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A multi-frequency ultrasonic amplitude attenuation method for identifying damage of rock 一种用于岩石损伤识别的多频超声振幅衰减方法
IF 7 Pub Date : 2026-01-01 Epub Date: 2025-08-22 DOI: 10.1016/j.rockmb.2025.100238
Yiming Gu , Zhe Li , Yun Chen , Yuliang Zhang
High-temperature damage in rocks significantly affects ultrasonic amplitude attenuation. Inverting rock damage through amplitude attenuation offers a rapid, non-destructive, and convenient detection method. However, the single-frequency ultrasonic testing method, due to its single amplitude attenuation parameter and relatively large experimental error, is difficult to fully reflect the material's characteristics, ultrasonic flaw detection methods based on multi-frequency amplitude attenuation are relatively scarce. To address this, the study proposes a multi-frequency ultrasonic amplitude attenuation detection method, eliminating single-frequency measurement errors and accurately characterizing the attenuation behavior of thermally damaged rocks. Experimental results show that after high-temperature treatment, P-wave amplitude attenuation increases progressively with frequency (by 50%), whereas S-wave attenuation first decreases and then rises. A correlation model between amplitude attenuation and damage variables was established, confirming that P-wave attenuation effectively quantifies rock damage. The study initially explored the interaction mechanism between multi-frequency ultrasonic and fractures: low-frequency waves exhibit increased attenuation due to boundary reflections, while high-frequency waves show enhanced attenuation as diffraction effects weaken. These findings bridge a critical gap in multi-frequency amplitude attenuation research and provide a scientific basis for identifying high-temperature damage in rocks.
岩石高温损伤对超声振幅衰减有显著影响。通过幅值衰减反演岩石损伤提供了一种快速、无损、方便的检测方法。而单频超声探伤方法由于其幅度衰减参数单一,实验误差较大,难以充分反映材料的特性,基于多频幅度衰减的超声探伤方法相对较少。针对这一问题,本研究提出了一种多频超声振幅衰减检测方法,消除了单频测量误差,准确表征了热损伤岩石的衰减行为。实验结果表明,高温处理后,纵波振幅衰减随频率增加而逐渐增大(衰减幅度为50%),而s波衰减先减小后增大。建立了振幅衰减与损伤变量的关联模型,证实了纵波衰减能有效量化岩石损伤。本研究初步探讨了多频超声与裂缝的相互作用机制:低频波由于边界反射的作用衰减增大,高频波由于衍射效应减弱衰减增强。这些发现弥补了多频振幅衰减研究的重要空白,为识别岩石高温损伤提供了科学依据。
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引用次数: 0
Research on the effect of surface retaining elements on the dynamic load resistance of bolted rock 表面挡土元件对锚固岩体抗动载影响的研究
IF 7 Pub Date : 2026-01-01 Epub Date: 2025-06-08 DOI: 10.1016/j.rockmb.2025.100214
Hao Feng , Lishuai Jiang , Qingjia Niu , Chunang Li , Atsushi Sainoki
The failure of support systems in deep coal mine roadways is a critical issue that hinders the development of deep coal resources. As a critical support element, the surface retaining element (SRE) plays a more prominent role in deep conditions. A comprehensive investigation into the anti-impact mechanism of an SRE on bolted surrounding rock under a dynamic load is greatly needed. In this study, split Hopkinson pressure bar (SHPB) tests were conducted to investigate the strengthening effect of different SRE areas on the mechanical properties of bolted specimens under dynamic and static loading. Moreover, the reinforcement effect of the SRE on the surrounding rock under various dynamic loadings was examined by FLAC3D. The results indicate that increasing the SRE area enhances the overall mechanical properties of the bolted specimens under combined dynamic and static loading conditions. By constructing an engineering-scale roadway numerical model, the impact of the SRE area on the amount of roof subsidence increases with increasing dynamic loading. The research findings enrich the study of the bearing capacity of SREs on bolted surrounding rock and provide a theoretical basis for controlling the surrounding rock in deep dynamic load roadways.
深部煤矿巷道支护系统失效是制约深部煤炭资源开发的关键问题。作为一种关键的支撑元件,表面支护元件(SRE)在深部条件下的作用更为突出。迫切需要对动荷载作用下锚固围岩的SRE抗冲击机理进行全面的研究。本研究通过分离式霍普金森压杆(SHPB)试验,研究了动、静载荷作用下不同SRE区域对螺栓试件力学性能的强化效果。利用FLAC3D分析了不同动荷载下SRE对围岩的加固效果。结果表明:在动静复合加载条件下,增大SRE面积可提高锚固试件的整体力学性能;通过构建工程尺度巷道数值模型,发现随着动荷载的增大,SRE面积对顶板沉陷量的影响增大。研究成果丰富了锚固巷道中SREs的承载力研究,为深部动载巷道围岩控制提供了理论依据。
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引用次数: 0
An improved dual-strength reduction method of slope stability analysis using Hill Climbing Algorithm 一种改进的基于爬坡算法的边坡稳定性双强度折减法
IF 7 Pub Date : 2026-01-01 Epub Date: 2025-07-10 DOI: 10.1016/j.rockmb.2025.100220
Chunguang Wang , Ji Wang , Zhigang Tao , Manchao He , Haichao Liu , Shuai Li , Zhiyou Gao , Guojie Liang
How to determine reduction strategy between cohesion (c) and internal friction angle (ϕ) is crucial for slope stability evaluation using the dual-strength reduction method (DSRM). Given that the slope sliding evolution is recognized as a dynamically mechanical system, interaction between sliding mass and sliding bed is governed by minimization of the action, which is consistent with minimum factor of safety of Pan's Extremum Principle. This study introduces an improved dual-strength reduction method by using Hill Climbing Algorithm to determine reduction strategy for the dual-strength parameters. Through employing this approach to analyze the stability of an embankment slope under unsaturated steady seepage, the reduction path of dual-strength parameters is obtained. It is found that the internal friction angle degrades preferentially during the transition from stable state to critical state, followed by the cohesion degradation. The results are in agreement with the rate-and-state friction law. Pore water pressure can reduce frictional resistance, leading to greater degradation of friction angle at critical state. Conversely, the water-rock softening effect can lead to a smaller reduction in the friction angle than in cohesion. This method can provide a new insight into developing dual-strength parameters reduction strategy for the slope stability analysis.
如何确定黏聚力(c)和内摩擦角(φ)之间的折减策略是采用双强度折减法(DSRM)评价边坡稳定性的关键。考虑到边坡的滑动演化是一个动态力学系统,滑体与滑床之间的相互作用受作用最小的控制,这符合潘氏极值原理的最小安全系数。本文提出了一种改进的双强度折减方法,利用爬坡算法确定双强度参数的折减策略。通过对非饱和稳定渗流作用下路堤边坡稳定性分析,得到了双强度参数的折减路径。从稳态过渡到临界状态时,内摩擦角优先减小,黏聚力随之减小。结果与速率-状态摩擦规律一致。孔隙水压力会降低摩擦阻力,导致临界状态下摩擦角的退化更大。相反,水岩软化效应导致的摩擦角减小量小于黏聚力减小量。该方法为制定边坡稳定性分析的双强度参数折减策略提供了新的思路。
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引用次数: 0
Cemented soil-soil interface shear strength evaluation I: Size effect and characteristic experimental size quantization 水泥土-土界面抗剪强度评价ⅰ:尺寸效应与特征试验尺寸量化
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-06-06 DOI: 10.1016/j.rockmb.2025.100213
Jie Zhou , Chengjun Liu , Chao Ban , Zhenming Shi , Junjie Ren , Huade Zhou , Zhong Liu , Yiqun Tang
The shear strength of cemented soil-soil interface is affected by the size effect of experimental sample. With the advancing density of urban underground space and the wide application of grouting reinforcement for adjacent underground structures, the inaccurate interface strength results due to size effects are receiving increasing attention. This study conducted different scaled interface shear tests and numerical simulation to evaluate the influence of size effect on the cemented soil-soil shear strength. In large scale interface shear experiments, the shear stress increased with the accumulation of shear displacement in two stages and finally stabilized at interface shear strength. But in small scale direct shear tests, interface shear stress dropped after reaching a much higher interface shear strength. With the increasing of sample size, the interface shear strength gradually reduced to a stable value. This relation was analyzed and the characteristic sample size for interface unaffected by size effect was determined, which, for cuboid sample, is 300 ​mm. The relation of the cemented soil-soil interface shear strength from commonly used direct shear sample and sample with characteristics size was concluded by a series of comparative experiments. By analyzing the failure properties of cemented soil-soil agglutinate layer and the displacement pattern of material grains, the internal mechanism of size effect on cemented soil-soil interface were proposed. The conclusions can advance the accurate acquisition of cemented soil-soil interface, provide references to the unification of research achievements with different sample size, and give recommendations to the standard interface shear experimental method in the future.
水泥土-土界面抗剪强度受试样尺寸效应的影响。随着城市地下空间密度的增大和邻近地下结构注浆加固的广泛应用,由于尺寸效应导致的界面强度结果不准确的问题日益受到重视。通过不同比例尺界面剪切试验和数值模拟,评价尺寸效应对水泥土-土抗剪强度的影响。在大型界面剪切试验中,剪切应力随剪切位移的累积分两个阶段增大,最终在界面剪切强度处趋于稳定。但在小尺度直剪试验中,界面剪切应力在达到较高的界面抗剪强度后下降。随着试样尺寸的增大,界面抗剪强度逐渐减小到稳定值。对这一关系进行了分析,确定了不受尺寸效应影响的界面特征试样尺寸,对于长方体试样,其尺寸为300 mm。通过一系列对比试验,得出了常用直剪试样与特征尺寸试样的水泥土-土界面抗剪强度关系。通过分析水泥土-土胶结层的破坏特性和材料颗粒的位移模式,提出了水泥土-土界面尺寸效应的内在机制。研究结论可推进水泥土-土界面的准确采集,为统一不同样本量的研究成果提供参考,并为今后标准界面剪切实验方法提供建议。
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引用次数: 0
Coupling effect of temperature and confining pressure on fracture toughness of transversely isotropic shale: Insights from a thermal-mechanical DEM model 温度和围压对横向各向同性页岩断裂韧性的耦合效应:来自热-力学DEM模型的启示
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-05-12 DOI: 10.1016/j.rockmb.2025.100211
Hongjun Lu , Yin Qi , Wenbin Chen , Chuan Li , Xuefeng Li
The coupling effect of temperature and confining pressure on fracture toughness is a critical issue in deep shale gas development that cannot be overlooked. Field and laboratory studies have shown that this coupling effect significantly alters shale fracture toughness, but the underlying mechanisms of it remain poorly understood. To investigate the mechanisms of the temperature-pressure coupling effect on the fracture toughness of transversely isotropic shale, this study develops a thermal-mechanical DEM (discrete element method) model that integrates a customized thermal algorithm and a shining-lamp algorithm. The model validity is verified by using experimental results from high-temperature SCB (semi-circular bend) tests. Additionally, a series of SCB tests under different temperatures and confining pressures are simulated based on this model. The loading curves, fracture toughness evolution, crack morphology, and microcrack statistics results obtained from simulations are analyzed to provide insights into the mechanisms of the temperature-pressure coupling effect. The simulation results indicate that the stimulation of thermal-induced microcracks on crack propagation may be the primary microscopic mechanism behind the thermal-induced weakening of shale fracture toughness. Meanwhile, confining pressure has an inhibitory influence on the thermal effect of shale fracture toughness. The activation of shear microcracks under the application of confining pressure is identified as the leading microscopic mechanism of confining pressure inhibition. The findings in this study enhance the understanding of the fracture property evolution of deep shale reservoirs and provide guidance for site selection, engineering design, and reservoir stability assessment in deep shale gas development.
温度和围压对断裂韧性的耦合效应是深层页岩气开发中不可忽视的关键问题。现场和实验室研究表明,这种耦合效应显著改变了页岩的断裂韧性,但其潜在机制尚不清楚。为了研究温度-压力耦合对横向各向同性页岩断裂韧性的影响机制,本研究开发了一种集成了定制热算法和发光灯算法的热-力学DEM(离散元法)模型。通过高温半圆弧弯曲试验验证了模型的有效性。并在此基础上进行了不同温度和围压条件下的SCB试验。分析了模拟得到的加载曲线、断裂韧性演化、裂纹形态和微裂纹统计结果,为温度-压力耦合效应的机理提供了新的思路。模拟结果表明,热致微裂纹对裂纹扩展的刺激可能是页岩热致断裂韧性减弱的主要微观机制。同时,围压对页岩断裂韧性的热效应有抑制作用。围压作用下剪切微裂纹的激活是围压抑制的主要微观机制。研究结果增强了对深层页岩储层裂缝性演化的认识,为深层页岩气开发的选址、工程设计和储层稳定性评价提供了指导。
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引用次数: 0
A logistic-based constitutive model for rocks under uniaxial compression considering the initial damage recovery characteristics 考虑初始损伤恢复特征的单轴压缩岩石logistic本构模型
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-06-19 DOI: 10.1016/j.rockmb.2025.100216
Yunpeng Guo , Dongqiao Liu , Jieyu Li , Jian Liu , Xiao Tong
The damage process is categorized into two phases from the perspective of crack evolution, damage recovery induced by the closure of primary cracks and damage growth induced by the propagation of new cracks, to establish a damage evolution equation and constitutive relationship that accounts for the initial damage recovery characteristics of rocks. The damage recovery and growth variables are determined through coordinate transformation and the deformation modulus attenuation method, using the damage stress threshold as the critical point. The corresponding theoretical damage evolution equation is developed using the logistic model. In addition, based on the strain equivalence hypothesis, a comprehensive damage evolution equation and constitutive model incorporating the rock's initial compaction process are developed. Finally, the validity of the proposed model is confirmed using uniaxial compression data from gabbro, granite, red sandstone, and yellow sandstone. The results show that the model curve closely aligns with the experimental data.
从裂纹演化的角度将损伤过程分为两个阶段,即原始裂纹闭合引起的损伤恢复阶段和新裂纹扩展引起的损伤扩展阶段,建立了反映岩石初始损伤恢复特征的损伤演化方程和本构关系。以损伤应力阈值为临界点,通过坐标变换和变形模量衰减法确定损伤恢复和增长变量。利用logistic模型建立了相应的理论损伤演化方程。基于应变等效假设,建立了岩石初始压实过程的综合损伤演化方程和本构模型。最后,利用辉长岩、花岗岩、红砂岩和黄砂岩的单轴压缩数据验证了该模型的有效性。结果表明,模型曲线与实验数据吻合较好。
{"title":"A logistic-based constitutive model for rocks under uniaxial compression considering the initial damage recovery characteristics","authors":"Yunpeng Guo ,&nbsp;Dongqiao Liu ,&nbsp;Jieyu Li ,&nbsp;Jian Liu ,&nbsp;Xiao Tong","doi":"10.1016/j.rockmb.2025.100216","DOIUrl":"10.1016/j.rockmb.2025.100216","url":null,"abstract":"<div><div>The damage process is categorized into two phases from the perspective of crack evolution, damage recovery induced by the closure of primary cracks and damage growth induced by the propagation of new cracks, to establish a damage evolution equation and constitutive relationship that accounts for the initial damage recovery characteristics of rocks. The damage recovery and growth variables are determined through coordinate transformation and the deformation modulus attenuation method, using the damage stress threshold as the critical point. The corresponding theoretical damage evolution equation is developed using the logistic model. In addition, based on the strain equivalence hypothesis, a comprehensive damage evolution equation and constitutive model incorporating the rock's initial compaction process are developed. Finally, the validity of the proposed model is confirmed using uniaxial compression data from gabbro, granite, red sandstone, and yellow sandstone. The results show that the model curve closely aligns with the experimental data.</div></div>","PeriodicalId":101137,"journal":{"name":"Rock Mechanics Bulletin","volume":"4 4","pages":"Article 100216"},"PeriodicalIF":7.0,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144867261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The influence of faults on adjacent rock mechanical behavior and acoustic emission characteristics: A case study of the xianshuihe fault zone 断层对相邻岩体力学行为及声发射特征的影响——以咸水河断裂带为例
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-05-17 DOI: 10.1016/j.rockmb.2025.100210
Jinxuan Li , Songfeng Guo , Guoxiang Yang , Shengwen Qi
Tensile strength is a crucial parameter for assessing rock stability and fracture characteristics, which play a significant role in the prediction and engineering design of geohazards. However, fault slip activity can weaken the strength of the surrounding rock mass, thereby influencing its mechanical behavior and failure mode. This study investigates the spatial variation of the tensile strength (σt), compressive strength (σc), P-wave velocity (Vp), and acoustic emission (AE) characteristics at varying distances from the Xianshuihe Fault zone (XSHF), focusing on three representative profiles. The results show that the σt, σc, and Vp significantly decrease near the fault (0–5 ​km). Specifically, the relative change rates of σt, σc, and Vp at approximately 5 ​km from the fault are 1.55–1.8 times, 1.22–1.86 times, and 1.02–1.25 times greater, respectively, compared to the near-fault zone. As the distance from the fault increases (10–20 ​km), the rock integrity improves, and the mechanical properties recover. AE monitoring reveals increased microcracks near the fault, with higher b-value and dominant tensile failure modes. Further from the fault, the rock exhibits increased brittleness, and tensile cracking becomes more prevalent. Overall, the mechanical parameters and AE characteristics demonstrate predictable spatial variation with distance, providing valuable insights for identifying stress concentration zones and potential geohazards.
抗拉强度是评价岩石稳定性和断裂特征的重要参数,在地质灾害预测和工程设计中具有重要作用。然而,断层滑动活动会削弱围岩的强度,从而影响其力学行为和破坏模式。本文研究了鲜水河断裂带(XSHF)不同距离上的抗拉强度(σt)、抗压强度(σc)、纵波速度(Vp)和声发射(AE)特征的空间变化规律。结果表明:在断层附近(0 ~ 5 km), σt、σc和Vp显著减小;其中,距断裂带约5 km处的σt、σc和Vp的相对变化率分别是近断裂带的1.55 ~ 1.8倍、1.22 ~ 1.86倍和1.02 ~ 1.25倍。随着离断层距离的增加(10-20 km),岩石的完整性提高,力学性能恢复。声发射监测显示断层附近微裂纹增多,b值较高,以拉伸破坏模式为主。离断层越远,岩石的脆性越高,拉伸开裂越普遍。总体而言,力学参数和声发射特征随距离呈现可预测的空间变化,为识别应力集中区和潜在地质灾害提供了有价值的见解。
{"title":"The influence of faults on adjacent rock mechanical behavior and acoustic emission characteristics: A case study of the xianshuihe fault zone","authors":"Jinxuan Li ,&nbsp;Songfeng Guo ,&nbsp;Guoxiang Yang ,&nbsp;Shengwen Qi","doi":"10.1016/j.rockmb.2025.100210","DOIUrl":"10.1016/j.rockmb.2025.100210","url":null,"abstract":"<div><div>Tensile strength is a crucial parameter for assessing rock stability and fracture characteristics, which play a significant role in the prediction and engineering design of geohazards. However, fault slip activity can weaken the strength of the surrounding rock mass, thereby influencing its mechanical behavior and failure mode. This study investigates the spatial variation of the tensile strength (<em>σ</em><sub>t</sub>), compressive strength (<em>σ</em><sub>c</sub>), P-wave velocity (<em>V</em><sub>p</sub>), and acoustic emission (AE) characteristics at varying distances from the Xianshuihe Fault zone (XSHF), focusing on three representative profiles. The results show that the <em>σ</em><sub>t</sub>, <em>σ</em><sub>c</sub>, and <em>V</em><sub>p</sub> significantly decrease near the fault (0–5 ​km). Specifically, the relative change rates of <em>σ</em><sub>t</sub>, <em>σ</em><sub>c</sub>, and <em>V</em><sub>p</sub> at approximately 5 ​km from the fault are 1.55–1.8 times, 1.22–1.86 times, and 1.02–1.25 times greater, respectively, compared to the near-fault zone. As the distance from the fault increases (10–20 ​km), the rock integrity improves, and the mechanical properties recover. AE monitoring reveals increased microcracks near the fault, with higher <em>b</em>-value and dominant tensile failure modes. Further from the fault, the rock exhibits increased brittleness, and tensile cracking becomes more prevalent. Overall, the mechanical parameters and AE characteristics demonstrate predictable spatial variation with distance, providing valuable insights for identifying stress concentration zones and potential geohazards.</div></div>","PeriodicalId":101137,"journal":{"name":"Rock Mechanics Bulletin","volume":"4 4","pages":"Article 100210"},"PeriodicalIF":7.0,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144886832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental study on the mechanical properties of 1G-NPR cable anchored rock with AE-DIC method 采用AE-DIC法对1G-NPR锚索锚固岩体力学特性进行试验研究
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-06-21 DOI: 10.1016/j.rockmb.2025.100215
Jiong Wang , Jian Jiang , Yiwen Chang , Haosen Wang , Lei Ma , Manchao He , Peng Liu , Siyu Wang
The study investigates the mechanical properties of 1G-NPR (Negative Poisson's Ratio) cable-anchored sandstone under uniaxial compression, employing Acoustic Emission (AE) and Digital Image Correlation (DIC) methods to analyze deformation and fracture behavior. The research aims to provide insights into the failure mechanisms of rock anchored with 1G-NPR cables and their potential applications in engineering practices. A comparative analysis was performed on three anchoring methods—unanchored, conventional cable-anchored, and 1G-NPR cable anchored—under both lateral confinement and unconfined conditions during uniaxial compression. Results show that rock specimens anchored with 1G-NPR cables exhibit significantly higher uniaxial compressive strength compared to unanchored and conventional cable-anchored specimens. The 1G-NPR cables provide constant resistance at peak stress, followed by a stepped decrease in post-peak bearing capacity. Under lateral confinement, AE events are minimal in the early stage and become concentrated during the unstable crack propagation phase, accounting for around 75% of cumulative AE events. This phase features a pronounced AE activity peak at a strain level of 5.24 ​× ​10−3, the highest among the six test groups. Post-failure analysis reveals that 1G-NPR cable-anchored rock exhibits the lowest degree of fragmentation, with cracks not extending through the cable position, indicating that failure did not penetrate the cable-anchored zone. Lateral confinement aids in restricting strain concentration along the anchoring direction. DIC analysis of principal strain fields further indicates that horizontal displacement zones in 1G-NPR cable-anchored specimens emerge at 0.6Pmax at a later stage than in other groups, suggesting that these cables effectively control crack formation and propagation within the rock mass. Findings highlight the effectiveness of 1G-NPR cables in enhancing rock strength, limiting failure, and managing large deformations, thereby playing a critical role in stabilizing surrounding rock under high-ground stress in engineering applications.
研究了负泊松比(1G-NPR)锚固砂岩在单轴压缩下的力学特性,采用声发射(AE)和数字图像相关(DIC)方法分析了其变形和断裂行为。该研究旨在深入了解g - npr锚索锚固岩石的破坏机制及其在工程实践中的潜在应用。在单轴压缩条件下,对三种锚固方法(非锚固、常规锚固和1G-NPR锚固)进行了对比分析。结果表明,与非锚固和常规锚固试样相比,采用1G-NPR锚固的岩石试件具有更高的单轴抗压强度。1G-NPR电缆在峰值应力时提供恒定的电阻,随后在峰值后的承载能力逐步下降。侧向约束作用下,声发射事件在初期最小,在不稳定裂纹扩展阶段较为集中,约占累积声发射事件的75%。该阶段声发射活动峰值为5.24 × 10−3,是6个试验组中最高的。破坏后分析表明,1G-NPR锚索岩体破碎程度最低,裂缝未延伸至锚索位置,说明破坏未穿透锚索区域。侧向约束有助于限制沿锚固方向的应变集中。主应变场DIC分析进一步表明,1G-NPR锚索试件水平位移区出现在0.6Pmax时较其他组晚,说明1G-NPR锚索有效控制了岩体内裂缝的形成和扩展。研究结果强调了1G-NPR电缆在提高岩石强度、限制破坏和管理大变形方面的有效性,从而在工程应用中在高地应力下稳定围岩方面发挥了关键作用。
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引用次数: 0
Deep learning-powered rock mass classification: Predicting RMR from Q-system parameters with high accuracy 基于深度学习的岩体分类:基于q系统参数的RMR高精度预测
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-06-20 DOI: 10.1016/j.rockmb.2025.100219
Tawanda Zvarivadza , Abiodun Ismail Lawal , Moshood Onifade , Francois Mulenga , Sangki Kwon , Manoj Khandelwal
Reliable stability assessment requires an objective and precise assessment of the rock mass quality classification. A deep learning model is developed to create a tool that can provide a rapid and precise assessment of the quality of rock masses. While there are empirical equations to determine RMR values from Q parameters, this study provides an advanced highly accurate deep learning approach to determine RMR values from Q parameters. This serves to reduce the amount of fieldwork related to collecting the rockmass data needed to independently assess rockmass quality using the RMR system and the Q system separately. The RMR values, like Q values, were first determined independently in the field. The deep learning approach was later used to predict the field-determined RMR values from the field-determined Q parameters. This means that each practical field measurement point had an RMR, and a Q value independently determined for it before the deep learning approach was applied. The six rockmass parameters of the Q system (RQD, Jn, Jr, Ja, Jw, SRF) are used as input in this model while the RMR is used as the output variable. In this study, the dataset contains 356 samples, 70%, 15% and 15% of the entire sample data are used to train, test, and validate the model, respectively. The predictive performance of the models was evaluated and compared using metrics such as R2, MAE, and RMSE among many others. The overall R2 values for the ANN, FDA-ANN and SCA-ANN are 0.9951, 0.996 and 0.9955 respectively. The MAE values are 0.099, 0.096 and 0.085 for ANN, FDA-ANN and SCA-ANN respectively. The FDA-ANN model has a higher accuracy than other techniques, such as the ANN and SCA-ANN. The error values obtained for each of the models are very close to their expected value of 0 while their obtained R2 and VAF are also much closer to the targeted value of 1 and 100% respectively. The PI is also close to the expected value of 2. Hence, the three proposed models can be confidently used in predicting RMR values using Q parameters obtained from field investigations without the need to independently determine RMR from the traditional RMR field parameters. The study used the Chord diagram to display the rank of the performance indicators and the sensitivity analysis using the Cosine Amplitude methods (CAM). It shows that the RQD parameter has the highest CAM value followed by Jw and then Jn for all three models. The results offered here provide insight for engineers and academics who are interested in analysing rock mass classification criteria or conducting field investigations.
可靠的稳定性评价要求对岩体质量分级进行客观准确的评价。开发了一个深度学习模型来创建一个工具,可以提供对岩体质量的快速和精确的评估。虽然有从Q参数确定RMR值的经验方程,但本研究提供了一种先进的高精度深度学习方法来从Q参数确定RMR值。这有助于减少与收集岩体数据相关的现场工作,这些数据需要分别使用RMR系统和Q系统独立评估岩体质量。RMR值和Q值一样,首先是在野外独立确定的。深度学习方法随后被用于从现场确定的Q参数中预测现场确定的RMR值。这意味着每个实际现场测量点都有一个RMR,并且在应用深度学习方法之前为其独立确定了Q值。该模型以Q系统的6个岩体参数(RQD、Jn、Jr、Ja、Jw、SRF)作为输入,RMR作为输出变量。在本研究中,数据集包含356个样本,整个样本数据的70%、15%和15%分别用于训练、测试和验证模型。使用诸如R2、MAE和RMSE等指标对模型的预测性能进行评估和比较。ANN、FDA-ANN和SCA-ANN的总体R2值分别为0.9951、0.996和0.9955。ANN、FDA-ANN和SCA-ANN的MAE分别为0.099、0.096和0.085。FDA-ANN模型比其他技术(如ANN和SCA-ANN)具有更高的准确率。各模型得到的误差值非常接近期望值0,得到的R2和VAF也非常接近目标值1和100%。PI也接近期望值2。因此,这三种模型可以自信地使用现场调查获得的Q参数来预测RMR值,而无需从传统的RMR现场参数独立确定RMR。本研究使用和弦图来显示绩效指标的排名,并使用余弦振幅法(CAM)进行敏感性分析。结果表明,对于所有三种模型,RQD参数的CAM值最高,其次是Jw,然后是Jn。这里提供的结果为对分析岩体分类标准或进行实地调查感兴趣的工程师和学者提供了见解。
{"title":"Deep learning-powered rock mass classification: Predicting RMR from Q-system parameters with high accuracy","authors":"Tawanda Zvarivadza ,&nbsp;Abiodun Ismail Lawal ,&nbsp;Moshood Onifade ,&nbsp;Francois Mulenga ,&nbsp;Sangki Kwon ,&nbsp;Manoj Khandelwal","doi":"10.1016/j.rockmb.2025.100219","DOIUrl":"10.1016/j.rockmb.2025.100219","url":null,"abstract":"<div><div>Reliable stability assessment requires an objective and precise assessment of the rock mass quality classification. A deep learning model is developed to create a tool that can provide a rapid and precise assessment of the quality of rock masses. While there are empirical equations to determine RMR values from Q parameters, this study provides an advanced highly accurate deep learning approach to determine RMR values from Q parameters. This serves to reduce the amount of fieldwork related to collecting the rockmass data needed to independently assess rockmass quality using the RMR system and the Q system separately. The RMR values, like Q values, were first determined independently in the field. The deep learning approach was later used to predict the field-determined RMR values from the field-determined Q parameters. This means that each practical field measurement point had an RMR, and a Q value independently determined for it before the deep learning approach was applied. The six rockmass parameters of the Q system (RQD, <em>J</em><sub><em>n</em></sub>, <em>J</em><sub><em>r</em></sub>, <em>J</em><sub><em>a</em></sub>, <em>J</em><sub><em>w</em></sub>, SRF) are used as input in this model while the RMR is used as the output variable. In this study, the dataset contains 356 samples, 70%, 15% and 15% of the entire sample data are used to train, test, and validate the model, respectively. The predictive performance of the models was evaluated and compared using metrics such as <em>R</em><sup>2</sup>, MAE, and RMSE among many others. The overall <em>R</em><sup>2</sup> values for the ANN, FDA-ANN and SCA-ANN are 0.9951, 0.996 and 0.9955 respectively. The MAE values are 0.099, 0.096 and 0.085 for ANN, FDA-ANN and SCA-ANN respectively. The FDA-ANN model has a higher accuracy than other techniques, such as the ANN and SCA-ANN. The error values obtained for each of the models are very close to their expected value of 0 while their obtained <em>R</em><sup>2</sup> and VAF are also much closer to the targeted value of 1 and 100% respectively. The PI is also close to the expected value of 2. Hence, the three proposed models can be confidently used in predicting RMR values using Q parameters obtained from field investigations without the need to independently determine RMR from the traditional RMR field parameters. The study used the Chord diagram to display the rank of the performance indicators and the sensitivity analysis using the Cosine Amplitude methods (CAM). It shows that the RQD parameter has the highest CAM value followed by <em>J</em><sub><em>w</em></sub> and then <em>J</em><sub><em>n</em></sub> for all three models. The results offered here provide insight for engineers and academics who are interested in analysing rock mass classification criteria or conducting field investigations.</div></div>","PeriodicalId":101137,"journal":{"name":"Rock Mechanics Bulletin","volume":"4 4","pages":"Article 100219"},"PeriodicalIF":7.0,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144780107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction of blast-induced ground vibration in dolomitic marble quarry using Z-number information and fuzzy cognitive map based neural network models 基于z数信息和模糊认知图的神经网络模型预测白云岩采石场爆破诱发地面振动
IF 7 Pub Date : 2025-10-01 Epub Date: 2025-06-18 DOI: 10.1016/j.rockmb.2025.100217
Shahab Hosseini , Abiodun Ismail Lawal , Francois Mulenga
Blast-induced ground vibration (BIGV) is one of the detrimental environmental consequences of blasting operations in mining and civil engineering. Hence, accurate prediction of BIGV is highly imperative. Therefore, different novel artificial intelligence (AI) methods such as Bayesian regularized neural network (BRNN), Bayesian regularized causality-weighted neural network (BRCWNN) and Z-number-based Bayesian regularized causality-weighted neural network (Z-BRCWNN) are proposed in this study for the reliable prediction of BIGV in a dolomitic marble quarry using the obtained field data. The outcome of the proposed models is subjected to rigorous statistical analyses. The outcome of analyses revealed that the Z-BRCWNN model outperformed the other models with 70%, 82% and 82% threshold statistic values evaluated at the 5%, 10% and 15% confidence levels for the testing phase and 63%, 91% and 91% threshold values for the validation phase evaluated at the same levels as above. The sensitivity analysis conducted revealed that the distance from the measuring point to the blasting point (DI) has the highest influence on BIGV.
在矿山和土木工程中,爆破引起的地面振动(BIGV)是爆破作业的有害环境后果之一。因此,准确预测BIGV是非常必要的。因此,本研究提出了贝叶斯正则化神经网络(BRNN)、贝叶斯正则化因果加权神经网络(BRCWNN)和基于z数的贝叶斯正则化因果加权神经网络(Z-BRCWNN)等不同的人工智能(AI)新方法,利用获得的现场数据对白云岩大理岩采石场的BIGV进行可靠预测。所提出的模型的结果要经过严格的统计分析。分析结果表明,Z-BRCWNN模型在5%、10%和15%置信水平上的阈值统计值分别为70%、82%和82%,在相同水平上的验证阶段阈值分别为63%、91%和91%,优于其他模型。灵敏度分析表明,测点到爆点的距离(DI)对BIGV的影响最大。
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Rock Mechanics Bulletin
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