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From data to decision: combining Bayesian updating with a data-driven prior to forecast the settlement of embankments on soft soils 从数据到决策:将贝叶斯更新与数据驱动相结合,预测软土路堤沉降
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-16 DOI: 10.1139/cgj-2023-0075
Xiao Wan, J. Doherty
Applications of Bayesian updating commonly treat soil parameters as random variables. A significant issue with this is that soil parameters are highly subjective. Therefore, using traditional parameter-based models, Bayesian analysis starts from a subjective prior and it is unclear how this may influence the overall results of a study. In this paper, Bayesian updating is combined with a data-driven method, known as CRACA (i.e. CReep And Consolidation Analysis), for predicting the settlement of embankments on soft soil. Importantly, the method directly ingests measured oedometer data and therefore avoids the subjectivity involved in parameter selection. Because parameters are not used, scaling factors are introduced that account uncertainty associated with the laboratory measurements and the automated interpretation process. These factors have an initial value of unity (returning the prior) and are updated in a Bayesian framework as settlement monitoring data is revealed over time to improve future forecasts. The model was applied to an embankment case history and was shown to result in a rapid improvement in the accuracy and a narrowing of the 95% confidence interval as settlement monitoring data is revealed to the model.
贝叶斯更新的应用通常将土壤参数作为随机变量处理。一个重要的问题是,土壤参数是高度主观的。因此,使用传统的基于参数的模型,贝叶斯分析从主观先验开始,并且不清楚这可能如何影响研究的整体结果。在本文中,贝叶斯更新与数据驱动的方法相结合,称为CRACA(即蠕变和固结分析),用于预测软土上路堤的沉降。重要的是,该方法直接摄取测量数据,因此避免了参数选择的主观性。由于没有使用参数,因此引入了考虑与实验室测量和自动解释过程相关的不确定度的比例因子。这些因素具有统一的初始值(返回先验值),并随着时间的推移在贝叶斯框架中更新沉降监测数据,以改进未来的预测。将该模型应用于一个路堤案例历史,结果表明,当沉降监测数据显示给模型时,该模型的准确性得到了迅速提高,95%置信区间也缩小了。
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引用次数: 0
Field study on installation effects of pre-bored grouted planted pile in deep clayey soil 深粘土中预钻孔灌注桩安装效果的现场研究
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-11 DOI: 10.1139/cgj-2022-0530
Jia-jin Zhou, Jian-lin Yu, X. Gong, Ri-hong Zhang
This paper presents the results of field tests performed to investigate the installation effects of pre-bored grouted planted (PGP) pile in deep clayey soil. The test results show that the drilling and grouting process induced large horizontal soil displacements in the soil within a radial distance of 2 d (d is pile diameter), and the maximum horizontal soil displacements induced by the drilling and grouting process were smaller than 15.9 mm when the radial distance reached 4 – 5 d. Moreover, the horizontal soil displacements decreased along the soil layer depth, as the superficial soil layers were of small deformation modulus and lateral soil pressure. The drilling process brought large excess pore water pressures in the soil when the radial distance was less than 3 d, and the excess pore water pressures induced by the drilling stage were all less than 55 kPa when the radial distance was in the range 4 – 6 d. The drilling process also induced some lateral soil pressure increases in the soil within a radial distance of 3 d, while the measured maximum lateral soil pressure increases were smaller than 10.9 kPa when the radial distance increased to 4 d.
本文介绍了深粘土中预钻孔灌注桩(PGP)安装效果的现场试验结果。试验结果表明:钻孔灌浆过程在径向距离2 d (d为桩径)范围内引起土体较大水平位移,当径向距离达到4 ~ 5 d时,钻孔灌浆过程引起的土体最大水平位移小于15.9 mm,且水平位移沿土层深度减小;由于浅层土层变形模量小,侧土压力小。当径向距离小于3 d时,钻孔过程带来了较大的土体超孔隙水压力,当径向距离为4 ~ 6 d时,钻孔阶段引起的超孔隙水压力均小于55 kPa。在径向距离为3 d时,钻孔过程也引起了土体侧压力的增加。当径向距离增加到4 d时,测得的最大侧向土压力增量小于10.9 kPa。
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引用次数: 0
Soil-water retention behavior of a loess-paleosol sequence and its significance for hydrology and paleoclimate: A case study from the Luochuan profile of the Loess Plateau, China 黄土-古土壤序列的水土保持特征及其水文古气候意义——以黄土高原洛川剖面为例
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-11 DOI: 10.1139/cgj-2023-0144
Hai-man Wang, W. Ni
The soil water retention behavior of the loess-paleosol sequence has important significance for hydrology and paleoclimate. This report examines the soil-water retention curves and microstructures of the Luochuan loess-paleosol sequence. The experimental results demonstrated that as burial depth increases, there is a significant change in the soil-water retention curve of loess-paleosol sequence. Simultaneously, the saturated volumetric water content and water loss rate gradually decrease, while the air entry value and residual water content increase. As a whole, the loess layer has a lower water-holding capacity than the adjacent paleosol layer. Accordingly, the microstructure of the loess-paleosol sequence changes considerably with the burial depth. The microstructure changes from overhead structure to matrix structure. The results suggest that the loess layer deposited in cold and dry climate conditions can act as an aquifer, which is related to weak pedogenic weathering. In contrast, paleosol layers that were formed in warm, humid climates underwent significant pedogenic weathering and can behave as an aquiclude. Based on the previously mentioned results, the link between paleoclimate changes and the current hydrological system has been explored.
黄土-古土壤序列的土壤保水行为对水文和古气候具有重要意义。本文研究了洛川黄土-古土壤层序的土壤保水曲线和微观结构。试验结果表明,随着埋深的增加,黄土-古土壤序列的土水保持曲线发生了显著变化。饱和体积含水量和失水速率逐渐降低,进气量和残余含水量逐渐增加。从整体上看,黄土层的持水能力低于相邻的古土壤层。因此,黄土-古土壤层序的微观结构随埋深变化较大。显微组织由架空组织转变为基体组织。结果表明,在寒冷干燥气候条件下沉积的黄土层具有含水层的作用,这与弱成土风化有关。相比之下,在温暖潮湿气候下形成的古土壤层经历了明显的成土风化作用,可以表现为水层。基于上述结果,探讨了古气候变化与当前水文系统之间的联系。
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引用次数: 1
Analysis of the Geotechnical Behavior of a Piled Raft in Tropical Lateritic Soil Based on Long-Term Monitoring of Columns, Piles, and Raft-Soil Interface 基于柱、桩和筏-土界面长期监测的热带红土中桩筏岩土力学性能分析
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-03 DOI: 10.1139/cgj-2022-0675
H. Bernardes, Renato Pinto da Cunha, Aleones José da Cruz Junior, M. Sales, Juan Félix Rodríguez Rebolledo
This paper aims to analyze and describe the geotechnical behavior of a piled raft foundation of a tall building (53 floors, 172.4 m high) through the monitoring of strains in the building’s columns and piles, the stresses at the raft-soil interface, and the foundation settlements. Field and laboratory tests were performed, and associated with axisymmetric and three-dimensional finite element analysis to the assessment of the measured data. The monitoring of the pile strains suggests the occurrence of soil expansion, caused by the raft excavation process, up to approximately six months after the excavation was completed. The presence of different soil profiles under the raft, with different mechanical properties, affected the distribution of the foundation settlements and the pile loads. Initially, the average pile loads were concentrated in the perimeter elements, but, as the construction of the building evolved, they tended to become more uniform. The effect of the superstructure stiffness caused successive load redistributions in the columns, which contributed to the maintenance of the maximum angular distortion of the building within the allowable values and reduced the load difference between the piles positioned in opposite soil profiles.
本文旨在通过对某53层,高172.4 m高层建筑柱桩应变、筏板-土界面应力和地基沉降的监测,分析和描述该高层建筑桩筏基础的岩土性能。进行了现场和实验室测试,并结合轴对称和三维有限元分析来评估测量数据。对桩应变的监测表明,在开挖完成约6个月后,筏板开挖过程引起的土壤膨胀仍在发生。筏板下不同土剖面的存在,其力学特性不同,影响了基础沉降和桩荷载的分布。最初,平均桩荷载集中在周边元素,但是,随着建筑的发展,它们趋于变得更加均匀。上部结构刚度的影响导致柱中的连续荷载重新分配,这有助于将建筑物的最大角变形维持在允许值内,并减少位于相反土壤剖面的桩之间的荷载差。
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引用次数: 0
LIMITIATIONS OF GOLD’S FORMULA FOR PREDICTING ICE THICKNESS REQUIREMENTS FOR HEAVY EQUIPMENT 金公式预测重型设备冰厚要求的局限性
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-02 DOI: 10.1139/cgj-2022-0464
Alan Fitzgerald, Willem Janse van Rensburg
ABSTRACT Common practice for determining the required ice thickness for vehicles and equipment relies on Gold’s Formula as outlined in Provincial and Territorial publications relating to ice safety [e.g. 1-4]. This practice persists despite recent advances in ice engineering knowledge that provide more comprehensive design methods utilizing limit states design approaches (Masterson 2009, Kerr, 1996). The authors have identified that the use of Gold’s Formula for determining required ice thickness may lead to unsafe practices when utilized in the context of heavy construction equipment, increasing the risk of ice breakthrough to personnel and equipment. The authors use recent design examples to demonstrate instances in which the use of Gold’s Formula results in predicted flexural tensile stresses in the ice cover that exceed the maximum design stress recommended in contemporary literature (Masterson 2009, Hayley and Proskin 2008, US Army Corps of Engineers 2002, Gold 1981). In the case of large excavators (53 metric tonnes), and heavy dozers (40 metric tonnes), as examples, the use of Gold’s Formula for determining the required ice thickness will result in predicted flexural tensile stresses that exceed the recommended maximum design stress by 56%-71%.
确定车辆和设备所需冰厚的一般做法依赖于与冰安全相关的省级和地区出版物中概述的Gold公式[例1-4]。尽管最近冰工程知识的进步提供了利用极限状态设计方法的更全面的设计方法,但这种做法仍然存在(Masterson 2009, Kerr, 1996)。作者已经确定,当在重型建筑设备中使用Gold公式来确定所需的冰厚时,可能会导致不安全的操作,增加人员和设备破冰的风险。作者使用最近的设计实例来证明,在这些实例中,使用Gold公式会导致预测的冰盖弯曲拉伸应力超过当代文献中推荐的最大设计应力(Masterson 2009, Hayley和Proskin 2008,美国陆军工程兵团2002,Gold 1981)。以大型挖掘机(53公吨)和重型推土机(40公吨)为例,使用Gold公式来确定所需的冰厚将导致预测的弯曲拉伸应力超过建议的最大设计应力56%-71%。
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引用次数: 0
Field observed GCL panel shrinkage for five GCLs in composite liners 现场观察了复合衬垫中五个GCL的GCL面板收缩
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-01 DOI: 10.1139/cgj-2022-0397
Amy K. Rentz, R. Brachman, R. Rowe, W. A. Take
Field observed shrinkage was quantified and compared for one GCL type left covered only by a black geomembrane, a white geomembrane and 0.3 m of gravel cover, and additionally for four GCLs left covered only by a black geomembrane for up to 28 months exposure at the QUELTS II experiment. All GCLs were needle-punched geotextile encased: one containing fine granular bentonite, two with powdered bentonite, one with polymer amended granular bentonite, and one multicomponent GCL with a film coating installed film up. All the GCLs examined have the potential to shrink with the magnitude of the shrinkage primarily dependent on the thermal/moisture cycles to which it is subjected and the degree of adhesion between panel overlaps. It is shown that the panel overlap adhesion can be highly variable and this is primarily attributed to condensation of water vapour below geomembrane wrinkles during daily thermal cycles. With a an initial GCL overlap of 300 mm, the shrinkage observed over 28 months left ≥ 32% of the original overlap, however if the overlap had been only 150 mm then gaps or ineffective seems would have occurred for several GCLs. Guidance regarding mitigating GCL panel shrinkage is provided.
在QUELTS II实验中,对仅覆盖黑色土工膜、白色土工膜和0.3 m砾石覆盖物的一种GCL类型以及仅覆盖黑色土工膜长达28个月的四种GCL进行了现场观察的收缩量化和比较。所有GCL都采用针刺土工布包裹:一种含有细颗粒膨润土,两种含有粉状膨润土,一种含有聚合物改性颗粒膨润土,一种是多组分GCL,涂膜安装膜。所检查的所有gcl都有收缩的潜力,收缩的幅度主要取决于它所经受的热/湿循环以及面板重叠部分之间的粘附程度。研究表明,面板重叠附着力变化很大,这主要是由于在日常热循环中,土工膜皱褶下的水蒸气凝结。当初始GCL重叠300 mm时,28个月后观察到的收缩留下了≥32%的原始重叠,然而,如果重叠只有150 mm,那么几个GCL就会出现间隙或无效看起来。提供了关于减少GCL面板收缩的指导。
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引用次数: 0
Use of an artificial neural network model for estimation of unfrozen water content in frozen soils 利用人工神经网络模型估算冻土中未冻水的含量
3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-08-01 DOI: 10.1139/cgj-2022-0035
Jun-ping Ren, Xudong Fan, Xiong Yu, Sai Vanapalli, Shoulong Zhang
The variation of unfrozen water content (UWC) has a significant influence on the physical and mechanical behaviors of frozen soils. Several empirical, semi-empirical, physical, and theoretical models are available in the literature to estimate the UWC in frozen soils. However, these models have limitations due to the complex interactions of various influencing factors that are not well understood or fully established. For this reason, in the present study, an artificial neural network (ANN) modeling framework is proposed and the PyTorch package is used for predicting UWC. Extensive UWC data of various types of soils tested under various conditions were collected through an extensive search of the literature. The developed ANN model showed good performance for the testing dataset. Its performance was further compared with two traditional statistical models on four soils and found to outperform these traditional models. Detailed discussions on the developed ANN model, and its strengths and limitations in comparison to different other models are provided. The study demonstrates that the proposed ANN model is simple yet reliable for estimating the UWC of various soils. In addition, the summarized UWC data and the proposed machine learning modeling framework are valuable for future studies related to frozen soils.
未冻水含量的变化对冻土的物理力学行为有重要影响。文献中有几种经验的、半经验的、物理的和理论的模型来估计冻土的UWC。然而,由于各种影响因素的复杂相互作用,这些模型具有局限性,这些影响因素尚未得到很好的理解或完全建立。为此,本研究提出了一种人工神经网络(ANN)建模框架,并使用PyTorch包进行UWC预测。通过广泛的文献检索,收集了在各种条件下测试的各种类型土壤的广泛UWC数据。所建立的人工神经网络模型对测试数据集表现出良好的性能。在四种土壤条件下,将其与两种传统统计模型进行了比较,发现其性能优于传统模型。对所建立的人工神经网络模型进行了详细的讨论,并与其他模型进行了比较。研究表明,所提出的人工神经网络模型简单可靠,可用于估算各种土壤的UWC。此外,总结的UWC数据和提出的机器学习建模框架对未来冻土相关研究具有重要价值。
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引用次数: 0
Quality control of fine-grained embankments using penetration tests 用渗透试验控制细粒路堤的质量
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-31 DOI: 10.1139/cgj-2022-0055
Simon Oberhollenzer, L. Hauser, Martin Ehall, R. Marte, F. Tschuchnigg, H. Schweiger
The compaction control of earth works is an essential task in geotechnical engineering. In order to build more sustainably and to reduce project costs, fine-grained materials are more often used for embankment construction nowadays. The quality control of compacted soil layers is usually defined in terms of deformation moduli obtained from static and dynamic plate load tests or based on the degree of compaction, which is generally related to the Proctor density. Penetration tests, such as cone penetration tests (CPT), seismic flat dilatometer tests (SDMT) or dynamic probings (DPM), show a potential for assessing the compaction along vertical profiles but no standardized quality criteria have been elaborated yet. The present work investigates the effects of different water contents and degrees of soil stabilization on results of CPT, SDMT, DPM, plate load tests and Proctor tests for an 8 m high trial embankment, characterized by a clayey to silty material. CPT and DMT results were found to strongly correlate with deformation moduli of static and dynamic plate load tests, enabling the definition of new quality criteria for compaction control.
土工压实控制是岩土工程中的一项重要任务。为了建筑的可持续性和降低工程成本,细粒材料现在更多地用于路堤施工。压实土层的质量控制通常根据静态和动态板载试验获得的变形模量或根据压实程度来定义,压实程度通常与普罗克特密度有关。贯入测试,如锥贯入测试(CPT)、地震平面膨胀仪测试(SDMT)或动态探针(DPM),显示了沿垂直剖面评估压实的潜力,但尚未制定标准化的质量标准。本文研究了不同含水量和土壤稳定程度对8 m高粘土-粉质试验路堤CPT、SDMT、DPM、板载试验和Proctor试验结果的影响。发现CPT和DMT结果与静态和动态板载试验的变形模量密切相关,从而能够定义压实控制的新质量标准。
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引用次数: 0
Elasto-Plastic and Post-Yield Weakening Jointed Rockmass Response in a Comparison of Equivalent-Continuum and Explicit Structural Models 等效连续体与显式结构模型比较中的弹塑性和屈服后弱节理岩体响应
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-27 DOI: 10.1139/cgj-2022-0190
C. P. Fischer, M. Diederichs
The strength and stiffness of a composite rockmass (intact material, defects, joints, bedding, etc.) are primary inputs for the engineering analysis of rock slopes and underground excavations. The Geological Strength Index (GSI) has served rock engineering for three decades as a rockmass assessment system based on the blockiness of the rockmass and discontinuity condition. GSI is used to factor the Hoek-Brown strength envelope for intact rock to represent jointed rockmasses in conventional equivalent-continuum numerical modelling. Modern numerical tools can represent networks of discrete (explicit) structure with assigned discontinuity properties. This provides an opportunity to compare explicit structural modelling with the conventional implicit equivalent-continuum approach. In this paper, explicit structural models are developed using elasto-plastic (constant-strength) constitutive models for intact rock and realistic parametric ranges for explicit structure properties. Explicit model results are compared to equivalent-continuum results, validating the classical implicit approach while also identifying key limitations. Explicit models with post-yield weakening of the intact and structural elements are then developed and compared to post-yield weakening implicit models that use post-yield dilation and empirical relationships between peak and residual GSI. The results provide guidance for practical modelling in strain-weakening rockmasses, including recommendations for post-yield dilation in the traditional implicit approach.
复合岩体(完整材料、缺陷、节理、顺层等)的强度和刚度是岩质边坡和地下开挖工程分析的主要输入。地质强度指数(GSI)作为一种基于岩体的块性和不连续状态的岩体评价体系,在岩石工程中应用了30多年。在传统的等效连续体数值模拟中,采用GSI因子对完整岩石的Hoek-Brown强度包络线进行因子化,以表示节理岩体。现代数值工具可以表示具有指定不连续性质的离散(显式)结构网络。这提供了一个比较显式结构建模与传统隐式等效连续体方法的机会。本文采用完整岩石的弹塑性(等强度)本构模型和现实参数范围建立了显式结构模型。显式模型结果与等效连续体结果进行了比较,验证了经典的隐式方法,同时也确定了关键的局限性。然后开发了完整和结构元素屈服后减弱的显式模型,并与屈服后减弱的隐式模型进行了比较,隐式模型使用屈服后膨胀和峰值和剩余GSI之间的经验关系。研究结果为应变弱化岩体的实际建模提供了指导,包括对传统隐式方法中屈服后扩容的建议。
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引用次数: 0
Effects of fine aggregate content on the unsaturated hydraulic characteristics of recycled concrete aggregate 细骨料掺量对再生混凝土骨料非饱和水力特性的影响
IF 3.6 3区 工程技术 Q2 ENGINEERING, GEOLOGICAL Pub Date : 2023-07-26 DOI: 10.1139/cgj-2022-0380
Rui Chen, Fan Wu, C. Ng, P. Tai, Dong-jie Mei
Recycled concrete aggregate (RCA) can be used in landfill and slope cover systems, where its unsaturated hydraulic properties play an important role. The hydraulic behavior of RCAs can be potentially controlled through mixing coarse and fine aggregates by a pre-determined proportion, which lacks experimental validation. In this study, water retention curve (WRC) and permeability function (PF) of RCAs with different fine aggregate contents (fc) were investigated. Experiments on 9 RCAs with different gradations reveal that when fc is between 20% and 30%, a second air entry value appears, and the shape of both WRC and PF becomes bimodal, which is probably resulted from an uneven dual-peak pore-size distribution. With an increasing fc, the first air entry value and the residual water content increases. The unsaturated coefficient of permeability decreases with the increasing fc for a low suction level (< 0.1 kPa), but increases with the raise of fc for high suction (> 10 kPa). Overall, adopting a properly mixed RCA with fc value of less than 10% or over 40%, instead of a narrowly-graded RCA, is recommended for coarse- and fine-grained layers in a capillary barrier, respectively.
再生混凝土骨料(RCA)可用于垃圾填埋场和坡面覆盖系统,其非饱和水力特性在这些系统中起着重要作用。通过预先确定粗粒料和细粒料的混合比例,可以潜在地控制RCAs的水力行为,但缺乏实验验证。研究了不同细骨料含量(fc)的RCAs的保水曲线(WRC)和渗透函数(PF)。对9种不同级配的rca进行的实验表明,当fc在20% ~ 30%之间时,出现了第二次进风值,并且WRC和PF的形状都变为双峰型,这可能是由于双峰孔径分布不均匀所致。随着含水率的增大,第一次进风值和残余含水量增大。低吸力水平(< 0.1 kPa)下,不饱和渗透系数随fc的增大而减小,高吸力水平(> 10 kPa)下,随fc的增大而增大。总的来说,对于毛细血管屏障中的粗粒层和细粒层,建议分别采用fc值小于10%或大于40%的适当混合RCA,而不是狭窄分级的RCA。
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引用次数: 0
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Canadian Geotechnical Journal
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