Published: (2021-09-01)
by: ZHANG Haidong, et al.
Published: (2021-09-01)
Failure modes and mechanical properties of double-layer rock-like composite specimens with a single fissure under triaxial compression
by: Taoli Xiao, et al.
Published: (2024-01-01)
by: Taoli Xiao, et al.
Published: (2024-01-01)
Research on acoustic emission characteristics of prefabricated fissure rock under uniaxial compressio
by: NIU Xingang
Published: (2020-02-01)
by: NIU Xingang
Published: (2020-02-01)
Phase field modelling of the hydro-mechanical coupling failure mechanisms of fissured rock masses
by: Miaomiao Kou, et al.
Published: (2025-08-01)
by: Miaomiao Kou, et al.
Published: (2025-08-01)
Shear Failure Mechanism and Numerical Simulation Analysis of Rock-like Materials with an Embedded Flaw
by: Mingyang Teng, et al.
Published: (2022-05-01)
by: Mingyang Teng, et al.
Published: (2022-05-01)
Experimental study on changes of infrared radiation energy in siltstone failure process under different loading rates
by: Yueyu LEI, et al.
Published: (2024-01-01)
by: Yueyu LEI, et al.
Published: (2024-01-01)
Research on failure mechanism and support technology of fractured rock mass in an undersea gold mine
by: Xingdong Zhao, et al.
Published: (2023-12-01)
by: Xingdong Zhao, et al.
Published: (2023-12-01)
Mechanical Characteristics of Pre-Peak Unloading Damage and Mechanisms of Reloading Failure in Red Sandstone
by: Yongjian Zhu, et al.
Published: (2022-12-01)
by: Yongjian Zhu, et al.
Published: (2022-12-01)
Some Thoughts about Infrared Radiation Response Characteristics during Loading of Sandstone Samples
by: Hai Sun, et al.
Published: (2022-11-01)
by: Hai Sun, et al.
Published: (2022-11-01)
Experimental and simulation study of fissure and hole effect on sandstone failure
by: Chao Peng, et al.
Published: (2025-04-01)
by: Chao Peng, et al.
Published: (2025-04-01)
Induction Motor Failure Analysis: An Automatic Methodology Based on Infrared Imaging
by: Emmanuel Resendiz-Ochoa, et al.
Published: (2018-01-01)
by: Emmanuel Resendiz-Ochoa, et al.
Published: (2018-01-01)
Impact of Crack Inclination Angle on the Splitting Failure and Energy Analysis of Fine-Grained Sandstone
by: Tao Wang, et al.
Published: (2023-07-01)
by: Tao Wang, et al.
Published: (2023-07-01)
Thermal Infrared Imagery Integrated with Terrestrial Laser Scanning and Particle Tracking Velocimetry for Characterization of Landslide Model Failure
by: Junwei Ma, et al.
Published: (2019-12-01)
by: Junwei Ma, et al.
Published: (2019-12-01)
Numerical study on micro-fracture mechanism of rock dynamic failure induced by abrupt unloading under high in-situ stresses
by: Yuezong Yang, et al.
Published: (2024-11-01)
by: Yuezong Yang, et al.
Published: (2024-11-01)
Multi-Source Information Monitoring Test of Fractured Rock Mass Destruction Characteristics and Sensitivity Analysis of Precursor Phenomena
by: Qinghe Zhang, et al.
Published: (2022-01-01)
by: Qinghe Zhang, et al.
Published: (2022-01-01)
Damage Status and Failure Precursors of Different Coal Impact Types Based on Comprehensive Monitoring of Infrared Radiation and Acoustic Emission
by: Shan Yin, et al.
Published: (2024-09-01)
by: Shan Yin, et al.
Published: (2024-09-01)
Failure mechanism and fracture development law of heterogeneous brittle rock
by: GUO Yan
Published: (2022-05-01)
by: GUO Yan
Published: (2022-05-01)
Real-Time Thermal Infrared Tracking Based on Collaborative Online and Offline Method
Published: (2018-12-01)
Published: (2018-12-01)
Patterns of overburden failure and ground fissure development of thick loose layer and thin bedrock
by: GUO Wenbing, et al.
Published: (2024-10-01)
by: GUO Wenbing, et al.
Published: (2024-10-01)
Suitability analysis of prefabricated underground utility tunnels crossing active ground fissures
by: Qiang Xu, et al.
Published: (2025-01-01)
by: Qiang Xu, et al.
Published: (2025-01-01)
Experimental study on the shear failure of layered rock bridges
by: Jianxin Yu, et al.
Published: (2023-06-01)
by: Jianxin Yu, et al.
Published: (2023-06-01)
3D Thermal Monitoring of Jointed Rock Masses through Infrared Thermography and Photogrammetry
by: Guglielmo Grechi, et al.
Published: (2021-03-01)
by: Guglielmo Grechi, et al.
Published: (2021-03-01)
An Experimental Investigation on Mechanical Properties and Failure Characteristics of Layered Rock Mass
by: Yongxiang Zheng, et al.
Published: (2023-06-01)
by: Yongxiang Zheng, et al.
Published: (2023-06-01)
Performances of fissured red sandstone after thermal treatment with constant-amplitude and low-cycle impacts
by: Yongjun Chen, et al.
Published: (2024-02-01)
by: Yongjun Chen, et al.
Published: (2024-02-01)
Precursors to rock failure in the laboratory using ultrasonic monitoring methods
by: Aukje Veltmeijer, et al.
Published: (2024-05-01)
by: Aukje Veltmeijer, et al.
Published: (2024-05-01)
Mechanical properties and failure law of composite rock containing two coplanar fractures
by: Hao Yuan, et al.
Published: (2023-01-01)
by: Hao Yuan, et al.
Published: (2023-01-01)
Mechanical Properties and Fracture Surface Morphology of Quartz Sandstone Under Triaxial Shear
by: Zhinan LIN, et al.
Published: (2024-07-01)
by: Zhinan LIN, et al.
Published: (2024-07-01)
Research progress on the evolution of physical and mechanical properties of thermally damaged rock
by: Xing-hui WU, et al.
Published: (2022-05-01)
by: Xing-hui WU, et al.
Published: (2022-05-01)
Fissure field and microseismic spatiotemporal evolution patterns in mining overburden under giant thick sandstone
by: TAN Yi, et al.
Published: (2025-02-01)
by: TAN Yi, et al.
Published: (2025-02-01)
Numerical Simulation of Failure Modes in Irregular Columnar Jointed Rock Masses under Dynamic Loading
by: Yingjie Xia, et al.
Published: (2023-09-01)
by: Yingjie Xia, et al.
Published: (2023-09-01)
Probabilistic Analysis of Wedge Failures and Stability of Underground Workings with Combined Support Under Thrust Faulting Conditions
by: Vladimir Demin, et al.
Published: (2025-09-01)
by: Vladimir Demin, et al.
Published: (2025-09-01)
Two typical phases of failure acceleration in rocks under uniaxial compression
by: Lei Cheng, et al.
Published: (2024-01-01)
by: Lei Cheng, et al.
Published: (2024-01-01)
Similar Items
-
Experimental Investigation of Failure Mechanisms of Granites with Prefabricated Cracks Induced by Cyclic-Impact Disturbances
by: Jie Zhang, et al.
Published: (2022-05-01) -
Deformation, failure, and crack propagation characteristics of fissured red sandstone under uniaxial compression condition
by: Sijiang Wei, et al.
Published: (2025-04-01) -
The failure behavior of prefabricated fractured sandstone with different rock bridge inclination angles under freeze-thaw cycles
by: Meilu Yu, et al.
Published: (2025-04-01) -
Research of infrared radiation characteristics of concrete deformation and failure
by: LOU Quan, et al.
Published: (2015-07-01) -
Experimental Study on the Thermal Infrared Spectral Variation of Fractured Rock
by: Jianwei Huang, et al.
Published: (2021-03-01)
