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Tunnelling-induced nonlinear responses of continuous pipelines resting on tensionless Winkler foundation 无张力温克勒地基上连续管道的隧穿非线性响应
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-24 DOI: 10.1016/j.trgeo.2024.101386
Cungang Lin , Zhongjie Wang , Zhongqiang Liu , Xianghuan Luo , Baosong Ma , Yu Chen
Prevailing analytical approaches for tunnelling-induced soil-pipeline interactions predominantly rely on linear analyses, limiting their applicability in nonlinear scenarios. This study introduces a novel tensionless Winkler solution that accounts for gap formation and soil yielding, validated against three well-documented experiments and demonstrating superiority over existing Winkler solutions. Additionally, plate load tests refine traditional soil-bearing theories for buried pipelines in sand, providing subgrade stiffness and ultimate bearing capacity values pertinent to tunnelling-induced interactions. Parametric studies highlight amplified nonlinearity in pipeline behaviours with increased pipeline flexural rigidity and tunnel volume loss, due to soil-pipeline separation and subgrade yielding. Notably, ignoring gap formation and soil yielding leads to overly conservative estimations of pipeline deflections and bending moments. Higher subgrade moduli increase pipeline strains, while enhanced subgrade bearing capacity above the pipeline prevents soil yielding, rendering its effect negligible, whereas the bearing capacity beneath the pipeline is inconsequential in tunnelling scenarios.
针对隧道引起的土壤-管道相互作用的主流分析方法主要依赖于线性分析,限制了其在非线性情况下的适用性。本研究介绍了一种新型无张力温克勒解决方案,该方案考虑了间隙形成和土壤屈服,并通过三项有据可查的实验进行了验证,证明其优于现有的温克勒解决方案。此外,平板载荷试验还完善了沙土中埋设管道的传统土壤承载理论,提供了与隧道引起的相互作用相关的基层刚度和极限承载力值。参数研究突出表明,由于土壤-管道分离和路基屈服,管道行为的非线性增强,管道弯曲刚度和隧道容积损失增加。值得注意的是,忽略缝隙形成和土壤屈服会导致对管道挠度和弯矩的估计过于保守。较高的路基模量会增加管道应变,而管道上方增强的路基承载能力可防止土壤屈服,使其影响可以忽略不计,而管道下方的承载能力在隧道工程中则无足轻重。
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引用次数: 0
Risk-based probabilistic assessment of a bridge collapse due to abutments scour. A case study 对桥墩冲刷导致的桥梁坍塌进行基于风险的概率评估。案例研究
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-23 DOI: 10.1016/j.trgeo.2024.101369
Ferdinando Totani , Angelo Aloisio , Michele Angiolilli , Danilo Ranalli
Many bridges are constructed over waterways, exposing their support systems to scour caused by flowing water-induced bed shear stresses over time. This study focuses on analysing the local scour beneath an abutment, which led to the collapse of a poorly reinforced concrete bridge in Italy. The analysis investigates the causes of the collapse on the basis of a geotechnical characterisation of the subsoil foundation and mechanics characterisation of the abutment. By estimating the scour amplitude below the abutment, an advanced Finite Element fracture mechanics model was used to study the collapse of the bridge. The study makes it possible to assess the probability of collapse based on the scour width beneath the abutment and offer an approach to assess the safety of infrastructure. Finally, the results show that the empirical model for shear capacity is overly unconservative and sometimes unreliable in this special context. and therefore failure should be predicted from the fracture mechanics based on adopting appropriate reduction factors for shear capacity.
许多桥梁都建在水道之上,因此其支撑系统会长期受到水流引起的河床剪应力的冲刷。本研究的重点是分析导致意大利一座钢筋混凝土结构不良桥梁倒塌的桥墩下方的局部冲刷。分析以底土地基的岩土特征和桥墩的力学特征为基础,研究了坍塌的原因。通过估算桥墩下方的冲刷幅度,使用先进的有限元断裂力学模型研究了桥梁的坍塌。这项研究可以根据桥墩下方的冲刷宽度评估坍塌的概率,并提供一种评估基础设施安全性的方法。最后,研究结果表明,在这种特殊情况下,剪切承载力的经验模型过于不严谨,有时甚至不可靠,因此应在采用适当的剪切承载力折减系数的基础上,通过断裂力学来预测坍塌。
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引用次数: 0
Experimental investigation and modelling of the mechanical behaviors of fine/coarse soil mixture 细土/粗土混合物力学行为的实验研究与建模
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-20 DOI: 10.1016/j.trgeo.2024.101382
Yu Su , Yu-Jun Cui , Jean-Claude Dupla , Jean Canou
An interlayer was formed in the conventional railway track, due to the interpenetration between ballast grains and subgrade fines under the effect of train circulation. Considering the interlayer’s high bearing capacity, it has been remained in the railway track in its renewal program. In present study, the mechanical behaviors of such fine/coarse soil mixture were experimentally explored and theoretically modeled. Results show that: (i) the soil–water retention curve (SWRC) of mixture was solely related to the dry density of fine soil ρd-f, while independent of the coarse grain content fv; (ii) two various fabrics of mixture were distinguished by a characteristic fv-cha value: a fine matrix macrostructure when fv < fv-cha and a coarse grain dominated fabric when fv > fv-cha; (iii) an increasing water content induced the growth of permanent strain ε1p and a decline of resilient modulus Mr due to the decline of suction ψ, but the growth of damping ratio Dr due to the rise of soil viscosity; (iv) a constitutive model was developed for the ε1p by incorporating the SWRC, which allows the influences of the number of loading cycles N, deviator stress σd and fv to be considered. A constitutive model was also proposed for the Mr, taking the influences of σd,ψ and fv into account.
在列车循环的作用下,由于道碴颗粒和路基细料之间的相互渗透,在传统的铁轨上形成了一层夹层。考虑到夹层具有较高的承载能力,在铁路轨道的更新计划中一直保留着这种夹层。本研究对这种细/粗土混合物的力学行为进行了实验探索和理论建模。结果表明(i) 混合物的土壤-水分保持曲线(SWRC)只与细土的干密度 ρd-f 有关,而与粗粒含量 fv 无关;(ii) 混合物的两种不同结构可通过特征 fv-cha 值区分:当 fv < fv-cha 时为细基质大结构,当 fv > fv-cha 时为粗粒为主的结构;(iii) 含水量的增加引起永久应变 ε1p 的增长,由于吸力 ψ 的下降引起弹性模量 Mr 的下降,但由于土壤粘度的增加引起阻尼比 Dr 的增长;(iv) 结合 SWRC 为 ε1p 建立了一个构成模型,可以考虑加载循环次数 N、偏差应力 σd 和 fv 的影响。考虑到 σd、ψ 和 fv 的影响,还为 Mr 提出了一个构成模型。
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引用次数: 0
Numerical tests on dynamic response of pile-supported reclaimed embankment for high-speed railway in saturated soft ground using soil–water coupling elastoplastic FEM 利用土水耦合弹塑性有限元对饱和软土地基中高速铁路桩基支撑填海路堤的动态响应进行数值试验
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-20 DOI: 10.1016/j.trgeo.2024.101374
Qiang Huang , Zhengyang Cui , Hiromasa Iwai , Yini Zhong , Feng Zhang
High-speed train (HST) running in the saturated soft ground induces significant vibration that may threaten the running safety and serviceability of high-speed railway (HSR). Extensive studies have been conducted on the dynamic responses of HSR, yet, the soil–water coupling and plastic behavior in the saturated soft ground are rarely considered, and thus the build-up of excess pore water pressure (EPWP) and displacement cannot be accurately calculated. In this study, 2D soil–water coupling elastoplastic FEM was employed to investigate HST induced vibration in the pile-supported embankment using FE code called DBLEAVES. Dynamic soil stress, EPWP, acceleration and displacement under different cases were numerically analyzed in detail. Numerical tests confirm that liquid phase in soft ground plays important influence on the dynamic responses that vertical acceleration and displacement will be overestimated while the horizontal acceleration and displacement as well as EPWP will be underestimated if soil–water coupling is not considered. Single-phase analysis also exaggerates the acceleration attenuation and underestimate the vibration amplification in soft ground. The existence of piles can induce significant soil arching effect in the embankment, the distributions of vertical acceleration and EPWP are partitioned sharply by the piles while vertical displacement in soft ground becomes more uniform along the depth direction within the pile reinforced area. The existence of piles also induces stronger vibration beneath the pile end so that larger EPWP is generated below the pile end than around the pile body. The main influence area due to HST vibration for pile-supported embankment is overall 20 m away from the centerline of HSR track, therefore, it is reasonable to improve the ground by properly increasing the number of pile within this area. When the number of pile is determined, increasing the length of pile or reducing the pile spacing are two effective ways to mitigate the dynamic response.
高速列车(HST)在饱和软土地基上运行时会产生明显的振动,这可能会威胁到高速铁路(HSR)的运行安全和适用性。人们对高速铁路的动态响应进行了大量研究,但很少考虑饱和软土地基中的土水耦合和塑性行为,因此无法准确计算过剩孔隙水压力(EPWP)的积累和位移。本研究采用二维土水耦合弹塑性有限元,利用名为 DBLEAVES 的有限元代码研究了 HST 诱导的桩基路堤振动。对不同情况下的土体动应力、EPWP、加速度和位移进行了详细的数值分析。数值试验证实,软土地基中的液相对动力响应有重要影响,如果不考虑土水耦合,垂直加速度和位移会被高估,而水平加速度和位移以及 EPWP 则会被低估。单相分析还会夸大加速度衰减,低估软土地基的振动放大。桩的存在会在路堤中引起明显的土拱效应,垂直加速度和 EPWP 的分布被桩急剧分割,而软土地基中的垂直位移在桩加固区域内沿深度方向变得更加均匀。桩的存在也会引起桩端下方更强烈的振动,因此桩端下方产生的 EPWP 要大于桩身周围。桩基加固路堤受 HST 振动的主要影响范围是距高铁轨道中心线 20 米处,因此在此范围内适当增加桩基数量以改善地基是合理的。在确定桩数后,增加桩长或减小桩间距是减轻动态响应的两种有效方法。
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引用次数: 0
Centrifuge tests study on settlement and damage modes of bridge approaches using deep-seated slab 利用深层板对桥梁引桥的沉降和破坏模式进行离心试验研究
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-19 DOI: 10.1016/j.trgeo.2024.101381
Chenlei Jiao , Jun Peng , Yu Diao , Gang Zheng , Jiangang Han
The issue of bridge end bumps is a critical concern in the failure of bridge and bridge approaches. A series of novel centrifuge tests utilizing a ring model box were conducted to investigate settlement and its induced damages at the bridge approach. A new mitigation method, the deep-seated slab, for bridge end bumps was modeled in the test. This study analyzed the decisive role of pavement stiffness, soil modulus, and load cycles on deformation from the perspective of structure-soil interaction under standard traffic load conditions. The test results show that when deep-seated slabs are used, the deformation of the bridge approach follows an exponential decay pattern, eventually stabilizing after approximately one slab length. Furthermore, the upper and lower bridges exhibit distinct damage modes, i.e., the bridge damage by wheel collision at the upper bridge and the pavement damage by wheel impact at the lower bridge. The damage zone on the pavement is approximately 1.7 times the wheel width and the damage zone on the bridge 2.6 times. Finally, a predictive model for the deformation of bridge approaches was proposed, considering the effect of pavement stiffness, subgrade soil modulus, and load cycles. The relationship between the deformation and the three normalized variables conforms to the quadratic polynomial function.
桥端凸起问题是桥梁和引桥失效的一个关键问题。为了研究桥梁引桥的沉降及其诱发的破坏,利用环形模型箱进行了一系列新型离心机试验。试验中模拟了一种新的桥端凸起缓解方法,即深层板。这项研究从标准交通荷载条件下结构与土壤相互作用的角度,分析了路面刚度、土壤模量和荷载循环对变形的决定性作用。试验结果表明,当使用深层板时,桥梁引桥的变形遵循指数衰减模式,在大约一个板长后最终趋于稳定。此外,上桥和下桥表现出不同的损坏模式,即上桥的车轮碰撞造成桥梁损坏,下桥的车轮撞击造成路面损坏。路面的损坏区域约为车轮宽度的 1.7 倍,桥梁的损坏区域约为车轮宽度的 2.6 倍。最后,考虑到路面刚度、路基土模量和荷载循环的影响,提出了桥梁引桥变形的预测模型。变形与三个归一化变量之间的关系符合二次多项式函数。
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引用次数: 0
A simple model incorporating foam rheology to quantify foam penetration behaviour in EPB shield tunnelling 结合泡沫流变学的简单模型,量化 EPB 屏蔽隧道中的泡沫穿透行为
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-19 DOI: 10.1016/j.trgeo.2024.101380
He Huang , Wan-Huan Zhou , Su Qin , Adam Bezuijen
Fulfilling the role of a soil conditioner, foam plays a pivotal role in Earth Pressure Balance (EPB) shield tunnelling by enhancing soil properties such as lowering permeability and increasing flowability. This study introduces a macro-model designed to quantify foam penetration behaviour in saturated sand, utilising rheological properties. To validate this model, experiments were conducted to replicate the foam penetration behaviour. Six sand beds characterised by varying particle sizes, along with foam having an expansion ratio of fifteen, were employed for penetration tests under different hydraulic conditions utilising a sand column device. The rheological profile of the foam is described by the power-law model, as also found by rheometer tests, although with different parameters. The flow behaviour of foam within the sand column conforms to the flow equation that governs power-law fluids in porous media. The developed model effectively predicts the foam penetration process under varying hydraulic conditions compared with the experimental results. Furthermore, the fitting results of the experimental data indicate that the flow behaviour index of the foam remains approximately 0.09 across all tests, regardless of the type of sand used. In contrast, the model-derived generalised permeability coefficient strongly correlates with the effective particle size (d10) of the sand bed. Overall, the model effectively quantifies the foam penetration behaviour, accounting for changes in infiltration velocity and pore water pressure, which is essential for understanding the transfer of support pressure in EPB shield tunnelling.
泡沫在土压平衡(EPB)盾构掘进中扮演着土壤改良剂的角色,通过增强土壤性质(如降低渗透性和增加流动性)发挥着举足轻重的作用。本研究介绍了一种宏观模型,旨在利用流变特性量化泡沫在饱和砂中的渗透行为。为验证该模型,进行了泡沫渗透行为的实验。在不同的水力条件下,利用砂柱装置对六个颗粒大小不同的砂床以及膨胀比为 15 的泡沫进行了渗透测试。泡沫的流变曲线由幂律模型描述,流变仪测试也发现了这一点,但参数不同。泡沫在砂柱中的流动行为符合多孔介质中幂律流体的流动方程。与实验结果相比,所建立的模型能有效预测不同水力条件下的泡沫渗透过程。此外,实验数据的拟合结果表明,无论使用哪种类型的砂,泡沫在所有试验中的流动特性指数都保持在 0.09 左右。相比之下,模型得出的广义渗透系数与砂床的有效粒径(d10)密切相关。总体而言,该模型有效地量化了泡沫的渗透行为,考虑了渗透速度和孔隙水压力的变化,这对于理解 EPB 护盾隧道中支撑压力的传递至关重要。
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引用次数: 0
Railway Track Deterioration Models: A Review of the State of the Art 铁轨老化模型:最新技术综述
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-19 DOI: 10.1016/j.trgeo.2024.101377
Georgios Rempelos , Giacomo Ognibene , Louis Le Pen , Simon Blainey , John Preston , William Powrie
There has been a railway renaissance in Britain since the 1990s, with passenger kilometres approximately doubling between 1990 and 2019. Despite changing habits caused by the COVID-19 pandemic, the latest data show that passenger journeys are almost back to their 2019 levels. Without building new lines (HS2 being not yet open and recently downgraded in scope), increased use has led to increased rates of infrastructure deterioration and a need for more maintenance and renewal to create the capacity on the aged existing railway network to meet this demand. Against this background, there have been on-going efforts in the field of railway track deterioration modelling to limit component failures and prolong the remaining useful life of the infrastructure. Analysis and modelling techniques have become increasingly detailed owing to advances in real-time data-acquisition and computational methods and the emergence of ‘big data’ approaches to interpretation. However, previous studies have generally merely confirmed the complexity of modelling track deterioration. There are few if any systematic reviews of deterioration models aimed at informing infrastructure managers (IM) from a whole-life asset management perspective. This paper addresses this knowledge gap by building on previous research to present a systematic taxonomy of track deterioration models, and proposing a hierarchical classification based on level of detail and functionality.
自 20 世纪 90 年代以来,英国铁路实现了复兴,1990 年至 2019 年间客运里程增长了约一倍。尽管 COVID-19 大流行导致人们的出行习惯发生了改变,但最新数据显示,乘客出行量几乎恢复到了 2019 年的水平。在不建设新线路的情况下(HS2 尚未开通,且最近已缩小了范围),使用量的增加导致基础设施的损坏率上升,需要进行更多的维护和更新,以便在老化的现有铁路网络上创造运能,满足这一需求。在此背景下,铁路轨道老化建模领域一直在努力限制部件故障,延长基础设施的剩余使用寿命。由于实时数据采集和计算方法的进步以及 "大数据 "解释方法的出现,分析和建模技术变得越来越详细。然而,以往的研究通常只是证实了轨道老化建模的复杂性。从全寿命资产管理的角度出发,对旨在为基础设施管理者(IM)提供信息的老化模型进行系统性回顾的研究少之又少。本文在以往研究的基础上,提出了轨道老化模型的系统分类法,并根据详细程度和功能提出了分层分类法,从而弥补了这一知识空白。
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引用次数: 0
Dynamic and static compaction methods deriving different strain evolutions under cyclic loading for silt and its microscopic interpretation 动态和静态压实法得出淤泥在循环加载下的不同应变演变及其微观解释
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-18 DOI: 10.1016/j.trgeo.2024.101378
Xinyu Ye , Sheng Zhang , Yu Lei , Yi Jiang , Yang Chen , Menghong Chen

To satisfy the economic requirements and reduce the impact to the surrounding buildings and underground structures, the dynamic compaction (heavy tamping) and static compaction are combined used in the soil filling for airport subgrade. Despite compaction the subgrades in the same degree of compaction, the subgrades filled by dynamic and static compaction method show different increase potential in the permanent strain under cyclic loading, which then further result in the differential settlement and safety problems. This study firstly investigated the compaction characteristics under static compaction and different dynamic compaction scheme, during which the static and dynamic compaction strain and stress evolutions were monitored. The cyclic triaxial tests were then performed to investigate the sample preparation method derived difference in permanent strain under cyclic loading. Furthermore, to provide a microscopic interpretation to this difference, the pore size distributions of the silt samples based on mercury intrusion porosimetry (MIP) test and the internal particle contact stresses from discrete element method (DEM) simulation were respectively explored. The main conclusions are as follows: (1) The dynamic compaction processes can be divided into rapid and slow compaction strain stages determined by strain growth rate and compaction numbers, which further influences the homogeneity of soil samples; (2) The statically compacted samples have more significant permanent strain than the dynamic ones due to the localized stress concentration and different pore microstructures; the permanent strain increases with dynamic compaction energy until a stable stage is reached. (3) The MIP results show that the dynamic compaction transforms the macropores into mesopores; the higher compaction energy enhances this transforming effect but results in a decrease in the overall homogeneity.

为了满足经济性要求,减少对周围建筑物和地下结构的影响,在机场路基土填筑中采用了动态压实(重型夯实)和静态压实相结合的方法。尽管压实度相同,但采用动态压实和静态压实方法填筑的基层在循环荷载作用下永久应变的增加潜力不同,进而导致不同的沉降和安全问题。本研究首先研究了静态压实和不同动态压实方案下的压实特性,监测了静态和动态压实应变和应力的变化。然后进行了循环三轴试验,以研究样品制备方法导致的循环加载下永久应变的差异。此外,为了从微观上解释这种差异,还分别探讨了基于汞侵入孔隙模拟(MIP)试验的淤泥样品孔径分布和离散元法(DEM)模拟的内部颗粒接触应力。主要结论如下(1)动态压实过程可分为快速压实应变阶段和慢速压实应变阶段,由应变增长率和压实次数决定,这进一步影响了土样的均匀性;(2)由于局部应力集中和孔隙微结构不同,静态压实土样比动态压实土样具有更显著的永久应变;永久应变随动态压实能量的增加而增加,直至达到稳定阶段。(3) MIP 结果表明,动态压实将大孔隙转化为中孔隙;压实能量越高,这种转化效果越强,但会导致整体均匀性下降。
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引用次数: 0
Detailed particle breakage of crushable granular materials under cyclic shearing conditions using dyed gypsum technique 在循环剪切条件下,利用染色石膏技术详细测定可破碎颗粒材料的颗粒破碎情况
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-14 DOI: 10.1016/j.trgeo.2024.101376
Yu-Xuan Liu, Chao-Min Shen, Si-Hong Liu, Yuan-Sheng Liu, Chen-Geng Liu

Particle breakage of granular materials under cyclic shearing is related to a variety of engineering problems in geotechnical and transportation engineering. However, there is limited understanding regarding the detailed evolution law of breakage under cyclic shearing. To this end, a series of cyclic simple shear tests were conducted on artificially dyed gypsum particles. It was observed that, in contrast to the particle size distribution of the whole sample, the fractional particle size distributions of gap-graded samples followed a unified breakage evolution path as those of the uniformly graded ones and tended towards fractional fractal distributions. These results have inspired the introduction of the fractional breakage index. Moreover, the breakage-plastic work relationship was further extended to describe the breakage of fractional particles, incorporating the effect of the number of cycles on the plastic work distribution. Finally, based on the concept of breakage-packing, a predictive model for plastic work-breakage-deformation of crushable granular materials under cyclic shearing was proposed. These results have the potential in understanding the detailed particle breakage evolution and establishing a predictive framework for the breakage-induced deformation of crushable granular materials.

粒状材料在循环剪切作用下的颗粒破碎与岩土工程和交通工程中的各种工程问题有关。然而,人们对循环剪切作用下破损的详细演变规律了解有限。为此,我们对人工染色石膏颗粒进行了一系列循环简单剪切试验。结果发现,与整个样品的粒度分布不同,间隙分级样品的碎裂粒度分布与均匀分级样品的碎裂粒度分布遵循统一的碎裂演化路径,并趋向于碎裂分形分布。这些结果启发了分形断裂指数的引入。此外,还进一步扩展了断裂-塑性功关系,将循环次数对塑性功分布的影响纳入其中,以描述分数颗粒的断裂情况。最后,基于破碎-堆积的概念,提出了循环剪切下可破碎颗粒材料塑性功-破碎-变形的预测模型。这些结果有助于了解颗粒破碎演变的详细过程,并为可破碎颗粒材料的破碎诱导变形建立预测框架。
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引用次数: 0
Improved determination of the S-wave velocity of rocks in dry and saturated conditions: Application of machine-learning algorithms 改进干燥和饱和条件下岩石 S 波速度的测定:机器学习算法的应用
IF 4.9 2区 工程技术 Q1 ENGINEERING, CIVIL Pub Date : 2024-09-14 DOI: 10.1016/j.trgeo.2024.101371
Mohammad Rezaei , Seyedeh Rahele Ahmadi , Hoang Nguyen , Danial Jahed Armaghani

The determination of S-wave velocity (Vs) is of significant importance in various engineering disciplines, including mining, civil, and geotechnical engineering. It is beneficial to indirectly determine Vs under both dry and saturated conditions and to understand its relationship with influencing input variables: coring depth (H), durability index (DI), water content (Wa), dry density (ρd), saturated density (ρs), and porosity (n). In this study, we evaluate these relationships using three multiple machine-learning algorithms (MLAs): artificial neural network (ANN), fuzzy inference system (FIS), and gene expression programming (GEP), alongside a linear regression method (LRM) and predict both dry S-wave velocity (Vs-dry) and saturated S-wave velocity (Vs-sat) of rocks. The research involves the analysis of 90 datasets derived from samples of schist, phyllite, and sandstone rocks collected from Azad and Bakhtiari dam sites in Iran. The diversity of these datasets is a key advantage of this study, providing a solid foundation for models training and testing while enhancing the models’ generalizability. Model optimization techniques are employed in the Python, MATLAB, GenXProTools, and SPSS environments to identify the most effective versions of ANN, FIS, GEP, and LRM models, respectively. The prediction performance analysis reveals that all applied models yield acceptable levels of accuracy for predicting Vs-dry and Vs-sat. However, GEP emerges as the best model for predicting both Vs-dry and Vs-sat. The ANN and FIS models also achieve high levels of accuracy, while LRM performs comparatively less well. Additionally, sensitivity analysis conducted using the cosine amplitude method (CAM) highlights the influence of different variables on Vs-dry and Vs-sat. The ρd is found to be the most influential parameter on Vs-dry, whereas DI exhibits the least impact. Conversely, the ρs significantly affects Vs-sat, while Wa shows the lowest impact. The exceptional performance of these proposed MLAs confirms their applicability in real-world rock engineering and geotechnics projects, offering precise determination of Vs. The diversity of studied rock types and datasets, along with the use of cost-effective and easy measurable inputs, the determination of Vs in both dry and saturated status, and the application of robust MLAs for Vs determination are the main novelties of this study. However, further researches involving additional datasets and more rock types are required to validate these findings.

S 波速度(Vs)的测定在采矿、土木和岩土工程等多个工程学科中都具有重要意义。在干燥和饱和条件下间接测定 Vs 并了解其与影响输入变量(取芯深度 (H)、耐久性指数 (DI)、含水量 (Wa)、干密度 (ρd)、饱和密度 (ρs) 和孔隙度 (n) )之间的关系非常有益。在本研究中,我们使用三种多重机器学习算法(MLAs):人工神经网络(ANN)、模糊推理系统(FIS)和基因表达编程(GEP),结合线性回归方法(LRM)对这些关系进行了评估,并预测了岩石的干 S 波速度(Vs-dry)和饱和 S 波速度(Vs-sat)。研究涉及对 90 个数据集的分析,这些数据集来自伊朗阿扎德和巴赫蒂亚里坝址采集的片岩、辉绿岩和砂岩样本。这些数据集的多样性是本研究的主要优势,为模型的训练和测试提供了坚实的基础,同时增强了模型的普适性。在 Python、MATLAB、GenXProTools 和 SPSS 环境中分别采用了模型优化技术,以确定最有效的 ANN、FIS、GEP 和 LRM 模型版本。预测性能分析表明,所有应用模型预测 Vs-dry 和 Vs-sat 的准确度都达到了可接受的水平。然而,GEP 是预测 Vs-dry 和 Vs-sat 的最佳模型。ANN 和 FIS 模型也达到了较高的准确度,而 LRM 模型的准确度相对较低。此外,使用余弦振幅法(CAM)进行的敏感性分析凸显了不同变量对 Vs-dry 和 Vs-sat 的影响。结果发现,ρd 是对 Vs-dry 影响最大的参数,而 DI 的影响最小。相反,ρs 对 Vs-sat 的影响很大,而 Wa 的影响最小。这些拟议工作重点的卓越性能证实了它们在实际岩石工程和岩土工程项目中的适用性,可提供 Vs 的精确测定。所研究岩石类型和数据集的多样性,以及所使用的具有成本效益且易于测量的输入数据、干燥和饱和状态下的 Vs 测定,以及应用稳健的 MLA 进行 Vs 测定,是本研究的主要创新点。不过,要验证这些发现,还需要涉及更多数据集和更多岩石类型的进一步研究。
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Transportation Geotechnics
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