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Dynamic column collapse of dry granular materials with multi-scale shape characteristics 具有多尺度形状特征的干颗粒材料的动态塌陷柱
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-07 DOI: 10.1016/j.compgeo.2024.106873
Haoran Jiang , Jiayan Nie , Opu Chandra Debanath , Yang Li
Understanding the fundamental principles governing granular flow dynamics has been a longstanding problem. The complexity is heightened when diverse particle shapes come into play, which thus necessitates a quantitative assessment of the impact of particle shape and especially, the interplay among multi-scale shape characteristics. In this study, we numerically study the combined effects of the particle’s overall form and surface asperity in dry granular columns, a simplified granular flow model, using spherical harmonics and the level-set discrete element method. Our results reveal that flow mobility for a given column aspect ratio decreases linearly with an adopted shape index known as the rotational resistance angle. This motivates us to propose a simple runout model incorporating shape effects for predicting flow mobility. Additionally, we analyze the energy evolution process and demonstrate that both the maximum kinetic energy and the final accumulated energy dissipation scale linearly with the shape index. Furthermore, column flow mobility is found to be correlated well with the front kinetic energy. Finally, we compare the static deposit angle from column collapse tests with the critical friction angle from triaxial compression tests, finding that they are approximately equal under short column conditions, which correspond to the quasi-static collapse regime. This provides potential alternative protocols to quickly measure the internal friction angle of dry granular materials.
了解颗粒流动动力学的基本原理是一个长期存在的问题。当颗粒形状多样化时,其复杂性就会增加,因此有必要对颗粒形状的影响,特别是多尺度形状特征之间的相互作用进行定量评估。在本研究中,我们采用球谐波和水平集离散元方法,对干颗粒柱(一种简化的颗粒流模型)中颗粒的整体形状和表面粗糙度的综合影响进行了数值研究。我们的研究结果表明,在给定的柱长宽比下,流动流动性随所采用的形状指数(即旋转阻力角)的线性减小而减小。这促使我们提出了一个简单的跳动模型,其中包含了预测流动性的形状效应。此外,我们还分析了能量演变过程,并证明最大动能和最终累积能量耗散都与形状指数成线性比例。此外,我们还发现柱流流动性与前动能密切相关。最后,我们将柱坍塌试验得出的静态沉积角与三轴压缩试验得出的临界摩擦角进行了比较,发现两者在短柱条件下大致相等,这与准静态坍塌机制相对应。这为快速测量干燥颗粒材料的内摩擦角提供了潜在的替代方案。
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引用次数: 0
Coupled heat and moisture migration in unsaturated soils subjected to thermal gradients 受热梯度影响的非饱和土壤中热量和水分的耦合迁移
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-07 DOI: 10.1016/j.compgeo.2024.106893
Arvind Kumar , Asal Bidarmaghz , Arman Khoshghalb , Kenichi Soga
Various mathematical formulations have been proposed to model moisture migration coupled with heat transfer in unsaturated soils under non-isothermal conditions. These formulations adopt different assumptions and approaches to incorporating phase change phenomena. This has led to confusion when assessing the performance of ground heat exchangers in unsaturated soils. This research provides insights into the development of fully coupled hydro-thermal numerical models for partially saturated soils under thermal loading. The multiphysics phenomenon involved is clearly discussed, and the governing equations are presented for both the equilibrium phase change (EPC) and non-equilibrium phase change (NEPC) approaches. A parallel comparison is then made between the two approaches through the estimation of variation in the degree of saturation in unsaturated soils when subjected to thermal gradients. The suitability of the two approaches for numerical modeling of unsaturated soils in the context of ground heat exchangers is then discussed. Considering the uncertainties in parameter identification, the results indicate that the EPC approach is sufficiently accurate and is often preferred over the NEPC approach in hydro-thermal modeling of ground heat exchangers in unsaturated soils.
为模拟非等温条件下非饱和土壤中的水分迁移和热量传递,人们提出了各种数学公式。这些公式采用了不同的假设和方法来纳入相变现象。这导致在评估非饱和土壤中地面热交换器的性能时出现混乱。这项研究为开发热负荷下部分饱和土壤的完全耦合水热数值模型提供了见解。研究清楚地讨论了所涉及的多物理现象,并给出了平衡相变(EPC)和非平衡相变(NEPC)方法的控制方程。然后,通过估算非饱和土壤在热梯度作用下的饱和度变化,对两种方法进行了平行比较。然后,讨论了这两种方法是否适合在地面热交换器中对非饱和土壤进行数值建模。考虑到参数识别的不确定性,结果表明,在非饱和土壤中的地热交换器水热建模中,EPC 方法足够精确,通常优于 NEPC 方法。
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引用次数: 0
Linear and nonlinear unified fluid flow in fractured porous media considering flow pattern adaptive conversions 考虑流型自适应转换的断裂多孔介质中的线性和非线性统一流体流动
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-06 DOI: 10.1016/j.compgeo.2024.106856
Huidong Wang , Zhen Qu , Guowei Ma
Linear and nonlinear fluid flow in fractured rock masses often co-occurs because of the hydraulic pressure gradient discrepancy and significant permeability difference between fractures and rock matrixes. In the current Darcy-Forchheimer coupled theory, the linear and nonlinear fluid flow is often artificially and strictly confined to rock matrixes and fractures, respectively. In this study, we conducted a numerical study on linear and nonlinear unified fluid flow in fractured porous media, considering flow pattern adaptive conversions instead of artificial constraints. The flow pattern adaptive conversion is realized by a conversion factor of linear and nonlinear fluid flow. A numerical linear and nonlinear unified fluid flow method was proposed using the unified pipe-network method. The accuracy and correctness of the proposed method were validated by comparing it with the result of both linear and nonlinear fluid flow. This method can effectively describe the linear and nonlinear mixed fluid flow and calculate the distributions of linear and nonlinear flow regions in fractured porous media. Characteristics of the unified fluid flow in fractured porous media were analyzed in detail by parametric discussions based on the developed numerical method.
断裂岩体中的线性和非线性流体流动经常同时存在,这是因为断裂和岩石基质之间存在水压梯度差异和显著的渗透率差异。在目前的达西-福克海默耦合理论中,线性和非线性流体流动往往被人为地严格分别限制在岩石基质和裂缝中。在本研究中,我们对断裂多孔介质中的线性和非线性统一流体流进行了数值研究,考虑了流型自适应转换而不是人为限制。流型自适应转换是通过线性和非线性流体流动的转换因子实现的。利用统一管网法提出了线性和非线性统一流体流动数值方法。通过与线性和非线性流体流动结果的比较,验证了所提方法的准确性和正确性。该方法能有效地描述线性和非线性混合流体流动,并计算出断裂多孔介质中线性和非线性流动区域的分布。基于所开发的数值方法,通过参数讨论详细分析了断裂多孔介质中统一流体流动的特征。
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引用次数: 0
Simulation of homogenization behavior of compacted bentonite containing technological voids using modified penalty-based contact model 利用修正的基于惩罚的接触模型模拟含有技术空隙的压实膨润土的均质化行为
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-06 DOI: 10.1016/j.compgeo.2024.106894
Rong-Sheng Deng , Bao Chen , Wei-Min Ye , Yong-Gui Chen , Qiong Wang
Low-density zones generated during the bentonite blocks/voids homogenization process in the repository may serve as potentially preferential paths for radionuclide leakage. More importantly, void closure during homogenization process involves complex contact problems, where the stiffness at the contact interface typically undergoes significant fluctuations. In this work, with contact interface stiffness addressed through a step function approach, a modified penal.
ty-based contact model was proposed to simulate the contact behavior involved at the gap closure stage of the bentonite/gap assemblage homogenization process. Then, unsaturated infiltration swelling tests on bentonite block (1.7 Mg/m3)/gap (width: 2 mm) assemblages were performed, and the variation of dry density at different hydrated times (0, 24, 72, 168, and 720 h) in specific areas were measured. Based on the results, time-dependent swelling pressure profiles of the assemblage were acquired, while the homogenization process was evaluated. Results reveal that after approximately 40 h of hydration, the gap is completely closed, and the radial stress condition of the compacted bentonite transits progressively from the initial free swelling into a constant volume expansion state. The swelling pressure correspondingly develops quickly to a peak value at 1.8 MPa once the hydration starts, then decreases to a valley value of 1.4 MPa at the complete gap closure, and subsequently begins to increase to the final stable value of 1.8 MPa. Further examination reveals that as hydration advances, dry density of the assemblage converges to the expected final dry density with a maximum residual inhomogeneity of about 2 %. Finally, validations demonstrate that the proposed model can accurately reproduce deformations of the assemblage during the free swelling stage, and the swelling pressure profiles. A comparative analysis was made with the previous approach of identifying gaps as highly deformable materials, revealing that the proposed model overcomes the traditional limitations associated with the separation or penetration behavior occurring between the compacted bentonite and contact boundaries during the gap closure.
储存库中膨润土块/空隙均化过程中产生的低密度区可能成为放射性核素泄漏的潜在优先通道。更重要的是,均质过程中的空隙闭合涉及复杂的接触问题,接触界面的刚度通常会发生显著波动。在这项工作中,通过阶跃函数方法解决接触界面刚度问题,提出了一种基于 penal.ty 的修正接触模型,用于模拟膨润土/间隙组装均质化过程中间隙闭合阶段所涉及的接触行为。然后,对膨润土块(1.7 Mg/m3)/间隙(宽度:2 mm)组合体进行了非饱和渗透膨胀试验,并测量了特定区域在不同水化时间(0、24、72、168 和 720 h)下的干密度变化。根据测量结果,获得了组合物随时间变化的膨胀压力曲线,同时对均质过程进行了评估。结果显示,水化约 40 小时后,间隙完全闭合,压实膨润土的径向应力状态从最初的自由膨胀逐渐过渡到恒定的体积膨胀状态。水化开始后,膨胀压力相应地迅速发展到 1.8 兆帕的峰值,然后在间隙完全闭合时下降到 1.4 兆帕的谷值,随后开始上升到 1.8 兆帕的最终稳定值。进一步的研究表明,随着水化的推进,组合体的干密度趋近于预期的最终干密度,最大残余不均匀度约为 2%。最后,验证结果表明,所提出的模型可以准确地再现自由膨胀阶段组合体的变形和膨胀压力曲线。与之前将缝隙确定为高变形材料的方法进行了比较分析,结果表明,所提出的模型克服了与缝隙闭合期间压实膨润土和接触边界之间发生的分离或渗透行为相关的传统限制。
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引用次数: 0
Probabilistic bearing capacity of eccentrically loaded strip footing on spatially random rock mass using correlation-controlled LHS sampling 利用相关控制的 LHS 采样对空间随机岩体上偏心加载条形基脚的承载力进行概率分析
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-06 DOI: 10.1016/j.compgeo.2024.106859
Shuvankar Das, Debarghya Chakraborty
To examine the heterogeneous behavior of spatially random rock mass, the probabilistic bearing capacity of strip footing subjected to eccentric loading is computed in the present study. The lower bound finite element limit analysis in combination with the power conic optimization technique is employed by assuming the rock mass to follow the generalized Hoek-Brown (GHB) failure criterion at collapse. Geological Strength Index (GSI) is modeled as a spatially random variable. The rock mass material constant (mi) and uniaxial compressive strength ratio (σci/γB) are modeled as spatially random fields. Correlation-controlled Latin hypercube sampling (LHS) is implemented to create the spatially random discretized rock mass domain. With the help of the Monte Carlo simulation technique, the stochastic responses are determined. The obtained values of bearing capacity factor are found to follow the gamma distribution. The failure probability and mean bearing capacity factor for different ranges of practical cases of rock mass heterogeneity and loading eccentricity conditions are presented in design charts. With the increase in the eccentricity values, the mean bearing capacity factor reduces in all probabilistic cases. The target probability is expressed in terms of the desired factor of safety based on the acquired results for different rock mass and loading parameters.
为了研究空间随机岩体的异质行为,本研究计算了承受偏心荷载的条形基脚的概率承载力。假设岩体在坍塌时遵循广义霍克-布朗(GHB)失效准则,结合动力圆锥优化技术采用了下限有限元极限分析法。地质强度指数(GSI)被模拟为空间随机变量。岩体材料常数(mi)和单轴抗压强度比(σci/γB)被模拟为空间随机域。采用相关性控制的拉丁超立方采样(LHS)来创建空间随机离散岩体域。在蒙特卡罗模拟技术的帮助下,确定了随机响应。得出的承载力因子值遵循伽马分布。不同范围的岩体异质性和加载偏心率实际情况下的破坏概率和平均承载力系数以设计图表的形式呈现。随着偏心值的增加,所有概率情况下的平均承载力系数都会降低。根据针对不同岩体和加载参数所获得的结果,用所需的安全系数来表示目标概率。
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引用次数: 0
3D CFD-DEM modeling of sand production and reservoir compaction in gas hydrate-bearing sediments with gravel packing well completion 含天然气水合物沉积物中含砾石填料完井的产砂和储层压实三维 CFD-DEM 模型
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-05 DOI: 10.1016/j.compgeo.2024.106870
Xiaofeng Dou , Zhichao Liu , Dianheng Yang , Yingjie Zhao , Yanlong Li , Deli Gao , Fulong Ning
Sand production is one of the bottlenecks restricting the safe, efficient, and controllable production of hydrates. Enhancing the understanding of mesoscopic sand production responses is essential for sand production risk management. Yet, existing mesoscopic sand production models inadequately capture the effects of hydrate cementation, resulting in an incomplete assessment of the mechanical impacts of hydrates on sand production. Herein, we developed a new three-dimensional model for sand production in gas hydrate-bearing sediments (GHBSs) with gravel packing well completion, utilizing the coupled computational fluid dynamics and discrete element method (CFD-DEM). The model considers the coupled interactions of mechanical weakening and permeability variation in GHBSs caused by hydrate cementation reduction. Simulations are analyzed to clarify the responses of sand production and reservoir compaction under the coupled mechanical, hydraulic, and sand control completion in GHBSs during depressurization. The high fluid flow rate induced by a high production pressure differential can promote sand production and reservoir compaction. Additionally, the high effective stress and high hydrate dissociation rate induced by a high production pressure differential are beneficial for initial sand production, but they can also prematurely lead to gravel packing layer obstruction, inhibiting the final sand production. This also results in a dual impact on compaction deformation, enhancing it through compaction while decelerating it by inhibiting sand production. This work provides a viable simulation idea and preliminary insights into the mechanism of sand production from GHBSs.
砂生产是制约水合物安全、高效和可控生产的瓶颈之一。加强对中观产砂反应的了解对于产砂风险管理至关重要。然而,现有的中观机制砂生产模型未能充分捕捉水合物胶结的影响,导致无法全面评估水合物对机制砂生产的影响。在此,我们利用计算流体动力学和离散元耦合方法(CFD-DEM),为含天然气水合物沉积(GHBSs)和砾石填料完井开发了一种新的三维产砂模型。该模型考虑了水合物胶结减少造成的 GHBSs 机械削弱和渗透率变化的耦合相互作用。通过模拟分析,阐明了减压过程中 GHBSs 中机械、水力和防砂完成耦合作用下的产砂和储层压实响应。高生产压差引起的高流体流速可促进产砂和储层压实。此外,高生产压差引起的高有效应力和高水合物解离率有利于初期产砂,但也会过早导致砾石填料层阻塞,抑制最终产砂。这也会对压实变形产生双重影响,一方面通过压实增强变形,另一方面通过抑制产砂减缓变形。这项工作为 GHBS 的产砂机制提供了可行的模拟思路和初步见解。
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引用次数: 0
A three-phase two-point MPM for large deformation analysis of unsaturated soils 用于非饱和土壤大变形分析的三相两点 MPM
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-05 DOI: 10.1016/j.compgeo.2024.106860
Yosuke Higo , Yudai Takegawa , Fan Zhu , Daichi Uchiyama
This paper presents a three-phase two-point formulation of the material point method (MPM) for modeling unsaturated soils involving large deformation. In the formulation, solid phase material is represented by one layer of material points while liquid and gas phases are modeled by another layer of material points. The formulation is a u-U formulation. It eliminates advection term between solid and liquid phases and is capable to address large relative deformations between the two phases. The advection term between liquid and gas phases are assumed to be small and not considered. The proposed formulation is validated with numerical models for small and finite deformation problems. The capacity of the method for study of geomechanics problems is demonstrated with simulation of seismic-induced ground liquefaction with an unsaturated embankment. The method is able to simulate large ground deformation due to soil liquefaction and generation of excess pore pressure, and captures pore pressure dissipation through the rapid water drainage through high-permeable soils.
本文提出了一种材料点法(MPM)的三相两点公式,用于对涉及大变形的非饱和土壤进行建模。在该公式中,固相材料由一层材料点表示,液相和气相由另一层材料点模拟。该公式为 u-U 公式。它消除了固相和液相之间的平流项,能够处理两相之间的大相对变形。液相和气相之间的平流项假设很小,不予考虑。针对小变形和有限变形问题的数值模型对所提出的公式进行了验证。通过模拟地震诱发的非饱和路堤地面液化,证明了该方法在研究地质力学问题方面的能力。该方法能够模拟由于土壤液化和产生过大孔隙压力而引起的地面大变形,并能捕捉到通过高渗透性土壤快速排水而消散的孔隙压力。
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引用次数: 0
Prediction of huge earthquake-induced deformation of in-service embankments using crushed mudstone as a soil material with slaking and proposal of countermeasures 使用碾碎泥岩作为土壤材料的在役路堤的巨大地震诱发变形预测与对策建议
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-05 DOI: 10.1016/j.compgeo.2024.106855
Shogo Inukai , Takayuki Sakai , Masashi Nagata , Toshihiro Noda , Masaki Nakano
Evaluating the seismic resistance of embankments using crushed mudstone as a geomaterial is an urgent and crucial requirement. In this study, a ground investigation was conducted on the actual embankment. Based on the results, the seismic response of the embankment, simulating progressed slaking, was conducted by elastoplastic finite deformation analysis using two major types of earthquake motion: epicentral and subduction zone earthquakes. Based on the results of the geotechnical investigation, the embankment could be divided into three layers owing to differences in physical properties, and slaking progressed below the groundwater level in the embankment. The embankment did not exhibit large deformation during the epicentral earthquake owing to the short duration. For the subduction zone earthquake, the developed shear strain was from the two large acceleration groups and the subsequent smaller accelerations, resulting in large deformation. Seismic loading caused the gradual loss of the overconsolidation and decay of the structure which reduced the embankment strength. This analysis revealed that shear strain developed at the slope toe and the lower part of the embankment. Furthermore, the analysis after the earthquake was also conducted to examine whether or not countermeasure method is feasible for emergency restoration. The seismic resistance was greatly improved when a combination of ground improvement and replacement/counterweight fill methods were used to reinforce these areas, which is not only during but also after the earthquake. This study can contribute to the understanding of the seismic behavior of soil structures using materials undergoing internal deterioration and to the development of countermeasure methods for such structures.
评估使用碎泥岩作为土工材料的堤坝的抗震性是一项迫切而关键的要求。本研究对实际堤坝进行了地面调查。在此基础上,采用弹塑性有限变形分析方法,利用震中地震和俯冲带地震两种主要地震运动类型,模拟渐进式滑动,对堤坝的地震响应进行了分析。根据岩土工程勘察的结果,由于物理特性的不同,堤坝可分为三层,并且在堤坝地下水位以下发生了滑动。在震中地震中,由于地震持续时间较短,堤坝没有出现大的变形。在俯冲带地震中,产生的剪切应变来自两个大加速度组和随后的小加速度组,从而导致了大变形。地震荷载导致超固结逐渐消失和结构衰减,从而降低了堤坝强度。该分析表明,坡脚和堤坝下部出现了剪切应变。此外,还进行了震后分析,以研究应急修复的对策方法是否可行。在采用地基改良和置换/配重填充相结合的方法加固这些区域时,抗震性得到了极大的改善,这不仅体现在地震期间,也体现在地震之后。这项研究有助于理解使用内部劣化材料的土壤结构的地震行为,并有助于开发针对此类结构的对策方法。
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引用次数: 0
Infiltration characteristics of slurries in porous media based on the coupled Lattice-Boltzmann discrete element method 基于格点-玻尔兹曼离散元耦合法的多孔介质中泥浆的渗透特性
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-04 DOI: 10.1016/j.compgeo.2024.106865
Xudong Zhang , Tianwen Huang , Zhuan Ge , Teng Man , Herbert E. Huppert
Slurry infiltration clogging commonly occurs in porous media with fine pores. This infiltration leads to changes in the mechanical properties of the matrix, causing challenges such as material drainage difficulties and uneven force distributions. To investigate the clogging behavior of slurries under various pressure conditions, this study employs a simulation approach with corresponding theoretical analyses. Specifically, it utilizes the discrete element method (DEM) in conjunction with the lattice-Boltzmann method (LBM) to simulate the microscopic infiltration test of slurries in porous media. The findings reveal that fine soil particles exhibit greater mobility compared to their larger counterparts. Furthermore, statistical analysis demonstrates that the degree of pore-clogging is not always positively correlated with pressure. Higher pressures can also lead to the unclogging of the pore space. These observations indicate that particle sizes and pressure conditions are key factors influencing the potential for particle clogging. Based on the analysis, a clogging mechanism is proposed to elucidate the dynamics of particles in porous media. This study provides insights into clogging formation within porous media, leading to a better understanding of both slurry filtration in geotechnical engineering and hyporheic exchange phenomena in stream bed ecosystems.
泥浆渗透堵塞通常发生在具有细孔的多孔介质中。这种渗透会导致基体的机械性能发生变化,从而带来材料排水困难和力分布不均等难题。为了研究泥浆在各种压力条件下的堵塞行为,本研究采用了一种具有相应理论分析的模拟方法。具体地说,它利用离散元法(DEM)结合晶格-玻尔兹曼法(LBM)来模拟泥浆在多孔介质中的微观渗透试验。研究结果表明,与较大的土壤颗粒相比,细小的土壤颗粒具有更大的流动性。此外,统计分析表明,孔隙堵塞程度并不总是与压力成正相关。较高的压力也会导致孔隙疏通。这些观察结果表明,颗粒大小和压力条件是影响颗粒堵塞可能性的关键因素。根据分析结果,提出了一种堵塞机制,以阐明多孔介质中颗粒的动态变化。这项研究提供了关于多孔介质中堵塞形成的见解,有助于更好地理解岩土工程中的泥浆过滤和河床生态系统中的水力交换现象。
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引用次数: 0
An adversarial multi-source transfer learning method for the stability analysis of methane hydrate-bearing sediments 用于含甲烷水合物沉积物稳定性分析的对抗性多源转移学习方法
IF 5.3 1区 工程技术 Q1 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-11-03 DOI: 10.1016/j.compgeo.2024.106868
Wenhao Li , Guotao Ma , Mingjing Jiang , Mohammad Rezania , Haitao Zhu
This study presents an innovative adversarial multi-source transfer learning approach to enhance submarine hydrate slope stability predictions in the face of small and varied datasets. Integrating terrestrial and submarine data, our method significantly improves knowledge transfer and model generalization. Utilizing hydrate triaxial tests and pore pressure models, we construct a comprehensive dataset that bridges the gap between diverse geological environments. Employing the novel Walrus Optimizer and adversarial training techniques, the model substantially outperforms traditional regression methods. It achieves a correlation coefficient of 0.9936 and a mean absolute error of 0.094, indicating high predictive accuracy and robust handling of data anomalies and distribution inconsistencies. These advancements provide crucial insights into slope stability factors and offer potential enhancements for geological hazard monitoring and early warning systems. Our research demonstrates a substantial improvement in slope stability analysis and opens new avenues for intelligent geological hazard assessments in environments characterized by data scarcity.
本研究提出了一种创新的对抗性多源迁移学习方法,用于在数据集小而多样的情况下增强海底水合物边坡稳定性预测。通过整合陆地和海底数据,我们的方法显著提高了知识转移和模型泛化能力。利用水合物三轴测试和孔隙压力模型,我们构建了一个全面的数据集,弥补了不同地质环境之间的差距。利用新颖的 Walrus 优化器和对抗训练技术,该模型大大优于传统的回归方法。它的相关系数达到 0.9936,平均绝对误差为 0.094,这表明它具有很高的预测准确性,并能稳健地处理数据异常和分布不一致问题。这些进展为了解边坡稳定性因素提供了重要依据,并为地质灾害监测和预警系统提供了潜在的改进方案。我们的研究证明了斜坡稳定性分析的重大改进,并为在数据稀缺的环境中进行智能地质灾害评估开辟了新途径。
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引用次数: 0
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Computers and Geotechnics
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