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Research on determining the piles bearing capacity using a random forest model considering the randomness of the soil data 考虑土壤数据随机性的随机森林模型确定桩基承载力研究
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-5
Van Loi Giap, Tuan Anh Pham, Tuong Lai Nguyen
Bearing capacity is one of the most important parameters when designing piles. However, determining the exact bearing capacity of piles is a difficult job due to the influence of many parameters. The traditional methods of calculating the axial load capacity of piles all use a predefined problem, that is, determining only a single load capacity value, which is not entirely consistent with the actual working of the piles, where the input parameters affecting the bearing capacity of the piles are random. In this study, an advanced machine learning model based on artificial intelligence, the Random Forest, was developed and applied to predict the bearing capacity of piles. This model is used as a predefined model applied in the Monte-Carlo simulation method to determine the reliability of the pile-bearing capacity. The results show that the Random Forest model very well predicts the bearing capacity of piles on both training and testing data. In addition, the Monte-Carlo simulation results with random soil data show that there is still the possibility of unsafe pile operation even when the pile top load is lower than the expected average bearing capacity of the pile. Furthermore, the maximum load to the top of the pile should not exceed 99.2% of the mean load value, to achieve a high probability of safe working, on this data set.
承载力是桩设计中最重要的参数之一。然而,由于众多参数的影响,确定桩的准确承载力是一项困难的工作。传统的计算桩轴向承载力的方法都采用了一个预定义的问题,即只确定一个单一的承载力值,与桩的实际工作情况并不完全一致,其中影响桩承载力的输入参数是随机的。本研究开发了一种基于人工智能的先进机器学习模型——随机森林,并将其应用于桩的承载力预测。该模型作为蒙特卡罗模拟方法中用于确定桩承载力可靠度的预定义模型。结果表明,无论在训练数据还是测试数据上,随机森林模型都能很好地预测桩的承载力。此外,随机土体数据的蒙特卡罗模拟结果表明,即使桩顶荷载低于桩的预期平均承载能力,仍存在桩不安全运行的可能性。此外,在该数据集上,桩顶最大荷载不应超过平均荷载值的99.2%,以实现高概率的安全工作。
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引用次数: 0
The eurocodes - research and application for concrete structures in Vietnam context 欧洲规范——越南混凝土结构的研究与应用
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-1
Truong-Thang Nguyen, Tuan Trung Nguyen, V. Dang
Since 2018, it has been planned by the Vietnamese authorities for the preparation of a new system of the national construction codes and standards, of which the Eurocodes were recently taken into consideration to be systematically and gradually applied during the period from 2022 to 2030. Towards this orientation, significant attentions have also been paid and various number of studies on design of concrete structures to the Eurocodes have been conducted by Vietnamese researchers, which will be introduced in this paper to prepare for the comprehensive applications of the Eurocodes for concrete structures in Vietnam in the coming time when appropriable, especially the second generation of the Eurocodes will be expected to be also issued in coming years.
自2018年以来,越南当局计划制定一套新的国家建筑规范和标准体系,其中欧洲规范最近被考虑在2022年至2030年期间系统地逐步应用。针对这一方向,越南研究人员也对欧洲规范的混凝土结构设计给予了极大的关注和各种数量的研究,本文将介绍这些研究,以便在适当的时候为越南混凝土结构的欧洲规范的全面应用做准备,特别是第二代欧洲规范预计也将在未来几年发布。
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引用次数: 0
Thiết kế nhà bê tông cốt thép chịu động đất có phân loại kết cấu kháng chấn chính và phụ theo TCVN 9386:2012 根据TCVN 9386:2012对地震混凝土钢筋结构的主要抗震性和副抗震性进行了分类。
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-7
Mạnh Tùng Võ, Quốc Định Phùng
When designing seismic resistance for reinforced concrete buildings with medium ductility class (DCM) according to TCVN 9386:2012 the load bearing structures are to be designed to meet the required ductilities. The design of ductile members is quite complicated [2] and the amount of reinforcement provided for seismic members is considerable. Even so, TCVN 9386:2012 also allows to ignore the contribution of some members to the global seismic load-bearing structural system (that are secondary seismic members) when the remaining members (primary seismic members) are sufficient to ensure the safety and stability of the building. This paper presents some basic principles of the selection, the modeling methods and the design principles of primary and secondary seismic members in reinforced concrete buildings.
在根据TCVN 9386:2012进行中等延性等级(DCM)钢筋混凝土建筑抗震设计时,承重结构的设计应满足延性要求。延性构件的设计相当复杂[2],抗震构件的配筋量相当大。即便如此,TCVN 9386:2012也允许在剩余构件(主震构件)足以保证建筑安全稳定的情况下,忽略部分构件对整体地震承重结构体系(即次生地震构件)的贡献。本文介绍了钢筋混凝土建筑抗震构件选择的基本原则、建模方法和设计原则。
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引用次数: 1
A method for calculating flexural multi-layer reinforced concrete structures 多层钢筋混凝土结构受弯计算方法
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-3
Dinh Tho Vu, Tuan Anh Pham
In construction practice, reinforced concrete structures are designed to meet the requirements of not only the load-bearing capacity but also the abilities of sound insulation, heat insulation, fire resistance, etc. A promising and effective solution to meet these requirements is using multi-layer reinforced concrete structures with an internal layer by low thermal conductivity concrete, and external layers by traditional concrete, high-strength concrete, or kezamzit concrete. The different physical-mechanical properties of the material layers affect the structure's performance under load. In this study, the authors have introduced a theoretical method to calculate and analyze the stress-strain states of flexural reinforced concrete structures with cross-sectional sections consisting of layers from different concrete materials under the effect of load. The study's results have shown that in the manufacturing process of multi-layer reinforced concrete structures by different concretes, a contact zone is formed between layers because of aggregate components from different types of concrete. Calculated results by using the proposed model have shown that the values of the moment and deflection of the beam when cracks begin to appear and when the beam is damaged, are closer to the experimental results than by using the previous models. The research results are useful references for the calculation of multi-layer reinforced concrete structures with a middle layer from lightweight concrete.
在施工实践中,钢筋混凝土结构的设计不仅要满足承载能力的要求,而且要满足隔声、隔热、耐火等能力的要求。为了满足这些要求,一种有希望且有效的解决方案是使用多层钢筋混凝土结构,内层采用低导热混凝土,外层采用传统混凝土、高强度混凝土或克扎姆兹特混凝土。材料层的不同物理力学性能影响着结构在荷载作用下的性能。在本研究中,作者介绍了一种理论方法来计算和分析由不同混凝土材料层组成的截面钢筋混凝土受弯结构在荷载作用下的应力应变状态。研究结果表明,在不同类型混凝土的多层钢筋混凝土结构制造过程中,由于不同类型混凝土的骨料成分,层与层之间形成了接触区。计算结果表明,采用该模型计算的梁在开始出现裂缝和破坏时的弯矩和挠度值比采用先前模型计算的结果更接近实验结果。研究结果对以轻量混凝土为中间层的多层钢筋混凝土结构的计算具有一定的参考价值。
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引用次数: 0
Dự đoán khả năng chịu uốn của tiết diện dầm bê tông cốt thép bằng công thức thực hành 通过公式预测钢筋混凝土梁截面的抗弯能力
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-2
Trọng Hữu Ngô
This paper presents the process of developing a practical formula for predicting the ultimate bending moment of rectangular reinforced concrete (RC) beams through regression analysis. The data used for regression analysis was generated by using the fiber method to analyze a non-linear batch of commonly encountered RC beam cross-sections. The practical formula was obtained by fitting a linear regression model to the training set and then making predictions on the test set. The coefficient of determination, R2, between the bending moment values calculated from the formula and the results of the non-linear analysis was 0.9948, indicating a good predictive capability of the formula.
本文介绍了用回归分析方法推导矩形钢筋混凝土梁极限弯矩实用公式的过程。采用纤维法对一批常遇到的非线性RC梁截面进行分析,得到了用于回归分析的数据。通过对训练集拟合线性回归模型,再对测试集进行预测,得到实用公式。公式计算的弯矩值与非线性分析结果之间的决定系数R2为0.9948,表明公式具有较好的预测能力。
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引用次数: 0
Nghiên cứu ảnh hưởng của hàm lượng xi măng và magiê oxyt đến một số tính chất của đất bùn cứng hóa tại tỉnh Cà Mau 研究了水泥和氧化镁含量对金瓯省固结泥土若干特性的影响。
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-4
Quang Phú Nguyễn
Using a mixture of cement combined with additives including (fly ash, blast furnace slag and magnesium oxide) to harden dredged silt as a substitute for sand is necessary in construction areas where sand resources are scarce nature. In the study, the mixtures (cement + fly ash + ground blast furnance slag + magnesium oxide) were used to harden mud in brackish and salt water areas in Ca Mau province of the Mekong Delta. The experimental results show that when hardening dredged sludge with content of 6% Cement combined with a mixture of ground blast furnace slag, fly ash and MgO, the viscosity, internal friction angle, adhesive force and compressive strength of the mixture sludge solidification will improve. The higher the ratio of MgO content, the lower the viscosity; the greater the internal friction angle, adhesive force and compressive strength of the hardened sludge. However, in order to balance the design requirements of the sludge after hardening, it was found that: With the rate of 4% fly ash, 2% ground blast furnace slag and 0.5% MgO, the design requirements were met, the quality of the dredging soil after hardening meets the requirements according to TCVN 8217:2009, equivalent to the hard plastic state (0.25 < IL < 0.5, Ctc = 32÷57 kPa and  = 11 ÷ 18°). With such hardening mud quality, it will meet the requirement of replacing sand for embankment, embankment and other works in Ca Mau in particular, and the whole Mekong Delta in general.
在砂资源稀缺的建筑区域,使用水泥与(粉煤灰、高炉矿渣、氧化镁)等添加剂混合硬化疏浚淤泥作为砂的替代品是必要的。在该研究中,采用水泥+粉煤灰+地面高炉渣+氧化镁的混合物对湄公河三角洲Ca Mau省的半咸水和咸水地区的泥浆进行硬化处理。试验结果表明,水泥掺量为6%的硬化疏浚污泥与磨碎的高炉矿渣、粉煤灰和MgO混合后,污泥固化后的粘度、内摩擦角、粘结力和抗压强度均有所提高。MgO含量比越高,粘度越低;硬化污泥的内摩擦角、黏结力和抗压强度越大。但为了平衡硬化后污泥的设计要求,研究发现:在粉煤灰添加量为4%、高炉磨渣添加量为2%、MgO添加量为0.5%的情况下,满足设计要求,硬化后的挖泥土质量满足TCVN 8217:2009的要求,相当于硬塑性状态(0.25 < IL < 0.5, Ctc = 32÷57 kPa,= 11 ÷ 18°)。以这样的硬化泥质,可以满足嘉茂地区,乃至整个湄公河三角洲地区堤防、堤防等工程的换砂要求。
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引用次数: 0
Ứng dụng mô hình nền hardening soil và mohr coulomb trong plaxis 3D mô phỏng tính toán chuyển vị tường vây plaxis 3D模拟墙体位移的mohr库伦模型的应用
Pub Date : 2023-06-01 DOI: 10.59382/j-ibst.2023.vi.vol2-6
Ngọc Thắng Nguyễn, Văn Thịnh
Diaphragm wall deflection is considered one of the reasons for soil instability around excavation, causing serious consequences for neighboring constructions. Therefore, in the design and calculation of deep excavation, analyzing and simulating the diaphragm wall deflection between phases of excavation construction becomes very important. However, selecting an appropriate mathematical model and determining its input parameters affect the accuracy of the calculation results and their deviation from reality. In this article, the Hardening Soil (HS) model and the Mohr Coulomb (MC) model were used to simulate deflection calculations of diaphragm wall using Plaxis 3D and compared with data obtained from a real project in Ho Chi Minh City. The results showed that the stiffness parameter Eref50 was taken according to the formula Eref50 = 1000N for sandy soil (N: number of SPT blows), Eref50 = 500Su for cohesive soil (Su: undrained soil resistance) in the HS model, resulting in analysis of deflection that was quite compatible with actual data. In addition, the deflection of diaphragm wall varied inversely with its thickness, but this change was relatively small.
地下连续墙挠曲被认为是引起基坑周围土体失稳的原因之一,对邻近建筑造成严重后果。因此,在深基坑的设计计算中,分析和模拟连续墙开挖施工各阶段之间的挠度就显得十分重要。然而,选择合适的数学模型和确定其输入参数会影响计算结果的准确性和与实际的偏差。本文采用硬化土(HS)模型和莫尔库仑(MC)模型,利用Plaxis 3D软件对连续墙的挠度进行了模拟计算,并与胡志明市某实际工程数据进行了比较。结果表明,HS模型中刚度参数Eref50的取值公式为:砂土Eref50 = 1000N (N: SPT吹风次数),粘性土Eref50 = 500Su (Su:不排水土阻力),挠度分析与实际数据吻合较好。此外,连续墙的挠度随厚度呈反比变化,但这种变化相对较小。
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引用次数: 0
New contents in the draft version of TCVN 9386:2023 TCVN 9386:2023草案新增内容
Pub Date : 2023-03-01 DOI: 10.59382/j-ibst.2023.en.vol1-7
Tien Thinh Do
Design standard for earthquake resistance TCVN 9386:2012, first issued and enforced in 2006 with code TCXDVN 375:2006, was reviewed and will soon be replaced by the new TCVN 9386:2023. This paper presents some notable revisions of the draft standard TCVN 9386:2023 compared to the previous one.
抗震设计标准TCVN 9386:2012于2006年首次发布并实施,规范为TCVN 375:2006,经过审查,即将被新的TCVN 9386:2023所取代。本文介绍了TCVN 9386:2023标准草案与前一标准相比的一些值得注意的修订。
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引用次数: 0
A comparative investigation using artificial neural network (ANN) and decision tree (DT) methods in the prediction of slump and strength for concrete samples 采用人工神经网络(ANN)和决策树(DT)方法对混凝土试件的坍落度和强度进行了预测
Pub Date : 2023-03-01 DOI: 10.59382/j-ibst.2023.en.vol1-3
Van Tuan Vu
In the past few years, the application of Machine Learning Techniques (MLT) has become a popular way to enhance the accuracy of predicting concrete properties. This study aims to compare and contrast the performance of Artificial neural network (ANN) and Decision Tree (DT) methods in predicting the compressive strength and slump values of concrete samples. Experimental data used for model building and comparison were obtained from a previous research project. R-squared value (RSQ) and Mean Squared Error (MSE) metrics were used to determine which regression method was the most efficient in predicting concrete compressive strength and slump values. The results from the comparison between ANN and DT methods would be able to identify which of the two regression models is the better choice for forecasting concrete properties.
在过去的几年里,机器学习技术(MLT)的应用已经成为一种流行的方法来提高预测混凝土性能的准确性。本研究旨在比较和对比人工神经网络(ANN)和决策树(DT)方法在预测混凝土试件抗压强度和坍落度值方面的性能。用于模型构建和比较的实验数据来自先前的研究项目。使用r平方值(RSQ)和均方误差(MSE)指标来确定哪种回归方法在预测混凝土抗压强度和坍落度值方面最有效。人工神经网络和DT方法的比较结果将能够确定哪一种回归模型是预测混凝土性能的更好选择。
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引用次数: 0
Experimental study of interface shear characteristics between calcareous soil and steel, application to estimate axial bearing capacity of steel pile 钙质土与钢的界面剪切特性试验研究及其在钢桩轴向承载力估算中的应用
Pub Date : 2023-03-01 DOI: 10.59382/j-ibst.2023.en.vol1-5
Thanh Sang Nguyen, Tuonglai Nguyen, D. Pham
A modified direct shear tests of interface between well-graded coral sand and coral sandy-gravel with smooth steel plate were conducted in this study under various normal stress levels. The obsevation from experimental results indicates that: (1) interface shear behavior between well-graded coral soils and steel structure follows the strain hardening rules; (2) the magnitudes of friction resistances between two materials are related to the gradation and grain size of coral soils, for coral sand limit sliding displacement is around 1mm with interface friction angle of 27.9o while for coral sandy-gravel these values are 2-3mm and 32.8o respectively; (3) interface direct shear test can be used to accurately determine friction characteristics between calcareous soil and structural material, which can effectively support analysis and design of structures built on calcareous soil.
在不同的法向应力水平下,对分级良好的珊瑚砂与光滑钢板珊瑚砂砾石界面进行了改良直剪试验。试验结果表明:(1)分级良好的珊瑚土与钢结构的界面剪切行为遵循应变硬化规律;(2)两种材料之间的摩擦阻力大小与珊瑚土的级配和粒度有关,珊瑚砂的极限滑动位移约为1mm,界面摩擦角为27.90,珊瑚砂-砾石的极限滑动位移为2 ~ 3mm,界面摩擦角为32.80;(3)界面直剪试验可准确测定钙质土与结构材料之间的摩擦特性,可有效支持钙质土结构的分析与设计。
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引用次数: 0
期刊
Vietnam Institute for Building Science and Technology
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