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Probabilistic Evaluation of Earthquake-Induced Liquefaction Using Bayesian Network Based on A Side-by-Side SPT-CPT Database 基于并排 SPT-CPT 数据库的贝叶斯网络对地震诱发的液化进行概率评估
Pub Date : 2024-02-28 DOI: 10.1139/cgj-2023-0455
Han Xiao, W. Gong, C. H. Juang
In situ tests such as standard penetration test (SPT) and cone penetration test (CPT) are often conducted to evaluate the probability of earthquake-induced liquefaction. However, the models adopted have seldom attempted to utilize SPT and CPT data simultaneously. In this study, a side-by-side SPT-CPT database at historical earthquake sites is established; then, a Bayesian network model is constructed to predict the probability of soil liquefaction based on this database, with which the SPT and CPT data are utilized simultaneously. Next, comparative studies are undertaken to illustrate the superiority of the Bayesian network-based probabilistic soil liquefaction model developed over other models, in terms of six SPT- and CPT-based conventional liquefaction models in the literature and two Bayesian network-based models. It should be noted that the liquefaction sites with two in situ tests are scarce and side-by-side SPT-CPT data can be incomplete, which leads to challenges in applying the Bayesian network model developed. To address this problem, correlations between SPT and CPT data are analyzed, and these correlations are further included in the Bayesian network model; as a result, a modified Bayesian network model is reached. Finally, the influence of the proportion of missing data in the incomplete SPT-CPT data on the liquefaction prediction accuracy is discussed.
为了评估地震引发液化的概率,通常会进行现场测试,如标准贯入试验(SPT)和锥体贯入试验(CPT)。然而,所采用的模型很少尝试同时利用 SPT 和 CPT 数据。在本研究中,首先建立了历史地震遗址的 SPT-CPT 并排数据库,然后构建了贝叶斯网络模型,在此数据库的基础上同时利用 SPT 和 CPT 数据预测土壤液化的概率。接下来,将对文献中基于 SPT 和 CPT 的六种传统液化模型和基于贝叶斯网络的两种模型进行比较研究,以说明所开发的基于贝叶斯网络的土壤液化概率模型优于其他模型。需要指出的是,具有两个现场测试的液化场地很少,而且并排的 SPT-CPT 数据可能不完整,这给应用所开发的贝叶斯网络模型带来了挑战。为解决这一问题,分析了 SPT 和 CPT 数据之间的相关性,并将这些相关性进一步纳入贝叶斯网络模型,从而得出了修正的贝叶斯网络模型。最后,讨论了不完整的 SPT-CPT 数据中缺失数据比例对液化预测精度的影响。
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引用次数: 0
A numerical investigation on the effect of rotation on the Cone Penetration Test 旋转对锥入度试验影响的数值研究
Pub Date : 2024-02-28 DOI: 10.1139/cgj-2023-0413
Xiaotong Yang, Ningning Zhang, Rui Wang, Alejandro Martinez, Yuyan Chen, Raúl Fuentes, Jian-Min Zhang
The cone penetration test (CPT) is one of the most popular in-situ soil characterization tools. However, the test is often difficult to conduct in soils with high penetration resistance. To resolve the problem, a rotary CPT device has recently been adopted in practice by rotating the rod to increase the penetrability, particularly in deep dense sand. This study investigates the underlying mechanism of the rotation effects from a micromechanical perspective using models based on the discrete element method (DEM). With rotation, the cone penetration resistance (qc) decreases by up to 50%, while the cone torque resistance (tc) increases gradually. These results are also used to successfully assess existing theoretical solutions. The mechanical work required during penetration was observed to keep rising as the rotational velocity increased. Microscopic variables including particle displacement and velocity field show that rotation reduces the volume of disturbed soil during penetration and drives particles to rotate horizontally, while contact force chain and contact fabric indicate that rotation increases the number of radial and tangential contacts and the corresponding contact forces, forming a lateral stable structure around the shaft which can reduce the force transmitted to the particles below the cone, thus decreasing the vertical penetration resistance.
锥入度试验(CPT)是最常用的原位土壤表征工具之一。然而,在穿透阻力较大的土壤中通常很难进行该试验。为了解决这个问题,最近在实践中采用了旋转 CPT 设备,通过旋转杆来增加穿透性,尤其是在深厚致密的砂土中。本研究使用基于离散元素法(DEM)的模型,从微观机械角度研究了旋转效应的基本机制。随着旋转,锥体穿透阻力(qc)最多降低 50%,而锥体扭矩阻力(tc)则逐渐增加。这些结果也用于成功评估现有的理论解决方案。据观察,随着旋转速度的增加,穿透过程中所需的机械功也在不断增加。包括颗粒位移和速度场在内的微观变量表明,旋转减少了穿透过程中扰动土壤的体积,并促使颗粒水平旋转,而接触力链和接触织物表明,旋转增加了径向和切向接触的数量以及相应的接触力,在轴周围形成了一个横向稳定结构,可以减少传递到锥体下方颗粒的力,从而降低垂直穿透阻力。
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引用次数: 0
A unified empirical method for predicting both vertical and horizontal ground displacements induced by tunnel excavation 预测隧道挖掘引起的垂直和水平地面位移的统一经验法
Pub Date : 2024-02-27 DOI: 10.1139/cgj-2023-0519
Qingtao Lin, Xu Meng, D. Lu, Jinbo Miao, Zhihong Zhao, Xiuli Du
An empirical model for describing the soil movements induced by tunneling is proposed, then the mathematical relationship between horizontal displacement and vertical displacement is obtained. By analyzing 25 sets of data from field engineering and 35 sets of data from model tests, the formula for the maximum settlement Sv,max(z) is optimized to adapt to different ground conditions. The10modified Gaussian function is developed by introducing the existing width coefficient of the settlement trough i(z) and the optimized11Sv,max(z) to describe the surface and subsurface vertical displacement. Subsequently, the formula for the horizontal displacement is12derived based on the Modified Gaussian function. H(z) representing the position of the oriented point of the soil movement is a variable13in the formula for horizontal displacement. Based on measured results, a logarithmic function and a quadratic polynomial function are14proposed to describe the variation of H(z) with depth in the clay stratum and sand stratum, respectively. Then, the rationality of the15proposed method is validated by 4 sets of in-situ data and 4 sets of test data. Finally, the implementation process of the proposed method16is illustrated, and the inversion results of the ground displacement field in Beijing Metro Line 12 are presented.
提出了一个描述隧道开挖引起的土体运动的经验模型,然后得出了水平位移和垂直位移之间的数学关系。通过分析 25 组现场工程数据和 35 组模型试验数据,优化了最大沉降 Sv,max(z)的计算公式,以适应不同的地层条件。通过引入现有的沉降槽宽度系数 i(z)和优化后的11Sv,max(z),建立了10 修正高斯函数来描述地表和地下的垂直位移。随后,根据修正高斯函数得出水平位移公式12。在水平位移公式中,H(z) 是一个变量13 ,代表土壤移动的定向点位置。根据实测结果,分别提出了对数函数和二次多项式函数14 来描述粘土地层和砂土地层中 H(z) 随深度的变化。然后,通过 4 组原位数据和 4 组试验数据验证了所提方法15 的合理性。最后,说明了所提方法16 的实现过程,并给出了北京地铁 12 号线地表位移场的反演结果。
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引用次数: 0
Numerical modelling of pile jacking in highly sensitive clays 高敏感性粘土中桩顶进的数值模拟
Pub Date : 2024-02-27 DOI: 10.1139/cgj-2023-0320
R. Karmaker, B. Hawlader, Didier Perret, Rajib Dey
This paper presents large deformation finite element (FE) modelling of penetration of solid cylindrical piles into highly sensitive soft clay. The simulations are performed using a Coupled Eulerian-Lagrangian (CEL) FE modeling technique. The pile is penetrated at a constant rate, and the analyses are performed for undrained conditions to simulate the response during penetration. The soil model considers the effects of strain softening and strain rate on the undrained shear strength. The FE calculated results are compared with available analytical and numerical solutions for idealized soil profiles. Simulations are also performed for two instrumented piles previously installed into highly sensitive clay at Saint-Alban in Québec, Canada. The installation-induced changes in stresses, degradation of undrained shear strength, and tip resistance obtained from FE analyses are consistent with the field test results. Large plastic shear strains develop near the pile, which can significantly remould the soil near the pile shaft. A parametric study shows that a quicker post-peak degradation of undrained shear strength of highly sensitive clay creates a smaller zone of high plastic shear strain near the pile, while the plastic zone is wider for low- to non-sensitive clays.
本文介绍了实心圆柱桩穿入高敏感软粘土的大变形有限元(FE)建模。模拟采用欧拉-拉格朗日(CEL)耦合有限元建模技术。桩以恒定的速度贯入,并在不排水的条件下进行分析,以模拟贯入过程中的响应。土壤模型考虑了应变软化和应变速率对排水抗剪强度的影响。FE 计算结果与理想化土壤剖面的现有分析和数值解决方案进行了比较。此外,还对之前安装在加拿大魁北克省圣阿尔班高度敏感粘土中的两根仪器桩进行了模拟。有限元分析得出的安装引起的应力变化、排水抗剪强度下降和桩尖阻力与现场测试结果一致。在桩附近会产生较大的塑性剪切应变,这将极大地重塑桩轴附近的土壤。参数研究表明,高敏感性粘土的不排水剪切强度在峰值后退化较快,在桩附近形成的高塑性剪切应变区域较小,而低敏感性至非敏感性粘土的塑性区域较宽。
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引用次数: 0
A thermo-mechanical model for saturated and unsaturated soil-structure interfaces 饱和及非饱和土壤-结构界面的热力学模型
Pub Date : 2024-02-27 DOI: 10.1139/cgj-2023-0529
Sheqiang Cui, Chao Zhou
Shear behaviour of soil-structure interfaces greatly affects the performance of geotechnical structures. The soil-structure interfaces in geothermal structures (e.g., energy pile and energy wall) are often subjected to varying temperature and suction conditions. However, there is no constitutive model to simulate the coupled effects of suction and temperature on the shear behaviour of soil-structure interfaces. In this study, a thermo-mechanical model was newly developed based on the bounding surface plasticity framework to predict the thermo-mechanical behaviour of saturated and unsaturated interfaces. A power function was used to calculate the degree of saturation at the interface and improve the evaluation of suction effects on interface shear strength. A linear relationship between temperature and interface critical state friction angle was proposed to incorporate thermal effects. New equations were also proposed to describe the critical state lines (CSLs) in the void ratio versus stress plane (e-ln⁡σ_n^* ) and to model the shearing-induced deformation at various temperatures and suctions. The experimental data from different interfaces in the literature were used to evaluate the model capability. Comparisons between measured and computed results suggest that this model can well capture the coupled effects of temperature, suction and net normal stress on the shear behaviour of interfaces.
土体-结构界面的剪切行为在很大程度上影响着岩土结构的性能。地热结构(如能源桩和能源墙)中的土壤-结构界面通常会受到不同温度和吸力条件的影响。然而,目前还没有构造模型可以模拟吸力和温度对土体-结构界面剪切行为的耦合影响。本研究基于边界面塑性框架新开发了一个热机械模型,用于预测饱和与非饱和界面的热机械行为。该模型使用幂函数计算界面的饱和度,并改进了对界面剪切强度吸力效应的评估。提出了温度与界面临界状态摩擦角之间的线性关系,以纳入热效应。此外,还提出了新的方程来描述空隙率与应力平面(e-lnσ_n^*)上的临界状态线(CSLs),并对不同温度和吸力下剪切引起的变形进行建模。文献中不同界面的实验数据被用来评估模型的能力。测量结果与计算结果的比较表明,该模型能够很好地捕捉温度、吸力和净法向应力对界面剪切行为的耦合效应。
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引用次数: 0
Temporal effective stress response of soil elements below the base of an excavation in sensitive clay 敏感粘土中挖掘基底下土壤元素的时间有效应力响应
Pub Date : 2024-02-22 DOI: 10.1139/cgj-2023-0355
Johannes Tornborg, Mats Karlsson, J. Dijkstra
Investigations into the temporally evolving stress state below the base of excavations and underground structures are very scarce, in contrast to studies of horizontal earth pressures during the construction stage. Therefore in this work, the measured temporal response in terms of vertical and horizontal effective stresses and displacements below a tunnel slab at the base of an excavation located in a deep sensitive clay deposit is reported. In addition to the measured unloading response over time, the completeness of the site description and complementary measurements enables future benchmarking of numerical models at boundary and element level. Instrument clusters of earth pressure cells and piezometers were installed at three locations in one cross-section. The monitoring data allows the interpretation of effective stress paths and stress ratios, K=σ'h/σ'v, at soil element level covering the construction and the serviceability stages. The in situ stress ratios enable a unique comparison to prior laboratory studies of K during unloading. The data presented herein on the evolution of K corroborate, although approximately, previous studies at laboratory scale. Furthermore, at system level, the monitoring data reveal the intricate interplay between deformations resulting from excavation and pile driving.
与施工阶段对水平土压力的研究相比,对挖掘和地下结构底部随时间变化的应力状态的研究非常少。因此,在这项研究中,我们报告了位于深层敏感粘土沉积中的挖掘工程底部隧道底板下面的垂直和水平有效应力和位移的时间响应测量结果。除了测量到的卸载随时间变化的响应之外,现场描述和补充测量的完整性还有助于未来在边界和元素层面对数值模型进行基准测试。在一个断面的三个位置安装了由土压力传感器和压强计组成的仪器群。通过监测数据,可以解释施工和使用阶段土壤元素层面的有效应力路径和应力比 K=σ'h/σ'v。通过现场应力比,可以将卸载过程中的 K 与之前的实验室研究进行比较。本文提供的有关 K 演变的数据与之前在实验室规模上进行的研究相吻合(尽管只是近似)。此外,在系统层面,监测数据揭示了开挖和打桩造成的变形之间错综复杂的相互作用。
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引用次数: 0
Real-time Fusion of Multi-Source Monitoring Data with Geotechnical Numerical Model Results using Data-driven and Physics-informed Sparse Dictionary Learning 利用数据驱动和物理信息稀疏字典学习将多源监测数据与岩土数值模型结果进行实时融合
Pub Date : 2024-02-21 DOI: 10.1139/cgj-2023-0457
Hua-Ming Tian, Yu Wang, K. Phoon
Development of digital twins is emerging rapidly in geotechnical engineering, and it often requires real-time updating of numerical models (e.g., finite element model, FEM) using multiple sources of monitoring data (e.g., settlement and pore water pressure data). Conventional model updating, or calibration, often involves repeated executions of the numerical model, using monitoring data from a specific source or at limited spatial locations only. This leads to a critical research need of real-time model updating and predictions using a numerical model improved continuously by multi-source monitoring data. To address this need, a physics-informed machine learning method called multi-source sparse dictionary learning (MS-SDL) is proposed in this study. Originated from signal decomposition and compression, MS-SDL utilizes results from a suite of numerical models as basis functions, or dictionary atoms, and employs multi-source monitoring data to select a limited number of important atoms for predicting multiple, spatiotemporally varying geotechnical responses. As monitoring data are collected sequentially, no repeated evaluations of computational numerical models are needed, and an automatic and real-time model calibration is achieved for continuously improving model predictions. A real project in Hong Kong is presented to illustrate the proposed approach. Effect of monitoring data from different sources is also investigated.
数字孪生模型的开发正在岩土工程领域迅速兴起,通常需要利用多种监测数据来源(如沉降和孔隙水压力数据)对数值模型(如有限元模型)进行实时更新。传统的模型更新或校准通常需要使用特定来源或有限空间位置的监测数据重复执行数值模型。这就提出了一个关键的研究需求,即利用多源监测数据不断改进的数值模型进行实时模型更新和预测。为满足这一需求,本研究提出了一种名为多源稀疏字典学习(MS-SDL)的物理信息机器学习方法。MS-SDL 起源于信号分解和压缩,它利用一系列数值模型的结果作为基础函数或字典原子,并利用多源监测数据选择有限数量的重要原子来预测多种时空变化的岩土响应。由于监测数据是按顺序收集的,因此无需对计算数值模型进行重复评估,并可实现自动和实时的模型校准,从而不断改进模型预测。本文介绍了香港的一个实际项目,以说明所建议的方法。此外,还研究了不同来源的监测数据的效果。
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引用次数: 1
X-ray CT quantification of in-situ fabric evolution and shearing behaviour of granular soils of different particle shapes X 射线 CT 量化不同颗粒形状的粒状土的原位结构演变和剪切行为
Pub Date : 2024-02-21 DOI: 10.1139/cgj-2023-0416
Jianbin Liu, Anthony Kwan Leung, Zhenliang Jiang, Karim Kootahi, Zhongjian Zhang
The role of particle shape on soil mechanical response has been studied extensively especially through numerical means. The underlying micro-mechanics of how particle shape may affect the soil mechanical responses at element scale remains unclear. Systematic micro-mechanical experiments that consider in-situ tracking of the evolution of fabric during the shearing process is missing. Aided by a miniaturised triaxial apparatus and X-ray computed tomography, this study presents a series of triaxial compression on four granular soils with different particle shapes yet the same mineralogy, grading and initial density. Evolution of three-dimensional soil fabric quantifiers during shearing was captured based on 192 full-field CT images. The results revealed that the initial shearing reduced the packing density without changing the particle packing pattern, followed by particle sliding and particle rotation which redistributed the force chains and formed a new packing pattern to resist shearing, causing strain localisation and reductions in both the contact number and concentration of contacts di-rection. Fabric anisotropy increased before reaching the peak and attained the maximum value as the soil approached the critical state. Particle shape, especially when quantified by overall regularity, or other combinations of descriptors, displayed more significant linear cor-relations with critical-state parameters than by local descriptor.
颗粒形状对土壤力学响应的作用已被广泛研究,特别是通过数值方法。颗粒形状如何在元素尺度上影响土壤力学响应的基本微观力学仍不清楚。目前还没有考虑在剪切过程中对结构演变进行现场跟踪的系统微观力学实验。在微型三轴仪器和 X 射线计算机断层扫描技术的帮助下,本研究对四种颗粒形状不同但矿物成分、等级和初始密度相同的颗粒土进行了一系列三轴压缩。根据 192 幅全场 CT 图像,捕捉了剪切过程中三维土壤结构量化指标的演变。结果显示,初始剪切降低了堆积密度,但没有改变颗粒的堆积模式,随后的颗粒滑动和颗粒旋转重新分配了力链,并形成了新的堆积模式以抵抗剪切,从而导致应变局部化,并降低了接触数和接触双向的浓度。织物各向异性在达到峰值之前有所增加,并在土壤接近临界状态时达到最大值。与局部描述符相比,颗粒形状(尤其是通过整体规则性或其他描述符组合进行量化时)与临界状态参数的线性相关性更为显著。
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引用次数: 0
Investigation of granular flow run-out behavior under dilative and compressive Coriolis conditions using DEM simulation 利用 DEM 仿真研究扩张和压缩科里奥利条件下的颗粒流失控行为
Pub Date : 2024-02-21 DOI: 10.1139/cgj-2022-0531
Bei Zhang, Wenyang Li, Yu Huang
Centrifuge modeling allows granular flows to be simulated under stresses characteristic of full-scale flows, while maintaining repeatability. However, the impact of the Coriolis effect on the run-out behavior of dry granular flows is not fully understood. In this study, using the discrete element method (DEM), we conducted simulations of dry granular flow both with and without Coriolis (dilative and compressive) conditions to analyze the impact of the Coriolis effect on granular run-out mobility, flow structure, and granular interaction. For unsteady flows, the dilative Coriolis force increased the moving distance of the flow centroid by 60%–70% and increased the maximum kinetic energy by 5%–17%, whereas those parameters were reduced by 30% and 2%–9%, respectively, under compressive Coriolis conditions. Results showed that selecting a lower centrifugal acceleration by reducing the rotational angular velocity in physical modeling is ineffective for realizing a weaker Coriolis effect. This study established that using a larger centrifuge could mitigate the Coriolis effect, but that this outcome became less notable as the centrifugal radius increased. Additionally, we suggest a preliminary relation that could be used to correct the results of experimental granular flow final run-out distance obtained using a geotechnical centrifuge.
通过离心机建模,可以在保持可重复性的同时,模拟颗粒流动在全尺寸流动的应力特征。然而,科里奥利效应对干颗粒流动的冲出行为的影响尚未完全明了。在本研究中,我们使用离散元素法(DEM)对有科里奥利(扩张和压缩)条件和无科里奥利(扩张和压缩)条件下的干颗粒流动进行了模拟,以分析科里奥利效应对颗粒流出流动性、流动结构和颗粒相互作用的影响。对于非稳定流,扩张性科里奥利力使流动中心点的移动距离增加了 60%-70%,最大动能增加了 5%-17%,而在压缩性科里奥利力条件下,这些参数分别降低了 30%和 2%-9%。结果表明,在物理建模中通过降低旋转角速度来选择较低的离心加速度,对于实现较弱的科里奥利效应是无效的。这项研究证实,使用较大的离心机可以减轻科里奥利效应,但随着离心半径的增大,这一结果变得不那么明显。此外,我们还提出了一个初步的关系式,可用于修正使用土工离心机获得的颗粒流最终流出距离的实验结果。
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引用次数: 0
A Reliability-Based Assessment Framework For Drag Anchors 基于可靠性的拖曳锚评估框架
Pub Date : 2024-01-31 DOI: 10.1139/cgj-2023-0552
Michael O'Neill, Andrew Grime, M. F. Bransby, Phillip Watson, James Whelan
Drag anchors are often employed in offshore floating facility moorings. The standard drag anchor design approach is based on a deterministic Load and Resistance Factor Design (LRFD) framework that considers characteristic design ‘low’ and ‘high’ estimates of soil strength and other geotechnical parameters, combined with code-specified partial factors. A disadvantage of this approach is that the resulting anchor designs may not achieve a consistent level of reliability. This paper describes a study that addresses this limitation by developing and demonstrating a generalised drag anchor probability of failure analysis framework for inclusion in a Reliability Based Assessment (RBA) of a mooring. A feature of the study is the inclusion of consolidation and cyclic loading effects in the anchor analysis. The study highlights the benefits an RBA approach can offer to the drag anchor design process, including reduced anchor size and preloading requirements, and increased confidence in the anchor design and estimate of anchor performance. For temporarily moored facilities this approach offers the potential to exploit expanded weather windows for operations. For permanently moored floating offshore wind developments this approach may allow adoption of reduced levels of target reliability, thereby reducing costs for systems with a large number of anchors.
拖锚通常用于海上浮动设施系泊。标准的拖拉锚设计方法基于确定性载荷和阻力系数设计(LRFD)框架,该框架考虑了土壤强度和其他岩土参数的特征设计 "低 "和 "高 "估计值,并结合了规范指定的部分系数。这种方法的缺点是,由此产生的锚固设计可能无法达到一致的可靠性水平。本文介绍了一项针对这一局限性的研究,该研究开发并演示了一个通用的拖曳锚失效概率分析框架,可用于对系泊进行基于可靠性的评估(RBA)。该研究的一个特点是将固结和循环载荷效应纳入锚泊分析。该研究强调了基于可靠性评估的方法可为拖曳锚设计过程带来的好处,包括减少锚的尺寸和预加载要求,以及提高对锚设计和锚性能估计的信心。对于临时停泊的设施来说,这种方法为利用更多的天气窗口进行操作提供了可能性。对于永久停泊的浮式海上风电开发项目,这种方法可以降低目标可靠性水平,从而降低拥有大量锚的系统的成本。
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引用次数: 0
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Canadian Geotechnical Journal
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