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Implementation of the Zienkiewicz–Pande Model into a Four-Dimensional Lattice Spring Model for Plasticity and Fracture 将 Zienkiewicz-Pande 模型应用于塑性和断裂四维网格弹簧模型
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-10-03 DOI: 10.1002/nag.3860
Xin-Dong Wei, Zhe Li, Gao-Feng Zhao

Plasticity and fracture problems have always been hot topics in numerical methods. In this work, a universal implementation procedure for the elasto-plastic constitutive model is developed in the four-dimensional lattice spring model (4D-LSM), in which the Jaumann stress rate is incorporated to exclude the influence of the rigid rotation in the particle stress, expanding the ability of 4D-LSM to deal with large elastic deformation problems by its own to large plastic deformation problems. As an example, the Zienkiewicz–Pande (ZP) constitutive model is implemented. Several numerical examples are carried out to check the performance of the implemented model. Through a comparison with analytical solutions, available experimental data, and other numerical results, the stability of the developed plastic framework and the correctness of the stress calculation scheme are verified. Meanwhile, numerical results show that the developed code is capable of solving elasto-plastic large deformation problems. With the advantage of 4D-LSM in handling fracture problems, the ability of the embedded model to solve plastic fracture problems is verified with a simple maximum deformation failure criterion.

塑性和断裂问题一直是数值方法的热门话题。本研究在四维晶格弹簧模型(4D-LSM)中开发了弹塑性组成模型的通用实现程序,其中加入了 Jaumann 应力率,以排除质点应力中刚性旋转的影响,将 4D-LSM 自身处理大弹性变形问题的能力扩展到大塑性变形问题。以 Zienkiewicz-Pande(ZP)构成模型为例。通过几个数值示例,检验了所实施模型的性能。通过与分析解法、现有实验数据和其他数值结果的比较,验证了所开发的塑性框架的稳定性和应力计算方案的正确性。同时,数值结果表明所开发的代码能够解决弹塑性大变形问题。利用 4D-LSM 在处理断裂问题方面的优势,通过简单的最大变形破坏准则验证了嵌入模型解决塑性断裂问题的能力。
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引用次数: 0
3D Semi-Analytical and Numerical Upper-Bound Homogenisation Approaches to the Out-of-Plane Strength Domain of a Running-Bond Masonry Wall 流水粘结砌体墙平面外强度域的三维半分析和数值上界均质化方法
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-10-03 DOI: 10.1002/nag.3851
Elodie Donval, Ghazi Hassen, Duc Toan Pham, Patrick de Buhan, Martin Vigroux

The present contribution proposes a new semi-analytical homogenisation approach to determine a running-bond masonry wall's in- and out-of-plane strength domain based on the yield design framework. The main novelty of such an approach is that it does not rely on simplifying assumptions such as infinitely thin joints or plane stress state within the blocks, by making use of 3D virtual failure mechanisms in the kinematic approach. The new semi-analytical approach is then compared to a state-of-the-art numerical implementation of the kinematic approach of yield design, relying on semi-definite programming. Several comparisons show a good agreement between the semi-analytical and the numerical approaches and outline the computational efficiency of the semi-analytical approach as well as the fact that it is very well suited for engineering design purposes. Both proposed approaches are then compared to existing approaches based on the limit analysis or yield design framework.

本论文基于屈服设计框架,提出了一种新的半分析均质化方法,用于确定流水粘结砌体墙的平面内和平面外强度域。这种方法的主要新颖之处在于,它不依赖于简化假设,如无限薄的接缝或砌块内的平面应力状态,而是利用运动学方法中的三维虚拟破坏机制。然后,将新的半分析方法与屈服设计运动学方法的最先进数值实施方法(依赖于半定量编程)进行比较。几项比较显示,半分析方法和数值方法之间的一致性很好,并概述了半分析方法的计算效率,以及它非常适合工程设计目的这一事实。然后,将这两种拟议方法与基于极限分析或屈服设计框架的现有方法进行了比较。
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引用次数: 0
Microscopic Thermo-Mechanical Properties and Phase Transition of Bulk Ice-Ih 块冰的微观热力学性质和相变
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-10-03 DOI: 10.1002/nag.3856
Pengchang Wei, Weiwei Niu, Chi Yao, Zhenyu He, Yuan-Yuan Zheng, Wei Ma

The ice–water phase transition of bulk ice could develop with varying temperatures and external loads, significantly affecting its mechanical properties. The coupling effect of temperature and shear loads on the thermo-mechanical properties of bulk ice and its phase transition evolution is poorly understood, especially at the nanoscale. In this study, molecular dynamics (MD) simulation method was employed to investigate the thermo-mechanical behaviours of bulk ice-Ih system at the microscale under various temperatures (73–270 K) and shear paths, where its phase transition, elastic properties, structure deformation mechanism and structural anisotropy were discussed. The simulation results show that (1) the shear modulus, shear strength and ultimate shear strain of bulk ice-Ih system could linearly decrease with rising temperature, aligning with previous studies. (2) Two types of failure modes from bulk ice-Ih system were founded, such as solid–liquid phase co-existence at 73–225 K and liquid phase at 250–270 K. (3) Ice melting into water was attributed to the fracture of hydrogen bond during shear process. (4) Compared to vertical shearing (XZ (112¯0$11bar{2}0$) and YZ (011¯0$01bar{1}0$)) directions, the mechanical response along the horizontal shearing (XY (0001)) direction was most sensitive to temperature effect.

块冰的冰水相变会随着温度和外部载荷的变化而发生,从而对其机械特性产生重大影响。人们对温度和剪切载荷对块冰的热机械特性及其相变演化的耦合效应知之甚少,尤其是在纳米尺度上。本研究采用分子动力学(MD)模拟方法研究了块冰-Ih 体系在不同温度(73-270 K)和剪切路径下的微尺度热机械行为,讨论了其相变、弹性特性、结构变形机制和结构各向异性。模拟结果表明:(1)块冰-Ih 体系的剪切模量、剪切强度和极限剪切应变随温度升高呈线性下降,这与之前的研究结果一致。(2) 建立了两种块冰-Ih 体系失效模式,如 73-225 K 时的固液相共存和 250-270 K 时的液相共存。(4) 与垂直剪切(XZ()和 YZ())方向相比,沿水平剪切(XY(0001))方向的力学响应对温度效应最为敏感。
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引用次数: 0
Analytical Solution for 2D Electro-Osmotic Consolidation of Unsaturated Soil With Non-linear Voltage Distribution 非线性电压分布下非饱和土二维电渗透固结的解析解
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-27 DOI: 10.1002/nag.3854
Xudong Zhao, Jie Min, Shaolin Ding, Yang Liu, Jiaxin Liao, Shuai Zhang

Existing solutions for electro-osmotic consolidation assume a linear voltage distribution, which is inconsistent with the experimental findings. The present study introduces a novel two-dimensional electro-osmotic consolidation model for unsaturated soils, which considers the influence of non-linear voltage distribution. The closed-form solution is derived by employing the eigenfunction expansion method and the Laplace transform technique. The accuracy of the analytical solutions is validated through the implementation of finite element simulations. The findings from the parametric studies indicate that the excess pore water pressure (EPWP) observed in electro-osmotic consolidation is influenced by the distribution of voltage. The dissipation rate of EPWP is observed to be higher when subjected to non-linear voltage conditions compared to linear voltage conditions. Moreover, the impact of non-linear voltage distribution becomes more pronounced in unsaturated soil characterised by higher electro-osmosis conductivity and a lower ratio of kx/ky. In contrast, the excess pore air pressure (EPAP) remains unaffected by the voltage distribution.

现有的电渗固结解决方案假设电压为线性分布,这与实验结果不一致。本研究介绍了一种新的非饱和土壤二维电渗固结模型,该模型考虑了非线性电压分布的影响。利用特征函数展开法和拉普拉斯变换技术得出了闭式解。通过实施有限元模拟,验证了分析解的准确性。参数研究结果表明,在电渗固结中观察到的过剩孔隙水压力(EPWP)受电压分布的影响。与线性电压条件相比,在非线性电压条件下,EPWP 的耗散率更高。此外,非线性电压分布对非饱和土壤的影响更加明显,因为非饱和土壤的特点是电渗电导率较高,kx/ky 比值较低。相比之下,过剩孔隙气压(EPAP)仍然不受电压分布的影响。
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引用次数: 0
Intelligent Parameter Identification for a High-Cycle Accumulation Model of Sand With Enhancement of Cuckoo Search Algorithm 改进布谷鸟搜索算法,智能识别沙子高循环累积模型的参数
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-27 DOI: 10.1002/nag.3838
Shao-Heng He, Zhen-Yu Yin, Yifei Sun, Zhi Ding

This study presents a novel approach of intelligent parameter identification (IPI) for a high-cycle accumulation (HCA) model of sand, which reduces the subjective errors on manual parameter calibration and makes the use of the HCA model more accessible. The technique is based on optimization theory and adopts the cuckoo search algorithm (CSA). To improve search ability and convergence speed of CSA, several enhancements are implemented. First, the improved CSA (ICSA) incorporates quasi-opposition learning to expand the search space and replaces the original search strategy with a Cauchy random walk to enhance global search ability. Second, an adaptive scaling factor is introduced in the algorithm's control parameters to achieve a better balance between exploration speed and accuracy. Third, a dynamic inertia weight is used to balance the search between global and local spaces when generating new nest positions after abandoning old ones. The performance of the ICSA-based IPI approach is evaluated by comparing it with the original CSA-based IPI and manual calibration in determining the HCA model parameters. A comprehensive analysis is also conducted to assess the effectiveness and superiority of each improvement strategy introduced in the ICSA over the original CSA. All comparisons demonstrate that the proposed ICSA-based IPI method is more powerful and efficient in finding optimal parameters.

本研究提出了一种针对砂的高循环累积(HCA)模型的智能参数识别(IPI)新方法,它减少了人工参数校准的主观误差,使 HCA 模型的使用更加方便。该技术以最优化理论为基础,采用布谷鸟搜索算法(CSA)。为了提高 CSA 的搜索能力和收敛速度,对其进行了多项改进。首先,改进后的 CSA(ICSA)加入了准位置学习来扩展搜索空间,并用考奇随机游走代替了原来的搜索策略,以提高全局搜索能力。其次,在算法控制参数中引入了自适应缩放因子,以更好地平衡探索速度和精度。第三,在放弃旧巢穴位置后生成新巢穴位置时,使用动态惯性权重来平衡全局和局部空间的搜索。在确定 HCA 模型参数时,将基于 ICSA 的 IPI 方法与基于 CSA 的原始 IPI 方法和人工校准方法进行了比较,从而评估了基于 ICSA 的 IPI 方法的性能。此外,还进行了综合分析,以评估 ICSA 中引入的每种改进策略相对于原始 CSA 的有效性和优越性。所有比较结果表明,所提出的基于 ICSA 的 IPI 方法在寻找最佳参数方面更强大、更高效。
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引用次数: 0
Lateral Dynamic Impedances of Pile Embedded in Saturated Soil Considering Local Debonding at the Pile–Soil Interface 考虑桩土界面局部脱粘的饱和土中嵌入桩的侧向动力阻抗
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-27 DOI: 10.1002/nag.3849
Nansheng Ding, Zhaowei Ding, Qihua Zhao

An analytical solution based on the infinite layer theory of Novak and Biot's consolidation equation is developed in this study to evaluate the impact of local debonding occurring at the pile–soil interface. The potential functions are employed to decouple the differential equations that govern the soil deformations, while the dynamic resistances of soil are determined from the boundary conditions at the pile–soil interface in accordance with computational theory for mixed boundary problems. The Adomian decomposition method is introduced to obtain the dynamic impedances of pile. The effects of local debonding on the dynamic resistances of soil are investigated by comparing the results from the present solution with available schemes based on perfect contact assumption. The influences of pile–soil modulus ratio, exciting frequency, soil permeability, and slenderness ratio of pile while considering local debonding were then examined. The numerical results indicate that the local debonding occurring at the pile–soil interface dramatically weakened the lateral dynamic impedances of pile, and this trend was particularly pronounced at high frequency and small modulus ratio. Additionally, the local debonding phenomenon also imposes limitations on the implementation of the equivalent single-phase solution in practical engineering applications. The presented solution theoretically demonstrates the significant impact of local debonding on the dynamic response of piles embedded in saturated soil and may provide insight into determining parameter values in empirical equations.

本研究基于诺瓦克和比奥特固结方程的无穷层理论,开发了一种分析解决方案,以评估桩土界面发生局部脱粘的影响。根据混合边界问题的计算理论,采用势函数对控制土体变形的微分方程进行解耦,同时根据桩土界面的边界条件确定土体的动阻力。引入 Adomian 分解法获得桩的动阻抗。通过比较本方案与基于完全接触假设的现有方案的结果,研究了局部脱粘对土体动阻抗的影响。然后,在考虑局部脱粘的情况下,研究了桩土模量比、激励频率、土的渗透性和桩的细长比的影响。数值结果表明,桩土界面发生的局部脱粘现象极大地削弱了桩的横向动阻抗,这种趋势在高频率和小模量比时尤为明显。此外,局部脱粘现象也限制了等效单相解决方案在实际工程应用中的实施。所提出的解决方案从理论上证明了局部脱粘对嵌入饱和土壤中的桩的动态响应的重大影响,并为确定经验方程中的参数值提供了启示。
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引用次数: 0
Decoding Methane Flow in Fractured Clay: A Semi-Analytical Model With Matrix Diffusion and Advection 解码甲烷在断裂粘土中的流动:基质扩散和平流半解析模型
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-27 DOI: 10.1002/nag.3853
Qiao Wang, Fusheng Zha, Hamid Rajabi, Long Xu, Huaxiang Yan

Landfills emissions, ranking as the third-largest anthropogenic source of methane in the atmosphere, pose environmental challenges and threaten public health. The pivotal role of clay as a mitigating agent for methane emission within landfill cover systems cannot be overstated; however, our understanding of methane escape from fractured clay remains limited. This study aims to address the existing gaps by proposing a robust analytical model of methane transport in both fractures and clay matrix. Our investigation also includes a dimensionless analysis to govern the relative significance of diffusion and advection in methane emission from fractured clay, systematically reviewing factors such as the degree of water saturation (Sr) and fracture width. The methane concentration profiles in cracked clay demonstrated escalating sensitivity to Péclet (Pe) numbers, especially when advection dominates transport. Our findings also highlight the prevalence of preferential methane flow with increasing Sr in the clay matrix. The flux of methane emission from fractures at Sr = 0.8 was 130 times greater than that from intact clay. However, the study necessitates considering methane emission from clay matrix, particularly in dry clay conditions (Sr = 0.2 and 0.4). The accumulated methane emission flux from intact clay, more than that emitted from fractures by about 2.5 times at Sr = 0.2, was 1.3 × 10−5 g/m/s. The findings significantly advance the understanding of gas transport in fractured geomaterials, revealing the effect of water saturation and crack width on methane emissions from fractures. Overall, the outcomes emphasize the inclusion importance of methane emission from cracked clay in the design of gas barriers.

垃圾填埋场排放的甲烷是大气中第三大人为来源,对环境构成挑战,并威胁着公众健康。在垃圾填埋场覆盖系统中,粘土作为甲烷排放的缓解剂,其关键作用怎么强调都不为过;然而,我们对甲烷从断裂粘土中逸出的了解仍然有限。本研究旨在通过提出一个可靠的甲烷在裂缝和粘土基质中迁移的分析模型来弥补现有的不足。我们的研究还包括一项无量纲分析,以确定甲烷从裂缝粘土中排放时扩散和平流的相对重要性,并系统地审查了水饱和度(Sr)和裂缝宽度等因素。裂缝粘土中的甲烷浓度剖面显示出对佩克莱特(Pe)数的敏感性不断上升,尤其是当平流在传输中占主导地位时。我们的研究结果还突出表明,随着粘土基质中 Sr 的增加,甲烷会优先流动。当 Sr = 0.8 时,从裂缝中排放的甲烷流量比从完整粘土中排放的甲烷流量大 130 倍。不过,这项研究有必要考虑粘土基质的甲烷排放,尤其是在干燥粘土条件下(Sr = 0.2 和 0.4)。在 Sr = 0.2 时,完整粘土的甲烷累积排放通量为 1.3 × 10-5 g/m/s,是裂缝排放通量的约 2.5 倍。研究结果极大地推动了对断裂土工材料中气体传输的理解,揭示了水饱和度和裂缝宽度对裂缝甲烷排放的影响。总之,研究结果强调了在设计气体屏障时将裂缝粘土中的甲烷排放纳入其中的重要性。
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引用次数: 0
Theoretical Analysis and Field Investigation on Bearing Characteristics of the Long-Core SDCM Pile Under Vertical Load in Multilayered Soil 多层土壤垂直荷载下长轴 SDCM 桩承载特性的理论分析和现场研究
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-26 DOI: 10.1002/nag.3835
Zhiyu Gong, Guoliang Dai, Hongbo Liu, Xinsheng Chen, Haoran Ouyang, Jianxiong Jiang

The long-core SDCM pile is a typical type of stiffened deep cement mixing (SDCM) pile, it could be widely exploited in coastal geotechnical engineering because of its high bearing capacity, low settlement, green, and economic advantages. The long-core SDCM pile is constituted by a PHC pipe pile and cemented soil, the height of the PHC pipe pile is upward than the depth of the cemented soil reinforcement. This study implements a theoretical approach to load transfer analysis of the long-core SDCM pile under vertical load in layer soil. Herein, the shear constitutive models of the DCM pile-PHC pipe pile interface and the fictitious soil pile-PHC pipe pile interface are double exponential models, the compression constitutive model of the soil under the pile and the shear constitutive models of the DCM pile–soil interface and the fictitious soil pile–soil interface are ideal elastic–plastic models. The results obtained from this calculation model can match well with the data from on-site tests and other analytical solutions. The theoretical model is used to analyze the key parameters LD/LP, DD/DP, Ec, and Ep of the long-core SDCM pile. The LD/LP and DD/DP are the critical parameters affecting the bearing characteristics, and the minor settlement is affected by the changes of Ec and Ep.

长芯水泥搅拌桩(SDCM)是一种典型的加劲深层水泥搅拌桩(SDCM),因其承载力高、沉降小、绿色环保、经济实惠等优点,在沿海岩土工程中得到广泛应用。长芯 SDCM 桩由 PHC 管桩和水泥土构成,PHC 管桩高度大于水泥土加固深度。本研究采用理论方法对长芯 SDCM 桩在层土中竖向荷载作用下的荷载传递进行分析。其中,DCM 桩-PHC 管桩界面和虚构土桩-PHC 管桩界面的剪切组成模型为双指数模型,桩下土的压缩组成模型和 DCM 桩-土界面和虚构土桩-土界面的剪切组成模型为理想弹塑性模型。该计算模型得出的结果与现场试验数据和其他分析方法的结果十分吻合。该理论模型用于分析长芯 SDCM 桩的关键参数 LD/LP、DD/DP、Ec 和 Ep。LD/LP 和 DD/DP 是影响承载特性的关键参数,而小沉降则受 Ec 和 Ep 变化的影响。
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引用次数: 0
A Novel Prediction Model for Debris Flow Mean Velocity Based on Small Sample Data Taking Jiangjia Gully Watershed as an Example 以蒋家沟流域为例,基于小样本数据的泥石流平均流速新型预测模型
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-26 DOI: 10.1002/nag.3850
He Wei Kuang, Zhi Yong Ai, Gan Lin Gu

Among all the factors affecting the destructiveness of debris flow, the mean velocity is one of the most important characteristics. In this paper, we aim to apply a particle swarm optimization (PSO) based on the relevance vector machine (RVM) to predict the mean velocity. The PSO is used to optimize kernel parameters inside the RVM, whereas the RVM is responsible for completing the prediction task. Through sample training, a nonlinear relationship can be obtained, enabling a rapid prediction of the mean velocity for new samples. The debris flow dataset of Jiangjia Gully is used to evaluate the performance of PSO-RVM in this study. Besides, we further compare the prediction results of PSO-RVM with other prominent approaches, for example, the support vector machine (SVM), BP neural network (BP), and the RVM. The results show that the mean relative error (MRE) of PSO-RVM is only 0.69%. In addition, BP yields the highest MRE (27.61%), and the MRE (2.75%) corresponding to the RVM is lower than that (5.98%) yielded by the SVM. For the root mean square error (RMSE) and Theil's inequality coefficient (TIC), the PSO-RVM method still generates much lower RMSE (6.48%) and TIC (0.179%) values than the other three methods. Overall, compared with current debris flow prediction models, the PSO-RVM achieves high prediction accuracy, fewer optimization parameters, and low computational complexity. Finally, a sensitivity analysis is conducted to explore the dominative factors of debris flow.

在影响泥石流破坏性的所有因素中,平均速度是最重要的特征之一。本文旨在应用基于相关性向量机(RVM)的粒子群优化(PSO)来预测平均速度。PSO 用于优化 RVM 内部的核参数,而 RVM 则负责完成预测任务。通过样本训练,可以获得非线性关系,从而快速预测新样本的平均速度。本研究使用蒋家沟泥石流数据集来评估 PSO-RVM 的性能。此外,我们还进一步比较了 PSO-RVM 与其他著名方法(如支持向量机(SVM)、BP 神经网络(BP)和 RVM)的预测结果。结果显示,PSO-RVM 的平均相对误差(MRE)仅为 0.69%。此外,BP 的平均相对误差(MRE)最高(27.61%),RVM 的平均相对误差(2.75%)低于 SVM 的平均相对误差(5.98%)。在均方根误差(RMSE)和 Theil 不等式系数(TIC)方面,PSO-RVM 方法产生的均方根误差(RMSE)(6.48%)和 TIC(0.179%)值仍远低于其他三种方法。总体而言,与目前的泥石流预测模型相比,PSO-RVM 预测精度高、优化参数少、计算复杂度低。最后,进行了敏感性分析,以探讨泥石流的主导因素。
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引用次数: 0
Determination of Compaction Parameters of Cement-Lime Soils: Boosting-Based Ensemble Models 确定水泥石灰土的压实参数:基于提升的集合模型
IF 3.4 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2024-09-26 DOI: 10.1002/nag.3846
Yonas Tilahun, Xiao Qinghua, Argaw Asha Ashongo, Xiangyu Han

This study investigates the application of artificial intelligence (AI) models to predict soil compaction characteristics, specifically maximum dry density (MDD) and optimum moisture content (OMC), which are critical for stabilizing construction foundations. Traditional methods for determining MDD and OMC are labor-intensive and often influenced by factors such as soil type, plasticity, and compaction energy (E). The research employed AI models, including random forest regression (RF-R), gradient boosting regression (GB-R), XGBoosting regressor (XGB-R), and multilinear regression (ML-R), trained on a comprehensive dataset of soil properties. For the first time, compaction energy has been used as an input variable to predict soil cement lime stabilized compaction parameters. Among the models, GB-R demonstrated the highest prediction accuracy for MDD and OMC, outperforming RF-R, XGB-R, and ML-R. The performance of built-in models has been measured by three new index performance metrics: the a20-index, the index of scatter (IS), and the index of agreement (IA), in addition to four common metrics. Taylor diagrams confirmed the robustness of these predictions during lab testing. A sensitivity analysis revealed that MDD and OMC were most influenced by plastic limit (PL), compaction energy (E), liquid limit (LL), and plasticity index (PI). Additionally, curve-fitting techniques were applied to model the relationship between MDD, OMC, and these key factors. The results indicated that the GB-R model, particularly when focused on essential features, provided superior accuracy compared to traditional regression methods, offering a reliable tool for soil stabilization assessments in construction.

本研究调查了人工智能(AI)模型在预测土壤压实特性方面的应用,特别是对稳定建筑地基至关重要的最大干密度(MDD)和最佳含水量(OMC)。确定最大干密度(MDD)和最佳含水量(OMC)的传统方法需要耗费大量人力,而且经常受到土壤类型、塑性和压实能(E)等因素的影响。研究采用了人工智能模型,包括随机森林回归 (RF-R)、梯度提升回归 (GB-R)、XGB 提升回归器 (XGB-R) 和多线性回归 (ML-R),并在全面的土壤特性数据集上进行了训练。压实能首次被用作预测土壤水泥石灰稳定压实参数的输入变量。在这些模型中,GB-R 对 MDD 和 OMC 的预测精度最高,优于 RF-R、XGB-R 和 ML-R。内置模型的性能除了四个常用指标外,还通过三个新的指标性能指标来衡量:a20 指标、分散指标(IS)和一致指标(IA)。泰勒图证实了这些预测在实验室测试中的稳健性。敏感性分析表明,MDD 和 OMC 受塑性极限 (PL)、压实能 (E)、液体极限 (LL) 和塑性指数 (PI) 的影响最大。此外,还采用了曲线拟合技术来模拟 MDD、OMC 与这些关键因素之间的关系。结果表明,与传统回归方法相比,GB-R 模型(尤其是在关注基本特征时)提供了更高的准确性,为建筑工程中的土壤稳定评估提供了可靠的工具。
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International Journal for Numerical and Analytical Methods in Geomechanics
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