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Determining the pile bearing capacity use of pda test results and neural networks 利用pda试验结果和神经网络确定桩的承载力
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2020-01-01 DOI: 10.18690/ACTAGEOTECHSLOV.17.2.34-45.2020
Saeed Ghaffarpour Jahrom, Mohammad Sharafuddin
The dynamic loading or PDA test is one of the on-site experiments to estimate the bearing capacity of a pile. This test is based on the wave-propagation theory and can provide a good estimate of the bearing capacity of a pile as well as an assessment of the health of the pile. In this research, using the results of 100 dynamic loading tests carried out with different piles and projects, three types of artificial neural network (ANN) have been used to estimate the load. Initially, the perceptron multi-layer neural network was one of the most used neural networks. Subsequently, the neuro-fuzzy network is used in a combination of neuro-fuzzy networks and, at the end of the radial-based neural network, a successful network was used for non-linear problems. Between the different models of the neural network used by researchers, the multi-layered perceptron network has a better performance. However, other networks used have also proven successful. Finally, different models of the neural networks were compared and the network that has the best performance was identified in both phases. The models based on neural networks, unlike conventional behavioral models, do not explain how the input parameters affect the output. In this research, by analyzing the sensitivity to the optimal structure of the introduced models in each step, we have tried to partly answer this question. Also, the extraction and presentation of the relations governing a neural network model to the user is more reliable in the use of such models, which facilitates the application of such models in engineering works. In this research, four first indicators were used to evaluate and compare the models and structures.
动荷载试验(PDA)是评估桩承载力的一种现场试验方法。该试验基于波传播理论,可以很好地估计桩的承载力,并对桩的健康状况进行评估。本研究利用100次不同桩、不同工程的动荷载试验结果,采用三种类型的人工神经网络(ANN)进行荷载估计。最初,感知器多层神经网络是最常用的神经网络之一。随后,将神经模糊网络用于神经模糊网络的组合,并在基于径向的神经网络的最后,将一个成功的网络用于非线性问题。在研究人员使用的不同神经网络模型中,多层感知器网络具有更好的性能。然而,其他使用的网络也被证明是成功的。最后,对不同的神经网络模型进行了比较,并在两个阶段中识别出了性能最好的神经网络。与传统的行为模型不同,基于神经网络的模型不解释输入参数如何影响输出。在本研究中,通过分析每一步引入的模型对最优结构的敏感性,我们试图部分回答这个问题。此外,在使用神经网络模型时,神经网络模型对用户的控制关系的提取和表示更加可靠,有利于神经网络模型在工程中的应用。在本研究中,使用了四个第一指标来评价和比较模型和结构。
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引用次数: 0
Numerical estimation of the one-dimensional consolidation behavior of clay 粘土一维固结特性的数值估计
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2020-01-01 DOI: 10.18690/10.18690/ACTAGEOTECHSLOV.17.2.16-25.2020
Firdevs Uysal, O. Sivrikaya
The consolidation behavior of clayey soils is traditionally evaluated in the laboratory using the one-dimensional consolidometer test. A new oedometer cell design with a ring of 60 mm in height, 75 mm in diameter was made to measure the excess pore-water pressure at the undrained base of the specimen and the friction between the soil and the ring, and to determine the ε – log p curve. This study deals with numerical modeling of the one-dimensional consolidation test and comparing the data obtained from the experimental study with the data from the modeling. In the modeling, the Soft Soil and Soft Soil Creep models were used for the clay proposed in this study. The results show, as a general trend, that the data from the numerical modeling are compatible with those from the experimental study. Firdevs Uysal (corresponding author) Nigde Omer Halisdemir university, Department of civil engineering 51240, Nigde, Turkey E-mail: firdevsuysal@ohu.edu.tr Osman Sivrikaya Karadeniz technical university, Department of civil engineering 61080, Trabzon, Turkey E-mail: osivrikaya@ktu.edu.tr
粘性土的固结特性传统上是在实验室用一维固结计试验来评价的。设计了高60 mm、直径75 mm的测水圈,测量了试件不排水底部的超孔隙水压力和土与测水圈的摩擦力,并确定了ε - log p曲线。本文对一维固结试验进行了数值模拟,并将实验研究数据与模拟数据进行了比较。在建模中,本文所提出的黏土分别采用软土模型和软土蠕变模型。结果表明,从总体上看,数值模拟的数据与实验研究的数据是一致的。Firdevs Uysal(通讯作者)Nigde Omer Halisdemir大学土木工程系51240,土耳其Nigde E-mail: firdevsuysal@ohu.edu.tr Osman Sivrikaya Karadeniz技术大学土木工程系61080,土耳其Trabzon E-mail: osivrikaya@ktu.edu.tr
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引用次数: 0
Investigation of soil displacements caused by the press-in process for close-ended model piles using an imaging technique 用成像技术研究封闭式模型桩压入过程引起的土体位移
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2020-01-01 DOI: 10.18690/10.18690/ACTAGEOTECHSLOV.17.2.2-15.2020
Ye Lu, Yun Jiang, Xiaoyong Wang
In recent years, installing piles using the press-in method has gained popularity in urban areas. However, pushing piles into the ground squeezes the surrounding soils and consequently causes a disturbance or even damage to the underground structures and facilities close by. In order to investigate the squeezing effect incurred by press-in piling, a series of model tests were performed. The soil displacement field was captured using a non-contact technique called digital image correlation (DIC), and the horizontal soil stresses were measured by mini pressure cells. Analyses of the soil displacement fields showed that the pile press-in process caused different soil displacement paths at different depths and locations. The development of horizontal soil stresses correlated well with the horizontal and vertical displacements. A thin disturbance layer could be observed along the pile-soil interface and it was about 7.4-11.1 D50 in thickness (D50, median particle size). At the end, the soil displacements caused by pushing the model pile with different pile shoes were analyzed and compared, and the analyses showed that a greater shoe angle resulted in greater disturbance to the surrounding soils. However, the influence of the pile shoe angle became less substantial with the increase of the pile penetration depth.
近年来,采用压入法安装桩在城市中越来越流行。然而,将桩打入地下会挤压周围的土壤,从而对附近的地下结构和设施造成干扰甚至破坏。为了研究压入桩的挤压效应,进行了一系列的模型试验。采用非接触式数字图像相关(DIC)技术捕获土壤位移场,并用微型压力传感器测量水平土应力。土体位移场分析表明,桩压入过程在不同深度和位置产生了不同的土体位移路径。水平土应力的发展与水平位移和竖向位移具有良好的相关性。沿桩土界面可观察到较薄的扰动层,厚度约为7.4 ~ 11.1 D50 (D50为中位粒径)。最后,对不同桩靴推模型桩引起的土体位移进行了分析比较,结果表明,桩靴角越大,对周围土体的扰动越大。随着桩深的增加,桩靴角的影响逐渐减弱。
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引用次数: 2
The consolidation matrix and the consolidation circle 固结矩阵和固结圈
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2020-01-01 DOI: 10.18690/ACTAGEOTECHSLOV.17.2.56-64.2020
Houssam Khelalfa
In geotechnical engineering, the consolidation and settlement of structures are among the major problems an engineer must deal with. An appropriate estimation of a soil’s settlement is of significant importance, since it directly influences the performance of buildings and infrastructures that are built on soil.The compressibility characteristics of soils form one of the most important parameters required in the design of foundations. The compressibility behaviour of soils islargely dependent on the compression index, the properties and the parameters of the soil. A number of empirical correlations have been developed in the literature that aresupposedto connect the compression index to other soil parameters. The main objectives of this research were to study the relationships between the compression index (Cc) and the swelling index (Cs), and to investigate the effects of the natural void ratio (e0) and the over-consolidation ratio (OCR) on Cc and Cs, in order to combine them with the pre-compression stress (Pc), the consolidation duration (Tc) and the settlement (Su).Consequently, aconsolidation matrix and a consolidation circle are proposed, which gives us a new method and model to facilitate the calculations of the parameters involved in the soil consolidation, so as to summarize the consolidation phenomenon.
在岩土工程中,结构的固结和沉降是工程师必须处理的主要问题之一。对土壤沉降的适当估计是非常重要的,因为它直接影响到建在土壤上的建筑物和基础设施的性能。土的压缩性特性是基础设计中最重要的参数之一。土壤的可压缩性在很大程度上取决于土壤的压缩指数、性质和参数。文献中已经发展了一些经验相关性,这些相关性应该将压缩指数与其他土壤参数联系起来。本研究的主要目的是研究压缩指数(Cc)与膨胀指数(Cs)之间的关系,探讨自然孔隙比(e0)和超固结比(OCR)对Cc和Cs的影响,并将其与预压应力(Pc)、固结时间(Tc)和沉降量(Su)相结合。据此,提出固结矩阵和固结圈,为土壤固结过程中涉及的参数计算提供了新的方法和模型,从而对固结现象进行总结。
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引用次数: 0
Effect of grain size distribution on the maximum and minimum void ratios of granular soils 粒径分布对颗粒土最大、最小空隙比的影响
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2020-01-01 DOI: 10.18690/ACTAGEOTECHSLOV.17.2.26-33.2020
J. Duque, William Mario Fuentes Lacouture, Jorge Andres Barros Ayala
The maximum and minimum void ratios define the loosest and densest conditions of a granular soil. Correlations with some granulometric properties of soil are of interest for practical applications, but the experimental procedure to determine these variables can be time consuming. In this work the influence of the grain size distribution on the maximum and minimum void ratios is investigated. Twenty different granular soils with varying grain size distributions were prepared and tested. The experimental results, together with a compilation of 56 additional results reported in the literature, are statistically analysed. The analysis is conducted to examine the influence of some granulometric properties (D10, D30 and D60) on the maximum and minimum void ratios. As a result, some correlations considering the aforementioned variables are proposed. Subsequently, it is shown that the proposed correlations have better agreement with the experimental data than other proposals reported in the literature. The paper ends with some concluding remarks.
孔隙率的最大值和最小值决定了颗粒土最疏松和最致密的状态。在实际应用中,与一些土壤粒度特性的相关性是有意义的,但是确定这些变量的实验过程可能是耗时的。本文研究了晶粒尺寸分布对最大和最小空隙比的影响。制备了20种不同粒径分布的颗粒土并进行了试验。实验结果,连同56额外的结果汇编在文献中报道,进行统计分析。分析了一些颗粒性能(D10、D30和D60)对最大和最小孔隙比的影响。因此,提出了考虑上述变量的一些相关性。随后,研究表明,所提出的相关性比文献中报道的其他建议更符合实验数据。论文以结束语结尾。
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引用次数: 2
Effects of grain shape on the standard penetration test and particle packing 晶粒形状对标准渗透试验和颗粒堆积的影响
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2020-01-01 DOI: 10.18690/ACTAGEOTECHSLOV.17.2.65-75.2020
Ender Başarı, Gürkan Özden
Coarse soils can contain flaky grains in addition to rounded or angular grains, along with a varying fines content. Depending on the regional geology, however, the mica grain content can be remarkable, reaching 30 % or higher. Therefore, it is reasonable to expect that mica grains would affect the soil behaviour. In this study, soils of a delta deposit that are known to involve mica grains were examined. The river sand was considered as the host material and the mica grain contents were determined by means of the flotation technique. A correlation between the mica content as found using the flotation technique and XRD count numbers obtained using an X-ray diffraction test method for each soil sample was established. The standard penetration test (SPT) blow counts from various boreholes were interpreted from the mica content’s influence point of view. The results showed that the mica grains would reduce the SPT resistance at certain fines-content, host-sand, mica-grain combinations. The reduction in the SPT resistance as a result of the presence of mica grains might reach eight units at depths close to the ground surface. This influence is expressed by means of a dimensionless parameter (MCef); however, it diminished with an increasing effective stress and fines content. The findings of the present study show that the influence of particle shape on the overall soil behaviour deserves further study.
粗土除了含有圆形或角状颗粒外,还可能含有片状颗粒,以及不同的细粒含量。然而,根据区域地质情况,云母颗粒含量可显着达到30%或更高。因此,云母颗粒对土壤行为的影响是合理的。在这项研究中,研究了已知含有云母颗粒的三角洲沉积物的土壤。以河砂为主体材料,采用浮选法测定云母颗粒含量。采用浮选技术测定的云母含量与采用x射线衍射测试方法测定的每种土壤样品的XRD计数之间存在相关性。从云母含量的影响角度解释了不同钻孔的标准穿透试验(SPT)冲击计数。结果表明,在一定细粒含量、基质-砂、云母颗粒组合下,云母颗粒会降低抗SPT能力。由于云母颗粒的存在,SPT电阻的降低可能在接近地面的深度达到8个单位。这种影响通过无量纲参数(MCef)表示;随着有效应力和细粒含量的增加,其强度逐渐减小。本研究结果表明,颗粒形状对土壤整体行为的影响值得进一步研究。
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引用次数: 0
A numerical study of reinforced embankments supported by encased floating columns 封闭浮柱支撑加固路堤的数值研究
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2019-01-01 DOI: 10.18690/actageotechslov.16.2.25-38.2019
M. R. Kahyaoğlu, M. Vaníček
This paper presents a three-dimensional, finite-element, parametric study of a base-reinforced embankment supported by encased floating columns on soft soil. A 3D numerical model is made to study the effects of geogrid basal reinforcement and geotextile encasement on the displacement behavior of the columns. The numerical model was initially verified using measured data from a real case study. Then, parametric studies were subsequently performed, considering the effect of the encasement stiffness, the basal reinforcement stiffness and the embankment fill height, together with an examination of the effective length of the encasement. The results from this parametric study are presented here in the form of comparative graphs. The objective of this paper is to present the behavior of the embankment on floating encased columns after the soft soil consolidation for different embankment heights, basal reinforcement and column-encasement stiffnesses. Mehmet Rifat Kahyaoğlu (corresponding author) Muğla Sitki Kocman University, Engineering Faculty, Department of Civil Engineering 48000, Mentese-Muğla, Turkey E-mail: rkahyaoglu@mu.edu.tr Martin Vaníček Geosyntetika Ltd. N.Tesla str. 3, 160 00 Praha 6, The Czech Republic E-mail: mvanicek@geosyntetika.cz
本文对软土地基上的封闭式浮柱基础加筋路堤进行了三维有限元参数化研究。建立了三维数值模型,研究了土工格栅基础加筋和土工织物包裹对柱位移特性的影响。数值模型通过实际案例的实测数据进行了初步验证。然后,随后进行了参数化研究,考虑了围护结构刚度、基础钢筋刚度和路堤填方高度的影响,并对围护结构的有效长度进行了检查。这个参数研究的结果在这里以比较图的形式呈现。本文的目的是介绍软土固结后,在不同的路堤高度,基础配筋和柱围封刚度下,浮箱柱路堤的性能。Mehmet Rifat Kahyaoğlu(通讯作者)Muğla Sitki Kocman大学工程学院土木工程系48000 Mentese-Muğla,土耳其E-mail: rkahyaoglu@mu.edu.tr Martin Vaníček Geosyntetika Ltd捷克共和国普拉哈6号,特斯拉街316000号,电子邮件:mvanicek@geosyntetika.cz
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引用次数: 4
Research on a numerical model of real mesostructures in the non-shear zone of clay 黏土非剪切带细观结构数值模型研究
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2019-01-01 DOI: 10.18690/actageotechslov.16.2.66-76.2019
Wei Wang, B. Zhao, Liwu Yu, Deheng Zang
The conventional numerical simulations of rock and soil are mainly concerned with the macroscopic continuous model or the pseudo-microscopic model established using the discrete-element method (DEM). However, these adopted models are not completely consistent with actual soil samples. To explore the evolution law of the internal stresses of soil samples from the mesoscopic perspective, we proposed an image-finite-element method for studying the deflection angles and the shear stresses at four points in the non-shear zone of clay with real mesostructures. The approach allowed for a realistic distribution of the pore structures and avoided any virtualization, thereby significantly improving the veracity of the mesoscopic model. It worked by using a microscopic lens and a charge-coupled device (CCD) to capture the two-dimensional (2D) meso image in the non-shear zone, and then convert this digital image into a vector image recognized by the finite-element software (ABAQUS) through image-processing techniques, and import it into a numerical model, and then carry out a numerical calculation. For the purposes of performing a
传统的岩土数值模拟主要是采用离散元法(DEM)建立宏观连续模型或拟微观模型。然而,这些采用的模型与实际土样并不完全一致。为了从细观角度探索土样内应力的演化规律,提出了一种图像-有限元方法,对具有真实细观结构的黏土非剪切带中4点的挠度和剪应力进行了研究。该方法允许孔隙结构的真实分布,避免了任何虚拟化,从而显着提高了介观模型的准确性。其工作原理是利用显微透镜和电荷耦合器件(CCD)在非剪切区捕获二维(2D)中观图像,然后通过图像处理技术将该数字图像转换为有限元软件(ABAQUS)识别的矢量图像,并将其导入数值模型,然后进行数值计算。为执行…的目的
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引用次数: 1
Two- and three-dimensional analyses of the effect of pile spacing in piled-raft foundations 桩筏基础中桩间距影响的二维和三维分析
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2019-01-01 DOI: 10.18690/actageotechslov.16.1.43-52.2019
O. Sivrikaya, Gürkan A. Yazıcı
One of the important factors that have to be considered in the design of piled-raft foundations is the selection of the spacing between the piles. In this study, a piled-raft foundation having different pile-spacing configurations and resting on clayey soil was modeled using PLAXIS numerical packages based on the 2D and 3D finite-element methods. The dimension effect is examined by comparing the 2D modeling analysis with the 3D modeling analysis. The results of the models with different pile spacings were compared and interpreted. As a general trend in accordance with the results of the twoand three-dimensional analyses, the total displacements, shear strains and volumetric strains decreased as the pile spacings (s/D) increased. In the case of s ≥ 6D as a threshold value there was no significant change in the aforementioned quantities (they remain constant) or decreased slightly. The maximum settlement was found to be greater in the 3D analyses than in the 2D analyses. It is thought that the dimension effect caused the differences in the results obtained with the 2D and 3D analyses.
桩筏基础设计中必须考虑的重要因素之一是桩间距的选择。本研究采用PLAXIS数值软件包,基于二维和三维有限元方法,对不同桩间距的粘土基桩筏基础进行了建模。通过对二维建模分析和三维建模分析的比较,检验了尺寸效应。对不同桩间距模型的计算结果进行了比较和解释。从二维和三维分析结果来看,随着桩间距(s/D)的增大,总位移、剪切应变和体积应变呈减小趋势。在s≥6D作为阈值的情况下,上述数量没有显著变化(保持不变)或略有下降。最大沉降发现在三维分析大于在二维分析。二维和三维分析结果的差异被认为是维度效应造成的。
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引用次数: 2
Determining the position of points on geologically unstable land with geodetic monitoring 利用大地测量监测确定地质不稳定地上点的位置
IF 0.6 4区 工程技术 Q4 Earth and Planetary Sciences Pub Date : 2019-01-01 DOI: 10.18690/ACTAGEOTECHSLOV.16.1.2-12.2019
B. Kovačič
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引用次数: 0
期刊
Acta Geotechnica Slovenica
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