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Accurately Predicting Quartz Sand Thermal Conductivity Using Machine Learning and Grey-Box AI Models 利用机器学习和灰盒人工智能模型准确预测石英砂导热性
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-07 DOI: 10.3390/geotechnics3030035
Abolfazl Baghbani, H. Abuel-Naga, Danial Shirkavand
The thermal conductivity of materials is a crucial property with diverse applications, particularly in engineering. Understanding soil thermal conductivity is crucial for designing efficient geothermal systems, predicting soil temperatures, and assessing soil contamination. This paper aimed to predict quartz sand thermal conductivity by using four mathematical models: multiple linear regression (MLR), artificial neural network (ANN), classification and regression random forest (CRRF), and genetic programming (GP). A grey-box AI method, GP, was used for the first time in this topic. Seven inputs affecting thermal conductivity were evaluated in the study, including sand porosity, degree of saturation, coefficient of uniformity, coefficient of curvature, mean particle size, and minimum and maximum void ratios. In predicting thermal conductivity, the MLR model performed poorly, with a coefficient of determination R2 = 0.737 and a mean absolute error MAE = 0.300. Both ANN models using the Levenberg–Marquardt algorithm and the Bayesian Regularization (BR) algorithm outperformed the MLR model with an accuracy of R2 = 0.916 and an error of MAE = 0.151. In addition, the CRRF model had the best accuracy of R2 = 0.993 and MAE = 0.045. In addition, GP showed acceptable performance in predicting sand thermal conductivity. The R2 and MAE values of GP were 0.986 and 0.063, respectively. This paper presents the best GP equation for evaluating other databases. Additionally, the porosity and saturation of the sand were found to have the greatest impact on the model results, while coefficients of curvature and uniformity had the least influence. Overall, the results of this study demonstrate that grey-box artificial intelligence models can be used to accurately predict quartz sand thermal conductivity.
材料的导热性是一项具有多种应用的关键特性,特别是在工程中。了解土壤导热系数对于设计有效的地热系统、预测土壤温度和评估土壤污染至关重要。采用多元线性回归(MLR)、人工神经网络(ANN)、分类回归随机森林(CRRF)和遗传规划(GP) 4种数学模型对石英砂导热系数进行预测。本课题首次使用了灰盒人工智能方法GP。研究评估了影响导热系数的7个参数,包括孔隙度、饱和度、均匀系数、曲率系数、平均粒径、最小和最大空隙比。在预测导热系数方面,MLR模型表现不佳,决定系数R2 = 0.737,平均绝对误差MAE = 0.300。采用Levenberg-Marquardt算法和贝叶斯正则化(Bayesian Regularization, BR)算法的ANN模型均优于MLR模型,准确率R2 = 0.916,误差MAE = 0.151。CRRF模型的准确率最高,R2 = 0.993, MAE = 0.045。此外,GP在预测砂土热导率方面表现良好。GP的R2和MAE值分别为0.986和0.063。本文给出了评价其他数据库的最佳GP方程。砂岩孔隙度和饱和度对模型结果的影响最大,曲率系数和均匀性系数的影响最小。总体而言,本研究结果表明,灰盒人工智能模型可以用于准确预测石英砂导热系数。
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引用次数: 2
Influence of Temperature Effects on CPT in Granular Soils by Discrete Element Modeling in 3D 温度对颗粒土CPT影响的三维离散元模拟
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-07 DOI: 10.3390/geotechnics3030034
Yun K Huang, Weichen Sun, Hongyi You, Kai Wu
This study employs a 3D discrete element method (DEM) to simulate cone penetration tests (CPTs) in granular soils, taking into account the effect of temperature. A coupled thermal mechanical model is developed to allow for heat transfer and storage in the granular materials. The CPT simulations are conducted on granular samples prepared at various temperatures, with the specific heat and velocity of thermal conductivity being identified as two critical factors that influence sample heating time. Additionally, the thermal expansion coefficient is a crucial parameter that is closely related to the porosity of the sample. As the sample temperature increases, the particles expand, resulting in an increase in cone resistance.
本研究采用三维离散元法(DEM)模拟颗粒土中锥突试验(CPTs),考虑温度的影响。开发了一个耦合热力学模型,以考虑颗粒材料中的传热和储存。对不同温度下制备的颗粒状样品进行了CPT模拟,确定了比热和导热速度是影响样品加热时间的两个关键因素。此外,热膨胀系数是一个重要的参数,它与样品的孔隙率密切相关。随着样品温度的升高,颗粒膨胀,导致锥体阻力增加。
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引用次数: 0
Rocking Motion Analysis Using Structural Identification Tools 使用结构识别工具进行摇摆运动分析
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-04 DOI: 10.3390/geotechnics3030033
Ophélie Rohmer, Maria Paola Santisi d’Avila, E. Bertrand, J. Regnier
This research investigates the convenience of structural identification tools to detect the rocking motion tendency, using as input the structural response to ambient vibrations. The rocking ratio and rocking spectrum are proposed as original tools to highlight the rocking motion and its frequency content. The proposed procedure allows the detection and quantification of rocking using only building vertical motion records in both cases of ambient vibration and earthquake. First, three-dimensional finite element models of reinforced concrete buildings are adopted to simulate the structural response to white noise vibration. Different low- and high-rise buildings are studied, having framed structure and frame–wall system, regular and irregular structure, shallow foundation and underground floors. The structural response obtained numerically is analyzed using different signal processing tools to obtain the dynamic features of buildings, and the rocking motion tendency is identified by comparison with a reference fixed base condition. Then, the reliability of the proposed methodology to detect rocking motion attitude, using only the structural motion, is verified and quantified using the proposed tools. Finally, the same approach is applied to real structural motion records of a high-rise reinforced concrete building.
本研究将结构对环境振动的响应作为输入,探讨结构识别工具检测摇摆运动趋势的便利性。提出了用摆动比和摆动谱作为显示摆动运动及其频率内容的原始工具。所提出的程序允许在环境振动和地震两种情况下仅使用建筑物垂直运动记录来检测和量化摇摆。首先,采用钢筋混凝土建筑三维有限元模型,模拟结构对白噪声振动的响应。研究了不同的低层和高层建筑,有框架结构和框架-墙体系,规则和不规则结构,浅基础和地下楼板。采用不同的信号处理工具对数值计算得到的结构响应进行分析,得到建筑物的动力特征,并与参考固定基础条件进行对比,识别出建筑物的摇摆运动趋势。然后,使用所提出的工具验证并量化了仅使用结构运动来检测摇摆运动姿态的方法的可靠性。最后,将同样的方法应用于某高层钢筋混凝土建筑的实际结构运动记录。
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引用次数: 0
Meta-Material Layout for the Blast Protection of Above-Ground Steel Pipes 地上钢管防爆的超材料布置
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-01 DOI: 10.3390/geotechnics3030032
Miltiadis Kontogeorgos, C. Fuggini
The current study investigates the capacity of the proposed meta-material layout for the blast protection of above-ground steel pipes against explosions. The philosophy of the meta-material layout’s design is described adequately, and the 1D periodic structures’ theory is adopted for the analytical prediction of the layout’s band-gaps. The special characteristics of the blast loading are explained, and specific time-related parameters are calculated. The layout is tested numerically for nine explosion scenarios of various magnitude via the finite element program ABAQUS, and the CONWEP model is selected for the simulation of the explosions. The results demonstrate a significant reduction in the maximum displacements developed on the pipe’s spring line and crown within a blast loading. This study composes an extension of the author’s previous research on buried steel pipes and surface explosion, advancing now the applicability of the meta-material layouts for the cases of above-ground steel pipes towards explosions and blast hazards. The outer goal is the investigation and the further spreading of the beneficial exploitation of meta-materials concepts for the scope of the pipelines’ effective blast protection, readdressing that this way is a major hazard for this type of structure and a gap in the current literature.
目前的研究探讨了所提出的超材料布置对地上钢管爆炸防护的能力。充分描述了超材料布局的设计理念,并采用一维周期结构理论对布局的带隙进行了分析预测。解释了爆炸载荷的特殊特性,并计算了具体的时间参数。通过有限元程序ABAQUS对该布局进行了9种不同震级的爆炸场景的数值测试,并选择CONWEP模型进行了爆炸模拟。结果表明,在爆炸载荷下,管道弹簧线和顶部的最大位移显著减小。本研究是笔者对地埋钢管与地面爆炸研究的延伸,提出了超材料布局在地上钢管爆炸和爆炸危险情况下的适用性。外部目标是调查和进一步推广有效利用超材料概念的管道有效防爆范围,重新修正这种方式是这类结构的主要危害,也是当前文献中的空白。
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引用次数: 0
Electromagnetic Waves’ Impact on Hydraulic Conductivity of Granular Soils 电磁波对颗粒土水力导电性的影响
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-06-30 DOI: 10.3390/geotechnics3030031
Arvin M. Farid, Holly Gunderson, Rakesh Acharya, J. Browning
Electromagnetic (EM) waves, traditionally used for purposes such as geophysical characterization, impact properties to be measured. This paper describes the effects of radio frequency (RF) waves on the hydraulic conductivity of glass beads and natural sand. A series of tests was conducted using a customized, rigid-wall, cylindrical permeameter inside a resonant cavity made of Plexiglas covered with electrically conductive transparent films. Constant-head ASTM-D2434 tests were performed to measure the samples’ hydraulic conductivity. RF stimulation was performed using a magnetically coupled loop antenna at various frequencies and input RF-power levels. The hydraulic conductivity of both natural sand and glass-bead samples increased with RF stimulation. Furthermore, the measurement of the electric field component of RF waves was also performed to illustrate the pattern of the electric field, as well as evaluate RF’s impact on the hydraulic conductivity tests. The electric field was numerically simulated and validated against experimentally measured electric fields. A finite-difference numerical model was developed in MATLAB to analyze the seepage flow, which was then validated against the experimental results. An optimization scheme was then used to develop a governing equation for RF’s impact on hydraulic conductivity.
电磁(EM)波,传统上用于诸如地球物理表征,要测量的冲击特性等目的。本文描述了射频(RF)波对玻璃微珠和天然砂的导电性的影响。在一个由有机玻璃制成的谐振腔内,使用一个定制的刚性壁圆柱形渗透率仪进行了一系列测试,该谐振腔由导电透明薄膜覆盖。采用恒水头ASTM-D2434试验测量样品的水力导率。使用磁耦合环路天线在不同频率和输入RF功率水平下进行射频刺激。在射频刺激下,天然砂和玻璃球样品的水力导电性均有所提高。此外,还进行了射频波的电场分量测量,以说明电场的模式,并评估射频对水力导电性测试的影响。对电场进行了数值模拟,并与实验测量的电场进行了验证。在MATLAB中建立了有限差分数值模型对渗流进行分析,并与实验结果进行了验证。然后使用优化方案建立RF对水力导电性影响的控制方程。
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引用次数: 0
The role of hydraulic and thermal properties of soil in evaporation: a numerical insight 土壤的水力和热力特性在蒸发中的作用:数值分析
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-06-27 DOI: 10.1680/jenge.22.00132
G. Guida, Vincenzo Sergio Vespo, G. Musso, G. Della Vecchia
Evaporation from geological formations results from the interaction between the geomaterial and the atmosphere. Geotechnical engineering issues, such as slope stability, pollution containment and soil heave/shrinkage, require a deep understanding of the soil–atmosphere interaction ruled by evaporation. Evaporation is a multiphase thermo-hydraulic phenomenon that includes liquid water, vapour and heat fluxes. It is generally modelled considering the thermal energy and water mass balance equations of unsaturated soils. This paper presents a numerical model for reproducing evaporation processes under controlled environmental conditions. The model was implemented in the Comsol Multiphysics finite-element software and first validated against experimental data from the literature. Then, it was used to investigate the role of hydraulic and thermal properties in the evaporative response. The numerical results revealed differences in the evolution of the water content profiles over time due to the interplay between hydraulic conductivity and retention properties. Hydraulic conductivity mainly impacts the shape of water content isochrones: fast drying of superficial layers and slow desaturation of deeper layers occur with decreasing hydraulic conductivity values. On the other hand, the moisture capacity primarily impacts the thickness of the desaturating layer, which decreases for higher values of the moisture capacity.
地质构造的蒸发是地质物质与大气相互作用的结果。岩土工程问题,如边坡稳定性、污染控制和土壤隆起/收缩,需要深入了解蒸发引起的土壤-大气相互作用。蒸发是一种多相热工水力学现象,包括液态水、蒸汽和热通量。它通常是考虑非饱和土壤的热能和水质量平衡方程进行建模的。本文提出了一个在受控环境条件下重现蒸发过程的数值模型。该模型在Comsol Multiphysics有限元软件中实现,并首次根据文献中的实验数据进行验证。然后,利用它来研究水力和热特性在蒸发响应中的作用。数值结果显示,由于水力传导率和截留性能之间的相互作用,含水量剖面随时间的演变存在差异。导水率主要影响含水量等时线的形状:随着导水率值的降低,表层快速干燥,深层缓慢去饱和。另一方面,含水量主要影响去饱和层的厚度,该厚度随着含水量的增加而减小。
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引用次数: 0
Mechanical damage of geotextiles induced by recycled construction and demolition waste 再生建筑垃圾和拆迁垃圾对土工织物的机械损伤
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-06-27 DOI: 10.1680/jenge.22.00116
J. Carneiro, F. Almeida, M. Lopes
Construction and demolition waste is one of the most impactful waste streams worldwide, so efforts should be made to find applications that promote its recovery. The use of recycled aggregates from construction and demolition waste as filling materials in geotechnical works, where they may come into contact with geosynthetics, is one of those applications. This work evaluates the mechanical damage induced to five geotextiles with different structures (non-woven and woven) by three recycled aggregates from construction and demolition waste. The damage suffered by the geotextiles was evaluated qualitatively by visual inspection and quantitatively by monitoring changes in their tensile and static puncture behaviour. The results showed that in some cases, the recycled aggregates from construction and demolition waste induced damage to the geotextiles, affecting their properties. The impact of the aggregates depended on (a) their particle characteristics and (b) the physical properties of the geotextiles. For both non-woven and woven geotextiles, the increase in mass per unit area and thickness resulted in better resistance to degradation. The damage caused by the recycled aggregates to 251 and 495 g/m2 non-woven geotextiles was small to negligible. Corundum (standard aggregate) had a more harmful impact on the geotextiles than the recycled aggregates.
建筑和拆除垃圾是世界上最具影响力的废物流之一,因此应该努力寻找促进其回收的应用。在土工工程中使用建筑和拆卸废物回收的骨料作为填充物,这些材料可能会与土工合成材料接触,这就是其中一种应用。本研究评估了三种从建筑和拆除废物中回收的骨料对五种不同结构的土工布(非织造布和编织布)造成的机械损伤。土工布所遭受的损伤通过目视检查进行定性评估,通过监测其拉伸和静态穿刺行为的变化进行定量评估。结果表明,在某些情况下,建筑和拆除垃圾回收骨料会对土工布造成损伤,影响其性能。骨料的影响取决于(a)它们的颗粒特性和(b)土工织物的物理特性。对于非织造土工布和编织土工布,单位面积质量和厚度的增加使其抗降解性更好。再生骨料对251和495 g/m2非织造土工布的破坏很小,可以忽略不计。刚玉(标准骨料)对土工布的有害影响大于再生骨料。
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引用次数: 1
Attenuation of erythromycin-laden waste water using the constructed wetland technique 人工湿地技术对含红霉素废水的衰减
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-06-26 DOI: 10.1680/jenge.22.00082
Avishek Adhikary, Tapabrata Chakraborty, Pradyumna Konar, S. Pal, Sudipta Ghosh
Erythromycin (ERY) is environmentally resilient because of its aromatic nature, which hinders degradation. In the present study, silty–sandy soil, with a saturated hydraulic conductivity (K) value of 1.66 × 10−7 m/s, was studied for its potential to remove aqueous ERY using a laboratory-scale constructed wetland. With a dose of 10 g/l, a concentration of 25 mg/l and a contact time of 30 min, the maximum adsorption reached 89.79 ± 1.5%, as found from batch experiments. The Freundlich isotherm (R 2 = 0.983, n = 0.575, K f = 0.04 mg/g) was the best fitting among different user models. In the kinetic study, the pseudo-second-order model (q e = 1.297 mg/g, K 2 = 0.182 g/(mg min)) had the best fit with experimental data. A one-dimensional vertical column study exhibited an exhaustion time of 2.7 days for a 40 mm deep soil bed to remove ERY. A laboratory-scale constructed wetland model composed of silty–sandy soil showed a reduction of ERY of 92.44%. Finally, the results were validated with the CW2D wetland model of the Hydrus software, which corroborated the experimental results. The outcome exhorts that constructed wetlands with silty–sandy soil may be an effective technique for the reduction of ERY present in waste water, which has profound importance from a social health perspective.
红霉素(ERY)具有环境适应性,因为它的芳香性阻碍了降解。在本研究中,我们利用实验室规模的人工湿地,研究了饱和水力传导性(K)值为1.66 × 10−7 m/s的粉砂质土壤去除水中ERY的潜力。当剂量为10 g/l,浓度为25 mg/l,接触时间为30 min时,最大吸附量为89.79±1.5%。Freundlich等温线(r2 = 0.983, n = 0.575, K f = 0.04 mg/g)在不同用户模型中拟合最佳。在动力学研究中,拟二阶模型(q e = 1.297 mg/g, K 2 = 0.182 g/(mg min))与实验数据拟合最好。一项一维垂直柱研究表明,40毫米深的土床需要2.7天的耗尽时间才能去除ERY。粉砂质土壤组成的实验室尺度人工湿地模型的ERY降低率为92.44%。最后,利用Hydrus软件的CW2D湿地模型对结果进行验证,验证了实验结果。结果表明,粉砂质土壤人工湿地可能是一种减少废水中ERY的有效技术,从社会健康的角度来看,这具有深远的意义。
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引用次数: 0
The Relationship between Bedrock Depth and Site Fundamental Frequency in the Nakdonggang Delta Region, South Korea 韩国洛东江三角洲地区基岩深度与基岩基频的关系
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-06-21 DOI: 10.3390/geotechnics3030030
Jaehwi Kim, Giseok Heo, D. Kwak, Seokho Jeong
This paper describes the relationship between bedrock depth (D) and site fundamental frequency (f0) in the Nakdonggang delta region in the southeastern part of the Korean peninsula. We collected borehole logs to confirm the thickness of the sediments and estimated the f0 at over 200 locations across the delta using the horizontal-to-vertical spectral ratio (HVSR) method. We developed an f0 map of the study area by spatially interpolating the f0 values using the Ordinary Kriging method. The bedrock depth in the main delta showed a power-law dependence on the f0. The derived f0–D model predicted much shallower bedrock depths compared with similar studies from other parts of the world. This was attributed to the fact that the Nakdonggang delta region is composed of relatively low Vs Holocene sediments. With an f0 map, the derived model could enable a quick estimation of the bedrock depth, which could help to determine the site class in the Nakdonggang delta region according to the Korean Seismic Design Standard (KDS 17 10 00).
本文描述了朝鲜半岛东南部洛东江三角洲地区基岩深度(D)与基岩频率(f0)的关系。我们收集了钻孔测井资料,以确定沉积物的厚度,并使用水平-垂直光谱比(HVSR)方法估算了整个三角洲200多个地点的沉积物厚度。我们利用普通克里格法对f0值进行空间插值,绘制了研究区域的f0图。主要三角洲的基岩深度与水深呈幂律关系。与世界其他地区的类似研究相比,推导出的f0-D模型预测的基岩深度要浅得多。这与洛东港三角洲地区是由相对低v全新世沉积物组成有关。利用该模型可以快速估算基岩深度,从而根据韩国地震设计标准(KDS 171000)确定洛东江三角洲地区的场地等级。
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引用次数: 1
Low Frequency Cyclic Mechanical Loading of Till Deposits from Northern Germany under Oedometric Conditions 德国北部土壤层在测量条件下的低频循环机械载荷
IF 2.2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Pub Date : 2023-06-20 DOI: 10.3390/geotechnics3020029
H. Hailemariam, F. Wuttke
Glacial deposits are of significant importance to geotechnical engineers and geologists in northern Europe, North America, and Northern Asia, as vast areas of these land surfaces were historically covered with ice leading to the formation of a wide variety of till deposits. The use of these areas for various engineering purposes warrants their subjection to mechanical loads (of static and cyclic forms) from manmade structures, as well as natural hazards such as earthquakes. This paper focuses on the experimental investigation of the cyclic mechanical loading behavior of two glacial tills from northern Germany under one-dimensional loading or oedometric conditions, and in different soil wetting conditions. The experimental results show a significant dependence of the cyclic mechanical response of the glacial tills on wetting condition and number of loading cycles. The recorded values of accumulated plastic strains of the glacial tills generally increase with an increase in wetting or moisture content, with the highest measured value for the two tills being around 3.9% after 19 cycles of loading. The findings of the experimental cyclic mechanical tests of the glacial tills are discussed in view of the intrinsic soil behavior and fabric.
冰川沉积物对北欧、北美和北亚的地质工程师和地质学家来说意义重大,因为这些陆地表面的大片地区在历史上被冰覆盖,从而形成了各种各样的沉积物。这些区域用于各种工程目的,保证了它们受到来自人造结构的机械载荷(静态和循环形式)以及地震等自然灾害的影响。本文对德国北部两个冰碛体在一维加载、计量加载和不同土壤湿润条件下的循环力学加载特性进行了试验研究。试验结果表明,冰碛体的循环力学响应与湿润条件和加载循环次数有显著的相关性。冰碛体累积塑性应变的记录值一般随湿含量或含水率的增加而增加,经过19次循环加载后,两个冰碛体的最高测量值在3.9%左右。从土的内在特性和结构特征出发,讨论了冰碛循环力学试验的结果。
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引用次数: 0
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Environmental geotechnics
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