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Transformer-based settlement prediction model of pile composite foundation under embankment loading 路堤荷载下基于变压器的桩复合地基沉降预测模型
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-23 DOI: 10.1016/j.compgeo.2024.106783
Pile composite foundation (PCF) is a common method for treating weak foundations, with settlement being the primary indicator in its design. However, accurately and quickly obtaining PCF settlement remains challenging. This study proposes a transformer-based PCF settlement prediction model under embankment loads (PCFFormer model), which enables efficient and accurate predictions of PCF settlement across various embankment environments and pile schemes. To establish and validate the data-driven PCFFormer model, this study also developed an automatic modeling and data processing program for PCF based on the Abaqus platform. Furthermore, a large-scale dataset of PCF finite element models under embankment loads was constructed and released, which is currently the largest publicly available dataset of PCF finite element models. Additionally, this study introduces a data augmentation method that fully utilizes the finite element analysis process data, significantly improving the efficiency of creating the PCF settlement dataset. By comparing the PCF settlement predicted by the PCFFormer model with the results of finite element analysis and the predictions of other machine learning methods, the accuracy and superiority of the PCFFormer model are demonstrated. The study further discusses the impact of missing individual parameters in cushion and soil layers on the prediction accuracy of the PCFFormer model.
桩复合地基(PCF)是处理软弱地基的常用方法,沉降是其设计的主要指标。然而,准确、快速地获取 PCF 的沉降量仍是一项挑战。本研究提出了一种基于变压器的路堤荷载下 PCF 沉降预测模型(PCFFormer 模型),该模型可高效、准确地预测各种路堤环境和桩基方案下的 PCF 沉降。为了建立和验证数据驱动的 PCFFormer 模型,本研究还开发了基于 Abaqus 平台的 PCF 自动建模和数据处理程序。此外,还构建并发布了路堤荷载下 PCF 有限元模型的大规模数据集,这是目前最大的 PCF 有限元模型公开数据集。此外,本研究还引入了一种充分利用有限元分析过程数据的数据增强方法,大大提高了创建 PCF 沉降数据集的效率。通过比较 PCFFormer 模型预测的 PCF 沉降与有限元分析结果以及其他机器学习方法的预测结果,证明了 PCFFormer 模型的准确性和优越性。研究还进一步讨论了垫层和土层中个别参数缺失对 PCFFormer 模型预测精度的影响。
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引用次数: 0
Analytical Method for Interfacial Slip Failure Processes Based on UFL Bond-Slip Model: Study of Grout/Soil Anchorage Interfaces in Earthen Sites 基于 UFL 粘结-滑移模型的界面滑移破坏过程分析方法:土质场地中的灌浆料/土锚固界面研究
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-23 DOI: 10.1016/j.compgeo.2024.106778
The slip debonding of grout/soil interface is the main reason for the failure of pressure-type anchorage system in earthen sites. In practical engineering, the mechanical behavior of these systems varies with the interface roughness. However, the existing analytical methods of anchorage mechanism are mainly based on the fixed-form interface bond-slip models, limiting its applicability to different types of interfaces. Thus, a unified four-linear (UFL) bond-slip model based on adjustable piecewise slope is proposed, by which the characterizations of bi-linear elastic-perfectly plastic, tri-linear plastic softening, and four-linear plastic hardening–softening models that may occur at the grout/soil interface are unified. Based on the UFL model, an analytical method for the full-range bond-slip process of interface is established. Meanwhile, the formula of bond stress distribution for each stage is derived, and the analytical solution of ultimate bearing capacity is given. The theoretical values of load–displacement curves before peak load are nearly in line with the experimental values. Moreover, anchorage length, modulus of grout, main energy-dissipation stage and slopes will significantly affect the mechanical behavior of anchorage system. Finally, the feasibility of applying this method to other four types of established bond-slip models is studied, further extending its applicability to different types of interfaces.
灌浆料/土界面的滑脱是土质场地压力型锚固系统失效的主要原因。在实际工程中,这些系统的力学行为随界面粗糙度的变化而变化。然而,现有的锚固机理分析方法主要基于固定形式的界面粘结-滑移模型,限制了其对不同类型界面的适用性。因此,本文提出了一种基于可调片状斜坡的统一四线性(UFL)粘结滑移模型,通过该模型统一了可能出现在灌浆料/土界面上的双线弹性-完全塑性、三线塑性软化和四线塑性硬化-软化模型的特征。基于 UFL 模型,建立了界面全范围粘结滑移过程的分析方法。同时,推导出了各阶段的粘结应力分布公式,并给出了极限承载力的解析解。峰值荷载前荷载-位移曲线的理论值与实验值基本一致。此外,锚固长度、灌浆模量、主消能阶段和坡度都会对锚固系统的力学行为产生重大影响。最后,研究了将该方法应用于其他四种已建立的粘结-滑移模型的可行性,进一步扩展了该方法对不同类型界面的适用性。
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引用次数: 0
Sphere discontinuous deformation analysis simulation of single-particle breakage of ballast based on voxelization and amplification by contact number 基于体素化和接触数放大的球状非连续变形分析模拟压载物的单颗粒破损
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-23 DOI: 10.1016/j.compgeo.2024.106780
In this study, the sphere discontinuous deformation analysis (SDDA) method combined with the voxelization method and amplification by the contact number method are adopted for single-particle crushing modeling of ballast particles with realistic shapes. The effects of loading rate, particle reconstruction method, and particle placement on the crushing behaviour are discussed. The results verify that the proposed approach of a single-particle crushing model using amplification by contact number can more accurately simulate the crushing process of ballast particles in terms of displacement-load curve, and crack patterns. As the loading rate increases, the simulation changes from quasi-static loading to impact loading. In addition, the method of gradient descent is used to reach the minimum potential state of ballast, where particle rotation is skipped during the whole crushing process with less computing cost. This study provides an effective method for simulating single-particle breakage of ballast in the SDDA framework.
本研究采用球不连续变形分析(SDDA)方法,结合体素化方法和接触数放大法,对具有真实形状的压载颗粒进行单颗粒破碎建模。讨论了加载速率、颗粒重构方法和颗粒位置对破碎行为的影响。结果验证了所提出的采用接触数放大法的单颗粒破碎模型在位移-荷载曲线和裂纹形态方面能更精确地模拟压载颗粒的破碎过程。随着加载速率的增加,模拟也从准静态加载转变为冲击加载。此外,利用梯度下降法达到压载物的最小势态,在整个破碎过程中跳过颗粒旋转,计算成本较低。这项研究为在 SDDA 框架下模拟道碴的单颗粒破碎提供了一种有效的方法。
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引用次数: 0
Fully coupled semi-analytical solutions for depressurization-driven exploitations in methane hydrate-bearing sediment: incorporating sand migration and sand control 含甲烷水合物沉积物中减压驱动开采的完全耦合半分析解决方案:包含沙迁移和沙控制
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-21 DOI: 10.1016/j.compgeo.2024.106772

Methane hydrates, as a potential energy resource for the future, remain a considerable interest in the field of geo-energy and geo-resources. However, there is still a challenge to accurately characterize the coupled multiphysics during the entire exploitation process, specifically when involving sand production and sand control. In this study, an innovative semi-analytical model is developed to fully consider the coupled interactions between sand migration and multiphysics (seepage, temperature, hydrate dissociation, and mechanical behaviors) around a vertical production well. Furthermore, the mud cake formed near the screen is also taken into consideration. Meanwhile, the influence of reservoir deformation, hydrate dissociation, and hydraulic drag on sand production are taken into account in the current coupled multiphysics framework. Additionally, the effect of solid particle detachment on the mechanical properties of the formation and the effect of solid mass variation on the permeability and porosity of the reservoir, etc., are fully considered. As a step of validation, a good agreement is observed for gas production and sand production, between the presented solutions and field measurements. Based on the proposed solutions, depressurization-driven exploitation problems are analyzed for different cases, meanwhile, recommendations for engineering applications are presented from the perspectives of engineering safety, efficiency, and sustainability.

甲烷水合物作为未来潜在的能源资源,在地质能源和地质资源领域一直备受关注。然而,在整个开采过程中,特别是在涉及沙生产和沙控制时,如何准确描述耦合多物理场仍然是一个挑战。本研究开发了一种创新的半分析模型,以全面考虑垂直生产井周围的砂迁移与多物理场(渗流、温度、水合物解离和机械行为)之间的耦合相互作用。此外,还考虑了滤网附近形成的泥饼。同时,当前的多物理场耦合框架还考虑了储层变形、水合物解离和水力阻力对产砂的影响。此外,还充分考虑了固体颗粒脱落对地层力学性质的影响以及固体质量变化对储层渗透率和孔隙度的影响等。作为验证步骤,所提出的解决方案与现场测量结果在产气和产砂方面具有良好的一致性。根据提出的解决方案,对不同情况下的减压驱动开采问题进行了分析,同时从工程安全、效率和可持续性的角度提出了工程应用建议。
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引用次数: 0
Dynamic interaction between continuously reinforced concrete pavement and fractional poroviscoelastic subgrade due to moving loading 连续加固混凝土路面与部分孔隙弹性路基在移动荷载作用下的动态相互作用
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-21 DOI: 10.1016/j.compgeo.2024.106770
This study investigates the dynamic interaction between continuously reinforced concrete pavement (CRCP) and fractional poroviscoelastic subgrade due to moving loading. The viscosity of subgrade encompasses both the flow-independent viscosity of soil skeleton and the flow-dependent viscosity between soil and water. Based on the composite material mechanics and Kirchhoff thin plate theory, the CRCP was modeled as a composite laminated plate, and then the internal force-strain relationship of CRCP was derived. The dynamic governing equation of CRCP was established via the D’Alembert’s principle, and the displacement of CRCP in the wavenumber domain was obtained by the use of double Fourier integral transform. Finally, based on the extended precise integration solution for fractional poroviscoelastic layered media and the contact conditions between the subgrade and pavement, the solution of CRCP-subgrade system in the physical domain was acquired by numerical inverse transform. After validating the presented method and the corresponding computational program, the reinforcement ratio and load speed, fractional order, CRCP-subgrade modulus ratio, and pavement thickness on the dynamic response of CRCP-subgrade system were further studied.
本研究探讨了连续加固混凝土路面(CRCP)与部分孔隙粘弹性基层在移动荷载作用下的动态相互作用。路基粘度包括与流动无关的土骨架粘度和与流动有关的土与水之间的粘度。根据复合材料力学和基尔霍夫薄板理论,将 CRCP 建模为复合层压板,并推导出 CRCP 的内力-应变关系。通过达朗贝尔原理建立了 CRCP 的动态控制方程,并利用双傅里叶积分变换得到了 CRCP 在波数域的位移。最后,根据分数孔隙弹性层状介质的扩展精确积分解法以及基层与路面的接触条件,通过数值逆变换获得了 CRCP-基层系统在物理域的解。在验证了所提出的方法和相应的计算程序后,进一步研究了加固比和荷载速度、分阶、CRCP-基层模量比和路面厚度对 CRCP-基层系统动态响应的影响。
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引用次数: 0
Effect of geometry on the natural frequency and seismic response characteristics of slopes subjected to pulse-like ground motions 几何形状对脉冲地动作用下斜坡固有频率和地震响应特性的影响
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-20 DOI: 10.1016/j.compgeo.2024.106777

Near-fault regions are particularly vulnerable to seismic-induced landslides due to the intense energy pulses in near-fault ground motions (NFGMs). These pulses, shaped by terrain geometry and material properties, significantly influence seismic response and slope stability. This study investigates the impact of slope geometry on natural frequency and seismic response characteristics under both pulse-like ground motions (PLGMs) and non-pulse ground motions (non-PGMs). The results show that increasing slope height lowers natural frequency, making the slope more susceptible to resonance with seismic waves, thus amplifying ground motion and increasing instability. Similarly, steeper slopes also reduces the natural frequency, heightening instability by up to 0.17%. PLGMs generate seismic responses approximately 7% stronger than those induced by non-PLGMs. Furthermore, as the frequency of PLGMs rises, so does their destructive potential. Material analysis reveals that Rock Class A has a natural frequency 68% higher than Rock Class D, making it significantly resistant to seismic deformation. These insights are essential for designing more resilient slopes in seismic-prone regions.

由于近断层地面运动(NFGMs)中的强能量脉冲,近断层地区特别容易发生地震诱发的滑坡。这些脉冲由地形几何和材料特性决定,对地震响应和斜坡稳定性有重大影响。本研究探讨了在脉冲地动(PLGMs)和非脉冲地动(non-PGMs)下,斜坡几何形状对固有频率和地震响应特性的影响。结果表明,边坡高度增加会降低固有频率,使边坡更容易与地震波产生共振,从而放大地面运动并增加不稳定性。同样,坡度越陡也会降低固有频率,使不稳定性增加 0.17%。PLGM 产生的地震响应比非 PLGM 引起的地震响应强约 7%。此外,PLGM 的频率越高,其破坏潜力也越大。材料分析表明,A 类岩石的固有频率比 D 类岩石高 68%,使其具有明显的抗震变形能力。这些见解对于在地震多发地区设计抗震性更强的斜坡至关重要。
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引用次数: 0
Probabilistic analysis for excavation stability in spatially variable soil based on upper bound method 基于上界法的空间可变土壤挖掘稳定性概率分析
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-20 DOI: 10.1016/j.compgeo.2024.106769

The limit analysis incorporated with the random field theorem is an effective approach for the probabilistic analysis of geotechnical engineering stability. A failure mechanism for excavation stability analysis in spatially variable soil, which is combined with random field theory with rotational failure mechanism of excavation is proposed. Random distribution of soil shear strength parameters is readily generated with the proposed approach, thereby enabling efficient and accurate estimation of the failure probability of an excavation. Through an illustrative example, the feasibility of combining random field with rotational failure mechanism is verified. Through several practical engineering cases, the rationality of probability analysis results is verified. Parametric sensitivity analysis is performed with Monte Carlo method to investigate the effects of each factor on the failure probability of an excavation in spatially variable soil. The results show that the proposed failure mechanism of excavation in spatially variable soil provides the reasonable failure probability calculation results for engineering practices.

结合随机场定理的极限分析是岩土工程稳定性概率分析的有效方法。结合随机场理论和开挖旋转破坏机理,提出了一种用于空间可变土体开挖稳定性分析的破坏机理。利用所提出的方法,可轻松生成土壤剪切强度参数的随机分布,从而高效、准确地估算开挖破坏概率。通过一个示例,验证了随机场与旋转破坏机制相结合的可行性。通过几个实际工程案例,验证了概率分析结果的合理性。采用蒙特卡洛法进行参数敏感性分析,研究各因素对空间可变土壤中开挖失败概率的影响。结果表明,所提出的空间可变土体中开挖的破坏机理为工程实践提供了合理的破坏概率计算结果。
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引用次数: 0
Probabilistic Approach for Q-based Ground Support Design 基于 Q 的地面支持设计的概率方法
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-20 DOI: 10.1016/j.compgeo.2024.106779

For tunnel, cavern, and shaft design, the inherent variability in a given rock mass domain makes accurately estimating rock mass quality and support requirements difficult. To capture the variability in rock mass properties when using the Q system, a methodology incorporating a statistical analysis of measured Q input parameters and Monte Carlo Simulation was developed to perform a probabilistic ground support design approach. Probability and cumulative density function curves were then developed using the mathematical program MATLAB to guide in estimating ground support based on all potential rock mass conditions. To illustrate the proposed approach, two hypothetical tunnels were designed based on real data from two previous projects. Finite Element Modelling was used to evaluate the suggested Q rock support performance in a range of rock conditions for one of the hypothetical excavations to validate the proposed approach. This method demonstrated that associating a range of potential ground conditions instead of a single deterministic value for each input parameter can provide a quantifiable measurement of uncertainty within a given rock mass domain. Additionally, the approach provides insight into the design criteria for ground support in underground excavations to potentially reduce overly conservative and costly recommendations.

在隧道、岩洞和竖井设计中,由于给定岩体域的固有可变性,很难准确估算岩体质量和支护要求。为了在使用 Q 系统时捕捉岩体特性的变化,我们开发了一种方法,其中包含对 Q 输入参数测量结果的统计分析和蒙特卡罗模拟,以执行概率地层支撑设计方法。然后使用数学程序 MATLAB 开发了概率和累积密度函数曲线,用于指导根据所有潜在岩体条件估算地面支撑。为了说明所提出的方法,根据之前两个项目的真实数据设计了两条假设隧道。有限元建模用于评估其中一个假设挖掘工程在一系列岩石条件下的 Q 值岩石支护性能,以验证所建议的方法。该方法表明,关联一系列潜在的地面条件,而不是每个输入参数的单一确定值,可以对给定岩体域内的不确定性进行量化测量。此外,该方法还有助于深入了解地下挖掘的地面支撑设计标准,从而减少过于保守和代价高昂的建议。
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引用次数: 0
Influence of unloading-induced brittle damage on laboratory properties and behavior of hard rocks: Insights from the hybrid Finite-Discrete Element Method (FDEM) 卸载引起的脆性破坏对硬岩实验室特性和行为的影响:有限元-离散元混合法(FDEM)的启示
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-19 DOI: 10.1016/j.compgeo.2024.106766

It is known that rock cores drilled from high-stress environments experience a complex stress path. The induced tensile stresses within the cores may result in the formation of micro-cracks, potentially leading to incorrect estimation of their laboratory properties. In this research, the influence of coring stress path on damage formation and the consequent changes in the laboratory properties of intact rocks were investigated using a 2D numerical program based on the hybrid Finite-Discrete Element Method. For this purpose, two models with distinct grain geometries (triangular and Voronoi) were generated. They were initially calibrated against the laboratory properties of the undamaged Lac de Bonnet granite. The calibrated models were then subjected to a coring stress path to generate damage in the form of micro-cracks. The calibration process also involved the laboratory properties of damaged granite, focusing on capturing the nonlinearity in the stress–strain response due to crack closure during uniaxial loading. It was concluded that both models can effectively capture the formation and opening of micro-cracks during unloading, their closure during compressive loading, and the nonlinearity in the stress–strain response. However, the model with Voronoi grains more accurately represented the reduction in peak strength and Young’s modulus resulting from unloading-induced damage.

众所周知,从高应力环境中钻取的岩心会经历复杂的应力路径。岩心内的拉应力可能会导致微裂缝的形成,从而可能导致对其实验室特性的错误估计。在这项研究中,使用基于有限元-离散元混合法的二维数值程序,研究了岩心应力路径对损伤形成的影响以及随之而来的完整岩石实验室特性的变化。为此,生成了两个具有不同晶粒几何形状(三角形和 Voronoi 形)的模型。首先根据未损坏的 Lac de Bonnet 花岗岩的实验室特性对其进行校准。然后将校准后的模型置于取芯应力路径中,以产生微裂缝形式的破坏。校准过程还涉及受损花岗岩的实验室特性,重点是捕捉单轴加载过程中裂缝闭合导致的应力-应变响应的非线性。结果表明,两种模型都能有效捕捉到卸载过程中微裂缝的形成和打开、压缩加载过程中微裂缝的闭合以及应力-应变响应中的非线性。然而,带有 Voronoi 晶粒的模型更准确地反映了卸载引起的破坏所导致的峰值强度和杨氏模量的降低。
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引用次数: 0
Investigation of compressibility of rockfill materials using DEM: Role of sample size and boundary condition 利用 DEM 勘测填石材料的可压缩性:样本大小和边界条件的作用
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-09-19 DOI: 10.1016/j.compgeo.2024.106768

Understanding the in-situ behavior of rockfill materials through laboratory tests is challenging due to the influence of sample size. In this study, the discrete element method (DEM) is utilized to investigate the effects of sample size and boundary condition on the compressibility of rockfill materials at both macroscopic and microscopic scales. The results reveal that rockfill compressibility increases with sample size when rigid boundaries are applied, but no significant size effect is observed for periodic boundaries. Besides, the one-dimensional compression behavior of different initial packing varies with sample size under rigid boundaries, with the variance decreasing as size increases; however, this effect is negligible under periodic boundaries. Additionally, both the distribution uniformity of contact number and fabric anisotropy increase with increasing sample size under rigid boundary conditions. At a microscopic level, it can be observed that the sample size effect of granular materials is correlated to the coordination number per unit volume CN/(1 + e) for the considered particle shapes.

由于样本大小的影响,通过实验室测试了解填石材料的原位行为具有挑战性。本研究采用离散元素法 (DEM) 在宏观和微观尺度上研究了样本大小和边界条件对填石材料可压缩性的影响。结果表明,当采用刚性边界时,填石材料的可压缩性随样本尺寸增大而增大,但周期性边界对样本尺寸无明显影响。此外,在刚性边界条件下,不同初始填料的一维压缩行为随样品尺寸的变化而变化,方差随尺寸的增大而减小;但在周期性边界条件下,这种影响可以忽略不计。此外,在刚性边界条件下,接触数的分布均匀性和织物的各向异性都会随着样品尺寸的增大而增加。从微观层面可以看出,对于所考虑的颗粒形状,颗粒材料的样品尺寸效应与单位体积配位数 CN/(1 + e) 相关。
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引用次数: 0
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Computers and Geotechnics
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