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Machine learning modelling of tensile force in anchored geomembrane liners 锚固土工膜衬垫张力的机器学习建模
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-03-09 DOI: 10.1680/jgein.22.00377
K. Raviteja, K. Kavya, R. Senapati, K. Reddy
Geomembrane liners (GM) anchored in the trenches of municipal solid waste (MSW) landfills undergo pullout failures when the applied tensile stresses exceed the ultimate strength of the liner. Present study estimates the tensile strength of GM liner against pullout failure from anchorage with the help of machine learning (ML) techniques. Five ML models, viz. multilayer perceptron (MLP), extreme gradient boosting (XGB), support vector regression (SVR), random forest (RF) and locally weighted regression (LWR) were employed in this work. The effect of anchorage geometry, soil density and interface friction are studied with regard to the tensile strength of geomembrane. In this study, 1520 samples of soil-geomembrane interface friction were used. The ML models were trained and tested with 90% and 10% of data, respectively. The performance of ML models was statistically examined using the coefficients of determination (R2, R2adj) and mean square errors (MSE, RMSE). In addition, an external validation model and K-fold cross-validation techniques are used to check the models’ performance and accuracy. Among the chosen ML models, MLP was found to be superior in accurately predicting the tensile strength of GM liner. The developed methodology is useful for tensile strength estimation and beneficially employed in landfill design.
土工膜衬垫(GM)锚固在城市生活垃圾填埋场的沟槽中,当施加的拉应力超过衬垫的极限强度时,衬垫就会发生拉出破坏。本研究利用机器学习(ML)技术估算了GM尾管抗锚固拔失稳的抗拉强度。本文采用了多层感知器(MLP)、极端梯度增强(XGB)、支持向量回归(SVR)、随机森林(RF)和局部加权回归(LWR) 5种机器学习模型。研究了锚固几何形状、土密度和界面摩擦力对土工膜抗拉强度的影响。本研究采用1520个土-土工膜界面摩擦试样。ML模型分别用90%和10%的数据进行训练和测试。使用决定系数(R2, R2adj)和均方误差(MSE, RMSE)对ML模型的性能进行统计检验。此外,使用外部验证模型和K-fold交叉验证技术来检查模型的性能和准确性。在选择的ML模型中,MLP模型在准确预测GM衬板抗拉强度方面优于MLP模型。该方法可用于抗拉强度估算,并可用于垃圾填埋场设计。
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引用次数: 1
Laboratory preparation and tensile signal response of sensor-enabled piezoelectric geobelt 传感器驱动的压电土工带的实验室准备和拉伸信号响应
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-03-06 DOI: 10.1680/jgein.23.00003
Y. Rao, J. Ye, H. Wang, J. Wang, G. Ding, J. Ni
In this study, a sensor-enabled piezoelectric geobelt (SPGB) was developed, and its mechanical properties and signal output mode were analyzed. It is found that the output voltage signal of SPGB increases with the increase of strain rate. Furthermore, the normalized impedance of SPGB samples at different strain rates has a linear relationship with their strain rate. This study shows that the self-sensing function of SPGB can monitor its deformation signal and quantify its deformation behavior. Thus, this function can provide an early warning and has a reference significance for further engineering applications of SPGB.
研制了一种传感器驱动的压电式地震带(SPGB),对其力学性能和信号输出模式进行了分析。结果表明,SPGB的输出电压信号随应变速率的增大而增大。SPGB试样在不同应变速率下的归一化阻抗与应变速率呈线性关系。研究表明,SPGB自传感功能可以监测其变形信号,量化其变形行为。因此,该功能可以为SPGB的进一步工程应用提供预警和参考意义。
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引用次数: 0
Gas flow characteristics of GCL under distortions, wet-dry cycles, and hydrating fluids GCL在畸变、干湿循环和水合流体条件下的气体流动特性
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-03-06 DOI: 10.1680/jgein.22.00391
V. Khan, S. Rajesh
Geosynthetic clay liner (GCL) is commonly used as landfill cover and base liner material to limit the transfer of landfill gases and leachates from the landfill to the environment. In the engineered landfill, the gas transfer occurs by advection and diffusion, which may take place at different time frames or simultaneously depending on placement conditions. Hence, the efficacy of GCL as a gas barrier under advection and diffusion needs to be assessed at various geoenvironmental settings. In the present study, the gas flow response of unsaturated GCL under advection and diffusion were evaluated at various apparent degree of saturation, distortion levels, hydrating fluids, and wet-dry cycles using the custom-designed test apparatus. The gas permeability and gas diffusion coefficient of GCL were found to decrease by four and three orders of magnitude respectively with an increase in apparent degree of saturation from 7% to 80%. The gas permeability and gas diffusion coefficient were increased with an increase in distortion levels 0 to 0.169. With an increase in wet-dry cycles 1 to 5, gas permeability and gas diffusion of GCL were increased marginally when hydrated with distilled water while it was increased by one order of magnitude for hydrated with 0.0125 M CaCl2 solution. The results obtained from the present study were compared with published results and found to be well agreement.
土工合成粘土衬垫(GCL)通常用作垃圾填埋场覆盖物和基底衬垫材料,以限制垃圾填埋场气体和渗滤液向环境的转移。在工程填埋场中,气体传输通过平流和扩散发生,这可能在不同的时间段发生,也可能同时发生,具体取决于放置条件。因此,需要在各种地质环境条件下评估GCL作为平流和扩散下的气体屏障的功效。在本研究中,使用定制设计的测试装置,在不同表观饱和度、畸变水平、水合流体和干湿循环下,评估了非饱和GCL在平流和扩散下的气流响应。随着表观饱和度从7%增加到80%,GCL的气体渗透率和气体扩散系数分别降低了四个和三个数量级。气体渗透率和气体扩散系数随着畸变水平0至0.169的增加而增加。随着干湿循环1至5的增加,当用蒸馏水水合时,GCL的透气性和气体扩散略有增加,而当用0.0125M CaCl2溶液水合时,它增加了一个数量级。将本研究的结果与已发表的结果进行了比较,结果一致。
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引用次数: 0
Contribution of geosynthetic on the shear strength of geosynthetic encased stone columns 土工合成材料对土工合成围护石柱抗剪强度的贡献
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-17 DOI: 10.1680/jgein.22.00384
M. Ji, J. Wang, J.-J. Zheng, Y. Zheng
This paper presents a numerical study to evaluate the contribution of geosynthetic on the shear strength of geosynthetic encased stone column (GESC) under direct shear loading conditions. The backfill soil was characterized using the linearly elastic-plastic Mohr-Coulomb model. The geosynthetic encasement was simulated using linearly elastic liner elements. The interaction between the geosynthetic encasement and soils on both sides was modeled through two interfaces. The three-dimensional numerical model was validated using experimental data from direct shear tests of GESC models. The shear stress-strain response and the development of longitudinal and circumferential strains of GESC during the shear process were first discussed, and then a parametric study was conducted to investigate the effects of various design parameters on the shear strength of GESC and the contribution of geosynthetic. Results indicate that the shear resistance provided by the geosynthetic encasement develops slowly, which depends on the mobilization of tensile strains. At the failure condition, the longitudinal strains are larger than the circumferential strains, which indicates that the longitudinal tensile rupture is more critical for GESC under shear loading. The vertical stress, geosynthetic encasement stiffness, stone column diameter and spacing have the most important influences on the shear strength contribution of geosynthetic encasement.
本文对直接剪切荷载条件下,土工合成材料对土工合成包石柱抗剪强度的贡献进行了数值研究。采用线弹塑性莫尔-库仑模型对回填土进行了表征。采用线弹性线性单元模拟了土工合成材料的包裹体。通过两个界面模拟了土工合成围护体与两侧土体的相互作用。利用GESC模型的直剪试验数据对三维数值模型进行了验证。首先讨论了GESC在剪切过程中的剪切应力-应变响应以及纵向和周向应变的发展,然后进行了参数化研究,探讨了不同设计参数对GESC抗剪强度的影响以及土工合成材料的贡献。结果表明,土工合成包壳提供的抗剪能力发展缓慢,主要依赖于拉应变的动员。在破坏状态下,纵向应变大于周向应变,表明剪切荷载作用下纵向拉伸破坏对GESC更为关键。竖向应力、土工合成围护体刚度、石柱直径和间距对围护体抗剪强度贡献影响最大。
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引用次数: 4
Image-aided physical and compression characterisation of EPS geofoam EPS土工泡沫塑料的图像辅助物理和压缩特性
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-13 DOI: 10.1680/jgein.22.00363
P. G. Sreekantan, P. Vangla, G. Ramana
The present study focuses on an advanced and accurate characterisation of the compressive behaviour of expanded polystyrene (EPS) geofoam with the aid of imaging techniques. To this end, four types of EPS geofoam with nominal densities varying from 15 kg/m3 to 30 kg/m3 are used. Initially, a detailed physical characterisation is carried out including image-based microstructural quantification (cell size, void fraction, population density), homogeneity using ultrasonic pulse velocity (UPV) and apparent density. Insights into the compression behaviour of the geofoams, including true strains and failure patterns, are further gathered through full-field strain behaviour in the block using 2D image correlation analysis. For the first time, the effect of nominal densities on Poisson's ratio of geofoam is also studied through image analysis. The study reveals that compressive response is significantly influenced by homogeneity, which is manifested by the changes in microstructure and apparent density of the geofoam. Furthermore, the image analysis provides insights into the development of failure patterns and strain localisation and their dependency on density, comprehending the geofoam's complex behaviour. Predictions of compressive response based on apparent density and non-destructive tests are developed. The study further recommends safety factors for determining permissible and yield stresses based on statistical analysis.
目前的研究重点是在成像技术的帮助下,对膨胀聚苯乙烯(EPS)土工泡沫塑料的压缩行为进行先进而准确的表征。为此,使用了四种类型的EPS土工泡沫塑料,其标称密度从15 kg/m3到30 kg/m3不等。首先,进行详细的物理表征,包括基于图像的微观结构量化(细胞大小,空隙率,种群密度),使用超声波脉冲速度(UPV)的均匀性和表观密度。通过使用二维图像相关分析,进一步收集了土工泡沫的压缩行为,包括真实应变和破坏模式。通过图像分析,首次研究了名义密度对土工泡沫泊松比的影响。研究表明,均匀性对土工泡沫的压缩响应有显著影响,表现在土工泡沫的微观结构和表观密度的变化上。此外,图像分析提供了对破坏模式和应变局部化的发展及其对密度的依赖的见解,从而理解了土工泡沫的复杂行为。提出了基于表观密度和无损试验的压缩响应预测方法。该研究进一步推荐了基于统计分析确定允许和屈服应力的安全系数。
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引用次数: 2
Effect of a soluble subgrade on leakage through a geomembrane defect 可溶性路基对土工膜缺陷渗漏的影响
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-13 DOI: 10.1680/jgein.22.00404
J. Fan, R. Rowe
Leakage and erosion of a soluble subgrade overlain by a geomembrane with a 70-mm-long slit defect is examined. The subgrade (gypsum) solubility and its rate of dissolution from a solid state in contact with various solutions are investigated. In the absence of flow, the rate of dissolution is negligible. However, when there is flow there is dissolution, and if the flow is high enough, erosion. Erosion greatly increases fluid migration. The presence of an interface between the subgrade and a dissimilar material (e.g., a geomembrane) facilitates flow, dissolution, and erosion as the interface becomes an ever increasing preferential flow path, leading to a much greater leakage and erosion feature. The findings from this study highlight the risk of having a soluble subgrade below a single geomembrane used alone and exposed for the containment of liquids.
研究了具有70毫米长裂隙缺陷的土工膜覆盖的可溶性路基的渗漏和侵蚀。研究了路基(石膏)的溶解度及其与各种溶液接触时从固态溶解的速率。在没有流动的情况下,溶解速率可以忽略不计。然而,当有流动时,就会有溶解,如果流量足够大,就会有侵蚀。侵蚀极大地增加了流体运移。路基与不同材料(如土工膜)之间的界面的存在促进了流动、溶解和侵蚀,因为界面成为一个不断增加的优先流动路径,导致更大的泄漏和侵蚀特征。这项研究的结果强调了在单一土工膜下单独使用可溶性路基并暴露于液体容器的风险。
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引用次数: 2
Particle shape effect on the interfacial properties between granular materials-geotextile 颗粒形状对颗粒材料-土工织物界面性能的影响
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-06 DOI: 10.1680/jgein.22.00346
C. Kayadelen, G. Altay, Y. Önal, M. Öztürk
This paper presents an experimental study investigating the particle shape effect of granular soils on the shear strength characteristics via direct shear tests. In this direction, 30 direct shear tests were conducted with spherical and crushed sand mixtures with different proportions (i.e., 0%, 25%, 50%, 75%, and 100%). Overall regularity (OR) parameter of sand particles varies between 0.788 and 0.909, fairly reflecting the particle shape of sand mixture. A particular relation between OR and maximum shear strength that maximum shear strength increases with a decrease in the OR was found. Furthermore, a gradual increase was realized in the improvement factor (If) due to geotextile reinforcement with an increase in the OR except for S25C75, representing 25% spherical and 75% crushed sand, at high and low normal stress levels (i.e., 29kPa and 116kPa). The interfacial friction angle (ϕ) of sand mixtures is improved by geotextile reinforcement. Additionally, geotextile reinforcement caused an apparent increase in the ϕ with decreasing OR values.
本文通过直剪试验研究了颗粒土的颗粒形状对其抗剪强度特性的影响。在该方向上,分别用0%、25%、50%、75%、100%不同比例的球形砂和破碎砂混合料进行了30次直剪试验。砂粒整体规律性OR参数在0.788 ~ 0.909之间,较好地反映了混合砂的颗粒形态。结果表明:最大抗剪强度随比的减小而增大;此外,在高、低法向应力水平(即29kPa和116kPa)下,除S25C75(代表25%的球形砂和75%的破碎砂)外,由于土工布加固,改善因子(If)随着OR的增加而逐渐增加。土工布加固可改善混合砂的界面摩擦角(φ)。此外,土工布加固导致φ随着OR值的减小而明显增加。
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引用次数: 1
Investigation of rubber content and size on dynamic properties of expansive soil-rubber 橡胶含量和粒径对膨胀土动力性能的影响
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-06 DOI: 10.1680/jgein.22.00263
Z. Yang, Z. Lu, W. Shi, C. Wang, X. Ling, J. Li, D. Guan
Waste rubber has been widely applied in geotechnical engineering benefiting from its light weight, high elasticity, low density, good durability, and high compressibility. In this paper, the effect of rubber content (RC) and rubber size (d0) on the dynamic properties of expansive soil-rubber (ESR) was investigated by low-temperature dynamic triaxial tests. The results show that: (1) the shear stress of ESR decrease as the increase of RC with the particle size ratio of 1.3, but decrease first and then increase with the particle size ratio of 2.4; (2) the RC threshold between soil-like and rubber-like ESR is 10%; (3) the maximum shear modulus ratio of ESR occurs at RC = 10 % and d0 = 0.25 mm, with the best dynamic performance; (4) hysteretic curve of ESR was flat and elliptical, deviating upward to the right at freezing condition. In addition, different contact modes between rubber and expansive soil are proposed and the contact mechanism has been revealed.
废橡胶以其重量轻、弹性高、密度低、耐久性好、压缩性高等优点,在岩土工程中得到了广泛的应用。通过低温动三轴试验,研究了橡胶含量(RC)和橡胶粒径(d0)对膨胀土橡胶(ESR)动力性能的影响。结果表明:(1)当RC的粒径比为1.3时,ESR的剪切应力随RC的增加而减小,但当RC的粒度比为2.4时,剪切应力先减小后增大;(2) 类土和类橡胶ESR之间的RC阈值为10%;(3) ESR的最大剪切模量比出现在RC=10%和d0=0.25mm时,具有最佳的动态性能;(4) ESR的滞回曲线是平坦的椭圆形,在冻结条件下向右上偏移。此外,还提出了橡胶与膨胀土的不同接触模式,并揭示了其接触机理。
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引用次数: 0
Effects of induced trench configuration and EPS geofoam density on the HDPE pipe behavior 诱导沟槽结构和EPS土工泡沫密度对HDPE管性能的影响
IF 4.5 2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-06 DOI: 10.1680/jgein.22.00258
E. Akınay, H. Kılıç
The effects of induced trench configuration and stiffness of compressible inclusion on the HDPE pipe behavior were investigated through full-scale laboratory tests. Two pipe-compressible inclusion configurations (“compressible inclusion over the pipe crown” and “the pipe covered with compressible inclusion”) were tested and EPS Geofoam with 10 and 15 kg/m³ nominal density was used as compressible inclusion. To simulate geostatic stresses imposed by high embankment fill, the surcharge stress up to 200 kPa was applied on the surface of the burial medium. Comprehensive instrumentation was implemented to measure the pipe deflections, soil stresses on the pipe, and soil settlements in the pipe zone. Considering the pipe behavior and cost-efficiency together, the configuration in which one EPS Geofoam panel with 10 kg/m³ nominal density is placed over the pipe crown arises as the optimal solution for the induced trench HDPE pipe. This solution provided a reduction in the vertical stress at the pipe crown up to of 76% and in the horizontal stress at the pipe springline up to of 65%. The vertical and horizontal pipe deflections are reduced by 87% and 60%, respectively, under 200-kPa surcharge stress. i.e., overburden pressure imposed by a 10-m-high embankment fill.
通过室内全尺寸试验,研究了诱导沟槽形态和可压缩夹杂物刚度对HDPE管材性能的影响。测试了两种管道可压缩包体结构(“可压缩包体覆盖管顶”和“可压缩包体覆盖管”),可压缩包体采用标称密度为10和15 kg/m³的EPS Geofoam。为了模拟高路堤填方所施加的地静力,在掩埋介质表面施加了高达200 kPa的附加应力。采用综合仪器测量了管道挠度、管道土体应力和管区土体沉降。考虑到管道的性能和成本效益,在管道顶部放置一块标称密度为10 kg/m³的EPS土工泡沫板的配置成为了HDPE管道的最佳解决方案。该解决方案可将管道顶部的垂直应力降低76%,将管道弹簧线上的水平应力降低65%。在200 kpa的附加应力下,垂直和水平管道挠度分别降低了87%和60%。即10米高的路堤填方施加的覆盖层压力。
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引用次数: 0
Note of appreciation to paper reviewers 感谢论文审稿人
2区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-02-01 DOI: 10.1680/jgein.2023.30.1.1
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引用次数: 0
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Geosynthetics International
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