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A simplified method for predicting overflow-induced crack propagation in gravity dams using genetic algorithm and material-based model 利用遗传算法和基于材料的模型预测重力坝溢流引起的裂缝扩展的简化方法
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-08-08 DOI: 10.1016/j.ijrmms.2024.105842
Ehsan Badakhshan , Guillaume Veylon , Laurent Peyras , Jean Vaunat

Cracks are always a serious concern in the stability analysis of gravity dams. One of the main reasons for the initiation of cracks is overflows. In evaluating dam safety under flood conditions, it is crucial to consider the balance between the strength of the dam body and the propagation of cracks. In this context, simplified equations serve as valuable tools in dam design as they offer a quick and efficient way to estimate the behavior of the dam structure. In this study, firstly using a polygonal material-based model (P-MBM), which is improved in considering the softening behavior of joints, the micro-crack propagation in masonry material is investigated. Then, based on performing 81 numerical simulations in a parametric study on the geometrical and geotechnical properties of the dam subjected to overflow, a great database of the behavior of different dams is investigated. Then, using the genetic algorithm, a set of equations is proposed, and their accuracy is validated through UDEC simulations and some theoretical methods from existing literature. For all models, the crack tends to be horizontal at the initial phase. Then, due to increasing the compressive stresses on the downstream side, the fractures tend to the dam toe. The results also indicate that the proposed equations can reasonably determine the behavior of gravity dams and the development of cracks in the dam body. The outcomes highlighted the considerable effects of geometry and geotechnical properties on dictating the trajectory of crack growth.

在对重力坝进行稳定性分析时,裂缝始终是一个令人严重关切的问题。溢流是产生裂缝的主要原因之一。在评估洪水条件下的大坝安全时,考虑坝体强度与裂缝扩展之间的平衡至关重要。在这种情况下,简化方程是大坝设计的重要工具,因为它们提供了一种快速有效的方法来估算大坝结构的行为。在本研究中,首先使用基于多边形材料的模型(P-MBM)研究了砌体材料中的微裂缝扩展,该模型在考虑接缝软化行为方面进行了改进。然后,在对受溢流影响的大坝的几何和岩土特性进行参数化研究的基础上,进行了 81 次数值模拟,建立了不同大坝行为的大型数据库。然后,利用遗传算法提出了一组方程,并通过 UDEC 仿真和现有文献中的一些理论方法验证了这些方程的准确性。对于所有模型,裂缝在初始阶段都趋于水平。然后,由于下游侧的压应力增加,裂缝趋向于坝趾。结果还表明,所提出的方程可以合理地确定重力坝的行为和坝体裂缝的发展。研究结果凸显了几何形状和岩土特性对裂缝生长轨迹的重要影响。
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引用次数: 0
Rate effect of rocks: Insights from DEM modeling 岩石的速率效应:DEM 建模的启示
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-08-08 DOI: 10.1016/j.ijrmms.2024.105857
Yuan Sun , Chung Yee Kwok , Kang Duan

Rocks are subjected to different loading rates at different construction stages and engineering applications. The strength of rock usually increases with loading rate. This rate dependency is one of the time-dependent behaviors of rock, whereby the micro-mechanisms are believed to be the subcritical crack growth due to stress corrosions. However, no evidence is provided yet. This study investigated rate effects of rocks through a novel implementation of Parallel-Bonded Stress Corrosion (PSC) model in Discrete Element Method (DEM). Long-term microparameters in PSC are first calibrated through creep test. Then, a series of uniaxial compressive strength, direct tensile strength, and triaxial compressive strength tests are performed, with strain rates ranging from 1×107/s to 1×103/s. Results show that the uniaxial compressive strength is highly dependent on strain rates which quantitatively matches with the experimental data. At lower strain rate, more subcritical cracks propagate due to longer stress-corrosion reaction time, resulting in a lower strength. Besides, strain rate also influences the failure patterns in post-peak, with single failure plane at lower strain rates and multiple failure planes at higher strain rates. Rate effects are also observed in direct tensile strength tests, with similar rate of increase in strength and a transition in cracking pattern, which align with the experimental data, indicating tension-induced subcritical cracking is the unified underlying micro-mechanism of rate effects for both cases. However, in triaxial compressive strength tests, rate effects become less obvious with increasing confining pressure, consistent with experimental findings, as subcritical crack growth is suppressed in shearing processes.

岩石在不同的施工阶段和工程应用中会承受不同的荷载率。岩石的强度通常会随着加载速率的增加而增加。这种速率依赖性是岩石随时间变化的行为之一,其微观机制被认为是应力腐蚀导致的亚临界裂缝增长。然而,目前还没有证据证明这一点。本研究通过在离散元素法(DEM)中采用新颖的平行粘结应力腐蚀(PSC)模型,研究了岩石的速率效应。首先通过蠕变试验校准 PSC 中的长期微参数。然后,进行了一系列单轴抗压强度、直接拉伸强度和三轴抗压强度试验,应变率范围为 /s 至 /s。结果表明,单轴抗压强度与应变速率有很大关系,这在数量上与实验数据相吻合。在较低的应变速率下,由于应力-腐蚀反应时间较长,会产生更多的亚临界裂纹,从而导致强度降低。此外,应变速率还影响后峰值的破坏模式,低应变速率时为单破坏平面,高应变速率时为多破坏平面。在直接拉伸强度试验中也观察到了速率效应,强度的增加速率和开裂模式的转变相似,这与实验数据一致,表明拉伸诱导的亚临界开裂是两种情况下速率效应的统一基本微观机制。然而,在三轴抗压强度试验中,随着约束压力的增加,速率效应变得不那么明显,这与实验结果一致,因为在剪切过程中亚临界裂纹生长受到抑制。
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引用次数: 0
Diffusion mechanism of quick-setting slurry in water-rich fractured rock mass based on circle-outburst diffusion model 基于圈出扩散模型的富水断裂岩体中速凝浆的扩散机理
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-08-07 DOI: 10.1016/j.ijrmms.2024.105856
Qingsong Zhang , Changxin Huang , Jun Liu , Lianzhen Zhang , Xiaochen Wang , Yan Pei

Grouting is the most commonly used methods in dealing with water inrush issue in mine and tunnel engineering. In order to better predict the grouting effect, research on slurry diffusion mechanism became a hotspot for scholars. At present, the mainstream theoretical model used to study the slurry diffusion mechanism are the circle diffusion model and the modified ones in plane plate fracture. However, these models cannot explain the “contradiction” between the rapid setting characteristics of quick-setting slurry and the continuous long-term injection of slurry in grouting engineering, which cannot accurately predict the grouting pressure or grouting diffusion range. Therefore, a “circle-outburst diffusion model” which can explain the above “contradiction” was proposed in this paper. Based on the new model, stepwise algorithms were developed to predict the grouting pressure and slurry diffusion range. By means of conducting fracture grouting simulation test and collecting grouting pressure data in an actual grouting project, the new model was verified and the slurry diffusion mechanism was studied. Comparison results indicate that the new model can reveal the intrinsic reason for the irregular diffusion phenomenon of the slurry and forecast the outburst moment accurately. The circle diffusion stage and outburst diffusion stage elaborated in the new “circle-outburst diffusion model” were consistent with the staged characteristics of the grouting process presented in the grouting simulating test. Differences between theoretical and experimental pressure value were within 10 %, indicating a high degree of consistency. The number and distribution of outburst diffusion points determine slurry diffusion form and significantly influence the diffusion range. The grouting pressure and the length of slurry flow path increase nonlinearly with time in each diffusion stage. It is hoped that the new model can provide a theoretical basis for the study of diffusion mechanism of quick-setting slurry.

注浆是矿山和隧道工程中处理涌水问题最常用的方法。为了更好地预测注浆效果,浆液扩散机理研究成为学者们研究的热点。目前,研究浆液扩散机理的主流理论模型是圆扩散模型和平面板断裂修正模型。然而,这些模型无法解释速凝浆液的速凝特性与注浆工程中浆液连续长期注入的 "矛盾",无法准确预测注浆压力或注浆扩散范围。因此,本文提出了一种能够解释上述 "矛盾 "的 "圈出扩散模型"。在新模型的基础上,开发了逐步预测注浆压力和浆液扩散范围的算法。通过在实际灌浆工程中进行裂缝灌浆模拟试验和采集灌浆压力数据,对新模型进行了验证,并对浆液扩散机理进行了研究。对比结果表明,新模型能够揭示浆液不规则扩散现象的内在原因,准确预测爆发时刻。新的 "循环-爆发扩散模型 "所阐述的循环扩散阶段和爆发扩散阶段与灌浆模拟试验中呈现的灌浆过程阶段性特征一致。理论压力值与试验压力值的差异在 10%以内,表明两者具有高度一致性。爆发扩散点的数量和分布决定了浆液的扩散形式,并对扩散范围产生重要影响。在每个扩散阶段,灌浆压力和浆液流动路径长度随时间呈非线性增长。希望新模型能为速凝浆液的扩散机理研究提供理论依据。
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引用次数: 0
Preconditioning blasting for rockburst control in a deep shaft sink 在深井水槽中进行预处理爆破以控制岩爆
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-08-02 DOI: 10.1016/j.ijrmms.2024.105841
Alex Hall , Brad Simser , Ming Cai , Jared Lindsay

This paper details the preconditioning blasting strategy that was developed and used while sinking the third deepest shaft/winze in Canada in a brittle rock mass. The high-stress conditions presented at the construction site resulted in seismic activity, uncontrolled spalling, and rockbursting. For comparison, muck is thrown away from the face in a lateral development round, leaving the round partially unconfined, which allows for immediate stress redistribution when operators are not present. A vertical blast will fill the created void with broken muck, which confines the bench and inhibits stress redistribution from occurring. As confinement is reduced from mucking out the round, there is an increase in strainburst risk when operators are required to mark bootlegs and prepare for drilling/loading the next advance. Due to the nature of shaft sinking, which relies heavily on physical labor and handheld mining equipment, there is increased operator exposure to rockburst risk compared with mechanized mining. Therefore, preconditioning blasting becomes a critical control for managing high-stress conditions. There are limited guidelines in published literature for preconditioning blasting in shaft sinking operations and less evidence that preconditioning blasting is providing a benefit. Therefore, the preconditioning blasting strategy that was used for the shaft sink was entirely original and was optimized based on visual inspections and seismic monitoring. This method should be beneficial for managing rockburst risks in deep shaft sinking in future operations.

本文详细介绍了在脆性岩体中挖掘加拿大第三深竖井/水井时开发和使用的预处理爆破策略。施工现场的高应力条件导致了地震活动、不受控制的剥落和岩爆。相比之下,在横向开发回合中,淤泥被从工作面抛出,留下部分无约束的回合,这使得在操作人员不在场的情况下,应力可以立即重新分布。垂直爆破会用破碎的泥浆填满所产生的空隙,从而封闭工作面,阻止应力重新分布。由于清理泥浆时的封闭性降低,当操作人员需要标记引导线并准备下一步钻孔/装载时,应变爆破的风险就会增加。由于沉井作业主要依靠体力劳动和手持采矿设备,与机械化采矿相比,操作人员面临的岩爆风险更大。因此,预处理爆破成为管理高应力条件的关键控制措施。在已发表的文献中,关于在沉井作业中进行预处理爆破的指导原则很有限,而预处理爆破能带来益处的证据也较少。因此,竖井下沉采用的预处理爆破策略完全是独创的,并在目视检查和地震监测的基础上进行了优化。在未来的深井下沉作业中,这种方法应有利于管理岩爆风险。
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引用次数: 0
Mechanism of hydraulic fracturing for controlling strong mining-induced earthquakes induced by coal mining 水力压裂法控制煤矿开采引发的强矿震的机理
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-08-02 DOI: 10.1016/j.ijrmms.2024.105840
Junpeng Zou , Quan Zhang , Yujing Jiang , Yu-Yong Jiao , Sitao Zhu , Guohua Zhang

The complex geological conditions of coal mine, especially the geological characteristics of coal-bearing strata, determine that mining is one of the most hazardous occupations worldwide. Strong mining-induced earthquakes (E ≥ 105 J) frequently occur in coal mines, where the high-strength thick and hard roofs are developed above coal seams. It seriously threatens the safety of underground miners and ground residents, as well as the productivity and effectiveness of mining activities. The fracture characteristics of the overlying strata and the distribution of mining-induced earthquake characteristics before and after field experiment of hydraulic fracturing is analyzed and revealed using the methods of field monitoring and numerical analysis, and reveals the effect of hydraulic fracturing technology in preventing and controlling strong mining-induced earthquakes, for the frequent occurrence of mining-induced earthquakes in Dongtan coal mine. Combined with the results of microseismic monitoring after hydraulic fracturing, as mining advances, the frequency of small-energy microseismic events is dominant, and the percentage of strong mining-induced earthquakes was reduced by 51.3 %. Numerical calculations show that the existence of hydraulic fractures provided the necessary paths for the expansion of the fracture network in the overlying strata. This results in rock masses near the hydraulic fracture slipping along the fracture under the action of mining stresses. The implementation of hydraulic fracturing can effectively weaken and fracture the integrity of thick and hard rock strata to reduce or eliminate the occurrence of hazardous mining-induced earthquakes with large energy.

煤矿复杂的地质条件,特别是含煤地层的地质特征,决定了采矿是世界上最危险的职业之一。在煤层之上发育有高强度厚硬顶板的煤矿中,经常发生矿井诱发强震(E ≥ 10 J)。它严重威胁井下矿工和地面居民的安全,以及采矿活动的生产率和效益。针对东滩煤矿矿井诱发地震频发的现状,采用现场监测和数值分析的方法,分析揭示了水力压裂现场实验前后上覆地层的断裂特征和矿井诱发地震的分布特征,揭示了水力压裂技术在防治矿井强诱发地震中的作用。结合水力压裂后的微震监测结果,随着开采的推进,小能量微震事件的发生频率占主导地位,开采诱发强震的比例降低了 51.3%。数值计算表明,水力断裂的存在为上覆地层断裂网络的扩展提供了必要的路径。这导致水力断裂附近的岩块在采矿应力的作用下沿着断裂滑动。实施水力压裂法可以有效地削弱厚硬岩层的完整性并使其断裂,从而减少或消除由采矿引发的大能量危险地震的发生。
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引用次数: 0
Anisotropic behavior and mechanical characteristics of the Montney Formation 蒙特尼地层的各向异性行为和力学特征
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-08-01 DOI: 10.1016/j.ijrmms.2024.105831
Ali Yaghoubi , Mahendra Samaroo , Maurice B. Dusseault

This study investigates the rock mechanics and anisotropic properties of the Montney Formation, Alberta, through two sets of experiments: unconfined compressive strength tests and triaxial compression tests, supplemented by ultrasonic wave velocity measurements. These tests enabled the calculation of dynamic and static stiffness properties and Thomsen anisotropy parameters (ε, δ, γ). Our findings reveal that the Montney Formation exhibits weak anisotropy, with ε values generally below 0.10, contrasting with other strongly anisotropic shale formations. Specimens exhibiting higher clay content and total organic carbon levels show more pronounced anisotropy. Static measurements exhibit a higher degree of anisotropy compared to dynamic measurements. The investigation also explored loading and unloading stiffness parameters, noting a higher E loading-to-unloading ratio for rock specimens with lower elastic properties. This provides important information on the rock's response to stress path effects during stimulation and exploitation. The study also discusses other rock mechanics parameters including Poisson's ratio, tensile strength, and brittleness. The research contributes to a more comprehensive understanding of the geomechanical and petrophysical behavior of the Montney Formation, aiding reservoir characterization and hydrocarbon exploration and production.

本研究通过两组实验研究了阿尔伯塔省蒙特尼地层的岩石力学和各向异性特性:无约束抗压强度试验和三轴压缩试验,并辅以超声波速度测量。通过这些试验,可以计算出动态和静态刚度特性以及汤姆森各向异性参数(ε、δ、γ)。我们的研究结果表明,蒙特尼地层的各向异性较弱,ε值一般低于 0.10,这与其他各向异性较强的页岩层形成了鲜明对比。粘土含量和总有机碳含量较高的样本显示出更明显的各向异性。与动态测量相比,静态测量显示出更高程度的各向异性。调查还探讨了加载和卸载刚度参数,注意到弹性特性较低的岩石试样具有较高的 E 加载-卸载比。这为岩石在激励和开采过程中对应力路径效应的反应提供了重要信息。研究还讨论了其他岩石力学参数,包括泊松比、抗拉强度和脆性。这项研究有助于更全面地了解蒙特尼地层的地质力学和岩石物理行为,有助于储层特征描述以及油气勘探和生产。
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引用次数: 0
Characterization of energy-driven damage mechanism and gas seepage in coal under mining-induced stress conditions 采矿诱发应力条件下煤炭中能量驱动破坏机制和瓦斯渗流的表征
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-07-31 DOI: 10.1016/j.ijrmms.2024.105834
Qijun Hao , Ru Zhang , Mingzhong Gao , Jing Xie , Li Ren , Anlin Zhang , Mengni Wang , Zetian Zhang

Gas seepage and progressive failure of coal are common energy-driven mining phenomena. A comprehensive understanding of the energy-driving mechanism behind the catastrophic behavior of mining-induced coal is fundamental to innovating the technology of coal and gas co-mining. Thus, this study simulated three typical mining stress evolution process in protective coal-seam mining (PCM), top-coal caving mining (TCM), and non-pillar mining (NM) to investigate the energy evolution and distribution patterns of coal. The results indicate a strong correlation between energy dissipation and gas seepage. By transitioning from PCM and TCM to NM, the peak elastic strain energy of gas-bearing coal increased by 155.92 %, and the ratio of peak dissipative energy decreased from 51 % to 41 %. Under the PCM stress path, gas seepage decreased the energy storage by 13.52 %, whereas the pre-mining pressure relief and enhanced permeability simulation increased in peak dissipation energy by 49.66 %. Using the cumulative dissipative energy as a damage variable reveals that the degree of coal damage evolution under PCM is higher than other mining methods. Based on the energy-driven damage mechanism, a new coal permeability model was established, and its comparison with classical permeability model demonstrated its excellent fitting effectiveness.

瓦斯渗漏和煤的渐进衰竭是常见的能量驱动开采现象。全面了解开采诱发煤炭灾难性行为背后的能量驱动机制,是创新煤与瓦斯共采技术的基础。因此,本研究模拟了保护煤层开采(PCM)、顶煤崩落开采(TCM)和非支柱开采(NM)三种典型的开采应力演化过程,以研究煤炭的能量演化和分布规律。结果表明,能量耗散与瓦斯渗流之间存在密切联系。从 PCM 和 TCM 过渡到 NM,含瓦斯煤的峰值弹性应变能增加了 155.92%,峰值耗散能比率从 51% 降至 41%。在 PCM 应力路径下,瓦斯渗流使储能减少了 13.52%,而开采前降压和强化渗透模拟使峰值耗散能增加了 49.66%。将累积耗散能作为破坏变量可以发现,PCM 下煤炭破坏演化程度高于其他开采方法。基于能量驱动的损伤机理,建立了新的煤炭透气性模型,并与经典透气性模型进行了对比,证明了其卓越的拟合效果。
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引用次数: 0
Reliability analysis of deep tunnels in spatially varying brittle rocks using interval and random field modelling 利用区间和随机场建模对空间变化的脆性岩中的深层隧道进行可靠性分析
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-07-31 DOI: 10.1016/j.ijrmms.2024.105836
Akshay Kumar, Surabhi Maurya, Gaurav Tiwari

Rock properties are estimated using objective lab/in-situ testing and subjective judgements invoking different types of uncertainties, i.e., aleatory, and epistemic, along them, often indicated by varying information levels. This study presents a unified reliability method to integrate the spatial variability of inputs modelled via alternate uncertainty models (intervals and probability-boxes (p-boxes)) with those modelled as stochastic variables via probability distributions. The methodology employs advanced Karhunen–Loève decomposition to generate interval and random fields of inputs modelled via alternate and stochastic models, respectively. Input properties are allocated to the zones of the numerical model in Fast Lagrangian Analysis of Continua-2D (FLAC-2D) based on their spatial dependency and correlation functions through a developed MATLAB-FLAC coupled code. The methodology is demonstrated for a deep tunnel in Canada to be constructed along a massive rock prone to brittle failures. Intact rock properties are modelled as stochastic variables due to objective estimation, while Geological Strength Index (GSI) and deformation modulus are modelled using alternate models (interval and p-box, respectively) due to subjective and hybrid estimation (double uncertainty propagation algorithm). The results of the methodology are compared with those of traditional deterministic and random field methods. The methodology reduces the subjectivity invoked by including unavailable additional information (e.g., assuming probability distributions of inputs based on literature) and propagates the originally available information of inputs accurately. The final outputs are the p-boxes of response parameters (i.e., displacements and damage zone) instead of their fixed values (deterministic analysis) and probability distributions (traditional reliability analysis), indicating the propagation of both impreciseness and variability of inputs by the method. For this case study, the p-boxes of outputs were bounding their values/distributions estimated via traditional analyses, verifying the accuracy of the methodology. Further, the impreciseness in the outputs, highest in the damage zone extent, was due to imprecision in the estimated GSI.

对岩石特性的估算,既有客观的实验室/现场测试,也有主观的判断,其中包含不同类型的不确定性,即已知的和认识的不确定性,这些不确定性通常表现为不同的信息水平。本研究提出了一种统一的可靠性方法,将通过交替不确定性模型(区间和概率框(p-boxes))建模的输入空间变异性与通过概率分布作为随机变量建模的输入空间变异性结合起来。该方法采用先进的 Karhunen-Loève 分解法,分别生成通过交替模型和随机模型建模的输入的区间和随机场。通过开发的 MATLAB-FLAC 耦合代码,根据输入属性的空间依赖性和相关函数,将输入属性分配到快速拉格朗日连续体分析-2D(FLAC-2D)数值模型的区域。该方法针对加拿大的一条深隧道进行了演示,该隧道将沿着易发生脆性破坏的大块岩石建造。由于采用了客观估算,完整岩石属性被模拟为随机变量,而地质强度指数(GSI)和变形模量则由于采用了主观估算和混合估算(双重不确定性传播算法),使用交替模型(分别为区间模型和 p-box 模型)进行模拟。该方法的结果与传统的确定性方法和随机现场方法的结果进行了比较。该方法减少了因加入不可用的附加信息(如根据文献假设输入的概率分布)而产生的主观性,并准确地传播了输入的原始可用信息。最终输出的是响应参数(即位移和破坏区)的 p-框,而不是其固定值(确定性分析)和概率分布(传统可靠性分析),这表明该方法传播了输入的不精确性和可变性。在本案例研究中,通过传统分析估算出的输出值/分布的 p 框与其值/分布的边界一致,验证了该方法的准确性。此外,由于估算的 GSI 不精确,导致输出结果不精确,其中损坏区范围的精确度最高。
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引用次数: 0
Enhancing stability graphs for stope design in deep metal mines using machine learning 利用机器学习增强用于深部金属矿井斜坡设计的稳定性图
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-07-31 DOI: 10.1016/j.ijrmms.2024.105837
Xin Zhou , Xingdong Zhao , Qingdong Qu , Yixiao Huang

Stope structural parameters, which are human-controllable, directly impact the safety and economics performance of underground mineral extraction. Current stope design still relies heavily on empirical methods such as stability graphs, due to the complex nature of rock masses and varied stope failure mechanisms. This study aims to enhance stability graphs with machine learning techniques. Firstly, a dataset of 980 records from unsupported stopes was compiled, representing perhaps the largest dataset of its kind so far in the literature. This was achieved through extensive literature review and the collation of an additional 289 records from Chinese mines which were previously not included. An analysis of data reveals that over 90 % of the records fall within a stability coefficient of 0–100 and a hydraulic radius of 0–20 m. Secondly, a stability graphs optimization process was established using Python, eliminating the subjectivity of partitioning. Nine supervised machine learning algorithms were employed and trained to test their performance in partitioning form and predicting accuracy. It was found that the neural network algorithm demonstrated the best overall performance. At last, a neural network with the Keras framework was used to establish a new multilayer perceptron model to generate safety factor probability curves, which were then used to construct the stability graph. To facilitate practical use, mathematical functions fitting safety factor curves within the unstable zone were further formulated. Compared with other empirical stability graphs, our new approach allows designers to more efficiently and reliably select safety factors to determine the stability state according to site specific conditions and technical support systems, thereby providing enhanced guidance for stope design.

人工可控的斜坡结构参数直接影响地下矿产开采的安全性和经济性。由于岩体的复杂性和不同的斜坡失效机制,目前的斜坡设计仍主要依赖于稳定性图等经验方法。本研究旨在利用机器学习技术增强稳定性图。首先,我们编制了一个包含 980 条无支撑斜坡记录的数据集,这可能是迄今为止文献中最大的同类数据集。这是通过广泛的文献综述和整理额外的 289 条以前未包括在内的中国矿井记录而实现的。数据分析显示,超过 90% 的记录属于 0-100 的稳定系数和 0-20 米的水力半径范围。采用了九种有监督的机器学习算法并对其进行了训练,以测试其在分区形式和预测准确性方面的性能。结果发现,神经网络算法的整体性能最佳。最后,使用 Keras 框架的神经网络建立了一个新的多层感知器模型,以生成安全系数概率曲线,然后用于构建稳定性图。为便于实际使用,还进一步制定了不稳定区域内安全系数曲线拟合数学函数。与其他经验稳定图相比,我们的新方法能让设计人员更有效、更可靠地根据现场具体条件和技术支持系统选择安全系数来确定稳定状态,从而为斜坡设计提供更好的指导。
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引用次数: 0
Crack propagation process and lifetime prediction method of concrete-rock interface under constant loading 恒定荷载下混凝土-岩石界面的裂缝扩展过程和寿命预测方法
IF 7 1区 工程技术 Q1 ENGINEERING, GEOLOGICAL Pub Date : 2024-07-30 DOI: 10.1016/j.ijrmms.2024.105839
Wenyan Yuan , Wei Dong , Peng Li , Shuai Wang , Lei Wang , Chang Liu

This study investigated the crack propagation processes and established the lifetime prediction methods of the concrete-rock interfaces under constant loading. Firstly, the constant loading tests were performed under three-point bending loading on the composite concrete-rock beams with three kinds of interfaces, i.e. natural, 4 × 4, and 7 × 7 interfaces, and under three constant load levels, i.e. initial cracking load, 80 % and 97 % of the peak loads. Then, the clip gauge method and digital image correlation method were employed to detect the crack lengths under constant loading. Finally, the effects of constant load levels on fracture properties of the concrete-rock interfaces were analyzed and the crack propagation processes under constant loading were discussed. The results indicated that the clip gauge method was an available and accurate method to detect the crack lengths of the concrete-rock interfaces under constant loading. Crack propagation processes and crack mouth opening processes under constant loading exhibited the three-stage feature, i.e. deceleration stage, uniform stage and acceleration stage. In addition, the logarithms of the constant loading lifetimes showed an approximate linear relationship with the logarithms of the crack mouth uniform opening rates, and a quantitative relationship was established by using the linear regression analysis to establish the lifetime prediction methods. This study proposed a practical method to predict the service life of concrete structure-bedrock interface. When the crack mouth uniform opening stage was recognized, the lifetime of concrete structure-bedrock interface in service can be predicted by substituting the crack mouth uniform opening rate into the pre-established prediction model. This study can provide the theoretical support for the safety assessment of the concrete structure-bedrock interface in service.

本研究探讨了混凝土-岩石界面在恒定荷载作用下的裂纹扩展过程,并建立了寿命预测方法。首先,在三种界面(即自然界面、4 × 4 界面和 7 × 7 界面)的混凝土-岩石复合梁上,在三种恒定荷载水平(即初始开裂荷载、峰值荷载的 80 % 和 97 %)下进行了三点弯曲恒载试验。然后,采用夹钳法和数字图像相关法检测恒定荷载下的裂缝长度。最后,分析了恒定荷载水平对混凝土-岩石界面断裂特性的影响,并讨论了恒定荷载下的裂缝扩展过程。结果表明,夹规法是检测恒定荷载下混凝土-岩石界面裂缝长度的一种可用且准确的方法。恒定荷载下的裂缝扩展过程和裂缝张口过程呈现三阶段特征,即减速阶段、均匀阶段和加速阶段。此外,恒定加载寿命的对数与裂口均匀张开率的对数呈近似线性关系,并通过线性回归分析建立了定量关系,从而确立了寿命预测方法。本研究提出了一种实用的混凝土结构-岩石界面使用寿命预测方法。当裂缝口均匀张开阶段得到确认后,将裂缝口均匀张开率代入预先建立的预测模型,即可预测混凝土结构-岩土界面的服役寿命。该研究可为混凝土结构-基岩界面的使用安全评估提供理论支持。
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引用次数: 0
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International Journal of Rock Mechanics and Mining Sciences
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