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Machine learning approach for predicting early-age thermal cracking potential in concrete bridge piers 预测混凝土桥墩早期热裂潜力的机器学习方法
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-12-01 DOI: 10.1016/j.finmec.2024.100297
Tu Anh Do, Ba-Anh Le
In concrete construction, early-age thermal cracks in foundations, abutments, piers, and slabs can arise from non-uniform temperature distribution due to heat from cement hydration. These cracks negatively impact the integrity, load-bearing capacity, and service life of the concrete structures. This paper investigates the application of machine learning (ML) models to predict early-age thermal cracking in concrete bridge piers. The study aims to develop models to forecast thermal cracking potential (ηmax) and estimate the timing of potential cracking (t) based on a dataset of various cross-sectional bridge piers and typical tropical temperatures. Four ML models—Support Vector Machine (SVM), Extreme Gradient Boosting (XGB), Artificial Neural Network (ANN), and Genetic Programming (GP)—were trained on 759 samples. The dataset, prepared using the EACTSA program, included parameters like cross-sectional dimensions, ambient temperature, and initial concrete temperature, with ηmax and t as outputs. Results show that all the ML models achieved high prediction accuracy with R² scores over 0.96. The GP symbolic equations offer transparency and practical implementation. Compared to conventional methods, ML models provide a rapid, effective tool to optimize concrete member dimensions, formwork removal timing, and control concrete temperature, mitigating early-age thermal cracking risk.
在混凝土施工中,由于水泥水化产生的热量导致温度分布不均匀,地基、桥台、桥墩和楼板中的早期热裂缝可能会产生。这些裂缝对混凝土结构的完整性、承载能力和使用寿命产生负面影响。本文研究了机器学习(ML)模型在混凝土桥墩早期热裂预测中的应用。基于不同截面桥墩和典型热带温度的数据集,建立了预测热裂潜力(ηmax)和估计潜在裂缝时间(t)的模型。在759个样本上训练了支持向量机(SVM)、极端梯度增强(XGB)、人工神经网络(ANN)和遗传规划(GP)四种ML模型。使用EACTSA程序编制的数据集包括截面尺寸、环境温度和初始混凝土温度等参数,输出ηmax和t。结果表明,所有ML模型均具有较高的预测精度,R²分数均在0.96以上。GP符号方程提供了透明性和实用性。与传统方法相比,ML模型提供了一种快速有效的工具,可以优化混凝土构件尺寸,拆除模板的时间,控制混凝土温度,降低早期热裂的风险。
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引用次数: 0
Theoretical and numerical stress analysis in the cam of a medium voltage switchgear vacuum circuit breaker supported by image processing of deformation 通过变形图像处理对中压开关真空断路器凸轮进行理论和数值应力分析
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-22 DOI: 10.1016/j.finmec.2024.100298
Mahmood Matin , Erfan Fatahi , Hossein Darijani , Aram Arjmand
Vacuum circuit breakers (VCBs) are widely used in the switchgear industry. Over the past decades, leading companies have conducted extensive research and development to optimize the mechanical mechanisms and understand the kinematics and dynamics behavior of VCBs. The mechanical life of these devices is crucial for safety and reliability. This paper investigates an essential component of the VCB mechanism by evaluating the stress in the cam using theoretical and numerical methods. Furthermore, the calculations are supported by examining a deformed cam in a VCB after 2500 cycles. To this end, contact stress equations for the cylindrical part of the cam and its follower were developed. The ABAQUS finite element software was employed with specified contact properties. Additionally, an image of a cam in a VCB after 2500 cycles was processed and compared to other methods. The results demonstrate that the cam exhibited alternating stress values at different local locations at the end of its profile. However, in general, the Von Mises stress increased as the location on the cam progressed from 0° to 240°.
真空断路器(VCB)广泛应用于开关设备行业。在过去的几十年中,领先的公司进行了广泛的研究和开发,以优化真空断路器的机械结构并了解其运动学和动力学行为。这些设备的机械寿命对安全性和可靠性至关重要。本文通过使用理论和数值方法评估凸轮中的应力,研究了气动阻尼器机构的一个重要组成部分。此外,还通过研究 2500 次循环后 VCB 中变形的凸轮来支持计算。为此,开发了凸轮圆柱形部分及其从动件的接触应力方程。使用的 ABAQUS 有限元软件具有指定的接触属性。此外,还处理了 2500 次循环后 VCB 中凸轮的图像,并与其他方法进行了比较。结果表明,凸轮在其轮廓末端的不同局部位置表现出交替的应力值。不过,一般来说,随着凸轮上的位置从 0° 转到 240°,Von Mises 应力会增加。
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引用次数: 0
Quasi-static puncture shear loading characteristics of GLARE/nanoclay laminates with various indenters 带有不同压头的 GLARE/nanoclay 层压板的准静态穿刺剪切加载特性
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-22 DOI: 10.1016/j.finmec.2024.100295
Thiyagu Murgaiyan , Vasudevan Alagumalai , Yoganandam Krishnamoorthy , Prem kumar , Arumugaprabu Veerasimman , Sundarakannan Rajendran , Megavannan Mani , Senthilkumar Jadamuni , Vigneshwaran Shanmugam , Oisik Das
The potential challenge of delamination in fibre–metal laminates highlight the importance of improving interfacial bonding within the laminate. Developing a comprehensive understanding of the nature of this failure is essential for implementing effective mitigation strategies. This study explores fibre metal laminates comprising aluminium sheets and glass/epoxy, with and without the addition of nanoclay at varying weight percentages (0.5, 1, 1.5, and 2 wt.%). Fabrication involved the hand layup method followed by compression moulding, and the laminates were subjected to flexural, inter-laminar shear strength, and quasi-static punch shear tests (QS-PS). Two different indenters, flat and hemispheric, were employed in the QS-PS. Observations from flexural and interlaminar shear strength tests indicated that fibre metal laminate (FML) composites lacking nanoclay exhibit weakened interfacial bonding between aluminium and fibre layers. Notably, at 1.5 wt.% nanoclay, a substantial improvement in interfacial bonding between the fibre and aluminium layers improved the flexural strength (ca. 337 MPa), interfacial shear strength (ca. 16 MPa) and puncture resistance. The puncture failure modes exhibited variability based on the type of the indenter used, whether flat or hemispherical. For FML composites containing 2 wt.% nanoclay, the puncture shear strength differed significantly between the two indenters, measuring approximately 81 MPa under the flat indenter and about 49 MPa under the hemispherical indenter. Additionally, the corresponding energy absorption values were 880 KJ/g and 919 KJ/g for the flat and hemispherical indenters, respectively.
纤维-金属层压板分层的潜在挑战凸显了改善层压板内部界面粘合的重要性。全面了解这种故障的性质对于实施有效的缓解策略至关重要。本研究探讨了由铝板和玻璃/环氧树脂组成的纤维金属层压板,其中是否添加了不同重量百分比(0.5、1、1.5 和 2 wt.%)的纳米粘土。层压板的制造采用手糊法,然后进行压缩成型,并进行弯曲、层间剪切强度和准静态冲压剪切试验(QS-PS)。在 QS-PS 试验中使用了两种不同的压头,即平面压头和半球形压头。挠曲和层间剪切强度试验的观察结果表明,缺乏纳米黏土的纤维金属层压板(FML)复合材料表现出铝层和纤维层之间的界面粘合力减弱。值得注意的是,当纳米黏土的重量百分比为 1.5 时,纤维层和铝层之间的界面粘合力大幅提高,从而改善了抗弯强度(约 337 兆帕)、界面剪切强度(约 16 兆帕)和抗穿刺性。穿刺失效模式因所使用的压头类型(扁平或半球形)而有所不同。对于含有 2 wt.% 纳米黏土的 FML 复合材料,两种压头的穿刺剪切强度差别很大,扁平压头下约为 81 兆帕,半球形压头下约为 49 兆帕。此外,平面压头和半球形压头的相应能量吸收值分别为 880 KJ/g 和 919 KJ/g。
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引用次数: 0
Free vibration analysis of a functionally graded porous nanoplate in a hygrothermal environment resting on an elastic foundation 湿热环境中位于弹性地基上的功能分级多孔纳米板的自由振动分析
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-11-14 DOI: 10.1016/j.finmec.2024.100294
Ali Mottaghi , Ali Mokhtarian , Mohammad Hashemian , Mostafa Pirmoradian , Soheil Salahshour
This research investigates the free vibrational behavior of a functionally graded porous (FGP) nanoplate resting on an elastic Pasternak foundation in a hygrothermal environment. The nanoplate is modeled based on the nonlocal strain gradient theory (NSGT) and considering several plate theories including the CPT (classical plate theory), the FSDT (first-order shear deformation theory), and the TSDT (third-order shear deformation theory). Several patterns are investigated for the dispersion of pores, and the surface effects are incorporated to enhance the precision of the model. The governing equations and boundary conditions are derived via Hamilton's principle and an exact solution is provided via the Navier method. The impacts of several parameters on the natural frequencies are inspected such as length scale and nonlocal parameters, surface effects, porosity parameter, hygrothermal environment, and coefficients of the foundation. The results show that the impact of the porosity parameter on the natural frequencies of nanoplates is significantly dependent on the porosity distribution pattern. It is discovered that by increasing the porosity parameter from 0 to 0.6, the relative changes of natural frequencies vary from a decrease of 30 % to an increase of 6 %.
本研究探讨了在湿热环境中,位于弹性帕斯捷尔纳克地基上的功能分层多孔(FGP)纳米板的自由振动行为。纳米板的建模基于非局部应变梯度理论(NSGT),并考虑了多种板理论,包括经典板理论(CPT)、一阶剪切变形理论(FSDT)和三阶剪切变形理论(TSDT)。研究了孔隙分散的几种模式,并纳入了表面效应以提高模型的精度。通过汉密尔顿原理推导出了治理方程和边界条件,并通过纳维叶方法提供了精确解。研究了多个参数对固有频率的影响,如长度尺度和非局部参数、表面效应、孔隙度参数、湿热环境和地基系数。结果表明,孔隙率参数对纳米板固有频率的影响很大程度上取决于孔隙率分布模式。研究发现,将孔隙率参数从 0 增加到 0.6,自然频率的相对变化从降低 30% 到增加 6% 不等。
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引用次数: 0
Enhanced meshfree method with nodal integration for analysis of functionally graded material sandwich curved shells 用于分析功能梯度材料夹层曲面壳的节点积分增强型无网格方法
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-10-23 DOI: 10.1016/j.finmec.2024.100292
Thien Tich Truong, Binh Khanh Ngo, Nha Thanh Nguyen, Vay Siu Lo
This paper presents a nodal integration technique, the sub-domain stabilized conforming integration (SSCI), for the meshfree radial point interpolation method (RPIM) applied to the static and modal analysis of functionally graded material (FGM) sandwich curved shells. FGM sandwich shells with different kinds of core and face sheets are considered in this work while the interested curved shell is formulated by the first-order shear deformation theory. The numerical integration technique to compute the stiffness and mass matrices in the equilibrium equation is the SSCI, which is a stabilized nodal integration with strain smoothing to preserve the accuracy and stability of the numerical results. The RPIM shape functions are utilized in this study for interpolating both the field variables and the geometry of the curved shell due to their ability to satisfy the Kronecker delta property, a rare advantage among meshfree methods. The static and modal analysis of different geometry curved shells with various sandwich FGMs are conducted. Through several numerical examples, the accuracy and efficiency of the SSCI technique in the meshfree RPIM are demonstrated and discussed.
本文针对无网格径向点插值法(RPIM)提出了一种节点积分技术--子域稳定保形积分(SSCI),并将其应用于功能梯度材料(FGM)夹层曲面壳的静态和模态分析。本研究考虑了具有不同芯材和面片的 FGM 夹层曲面壳体,而感兴趣的曲面壳体则采用一阶剪切变形理论。计算平衡方程中刚度矩阵和质量矩阵的数值积分技术是 SSCI,它是一种带有应变平滑的稳定节点积分,以保持数值结果的精度和稳定性。由于 RPIM 形状函数能够满足 Kronecker delta 特性,因此本研究采用 RPIM 形状函数对场变量和曲面壳的几何形状进行插值,这在无网格方法中是一个罕见的优点。本研究对带有各种夹层 FGM 的不同几何形状的曲面壳进行了静态和模态分析。通过几个数值示例,展示并讨论了无网格 RPIM 中 SSCI 技术的精度和效率。
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引用次数: 0
Improved eight-node non-conforming hexahedral element for structures of various shapes 适用于各种形状结构的改进型八节点不规则六面体元素
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-10-20 DOI: 10.1016/j.finmec.2024.100293
Shengrong Hu, Jingjing Xu, Xinhong Liu
A previous 8-node 24-degree-of-freedom hexahedral element H8i9 is modified to improve its performance in structures of various shapes, especially in plates and shells. First, the complicated correction coefficients for non-conforming modes required by the patch test are reduced to constant values independent of the element. Second, the element strain field is enhanced with bilinear modes by the introduction of a trilinear non-conforming mode. Third, the iterative regularization used to address the ill-conditioned stiffness matrix is replaced by a special 9-point integration rule. Benchmark tests demonstrate that the new element H8ij10 outperforms the previous version, particularly with a notable improvement in coarse-mesh accuracy in plate and shell issues.
对之前的 8 节点 24 自由度六面体元素 H8i9 进行了修改,以提高其在各种形状结构(尤其是板和壳结构)中的性能。首先,将贴片测试所需的不符合模态的复杂修正系数减小到与元素无关的恒定值。其次,通过引入三线性非顺应模态,增强了双线性模态的元素应变场。第三,用一种特殊的 9 点积分规则取代了用于解决刚度矩阵条件不良问题的迭代正则化。基准测试表明,新元素 H8ij10 的性能优于旧版本,特别是在板和壳问题的粗网格精度方面有显著提高。
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引用次数: 0
A Euler-lagrange Model of dynamic internal friction 动态内摩擦力的欧拉-滞后模型
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-23 DOI: 10.1016/j.finmec.2024.100291
H.H. Hardy
A Euler-Lagrange model of dynamic internal friction is proposed and is shown to match the frequency and decay of oscillations in both simple extension (pull) and cantilever beam experiments. The proposed dynamic internal frictional stress, τij, is proportional to the rate of change of the engineering stress, σ˙ij. i.e.τij=μmσ˙ij,with μm the dynamic internal friction coefficient. A single value of the dynamic internal friction coefficient is shown to match the results of the experiments for a number of different geometries of the silicon rubber, Dragon SkinTM. Dragon SkinTM is used in skin effects for movies and in prosthetics and cushioning applications. It is chosen here because of its ease of preparation and relatively simple non-linear stress-strain response. Because of these characteristics, it provides a simple starting place for simulating more complicated synthetic rubber and biological materials, which are used in a myriad of commercial applications.
提出了动态内摩擦力的欧拉-拉格朗日模型,并证明该模型与简单拉伸(拉)和悬臂梁实验中的振荡频率和衰减相匹配。提出的动态内摩擦应力 τij 与工程应力 σ˙ij 的变化率成正比,即 τij=μmσ˙ij ,其中 μm 为动态内摩擦系数。对于硅橡胶 Dragon SkinTM 的多种不同几何形状,动态内摩擦系数的单一值与实验结果相吻合。Dragon SkinTM 用于电影皮肤特效、假肢和缓冲应用。之所以选择龙皮,是因为它易于制备,而且非线性应力-应变响应相对简单。由于这些特点,它为模拟更复杂的合成橡胶和生物材料提供了一个简单的起点,而合成橡胶和生物材料被广泛应用于各种商业领域。
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引用次数: 0
Static bending analysis of BDFG nanobeams by nonlocal couple stress theory and nonlocal strain gradient theory 利用非局部耦合应力理论和非局部应变梯度理论对 BDFG 纳米梁进行静态弯曲分析
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-15 DOI: 10.1016/j.finmec.2024.100289
Minhaj Uddin Mahmood Siddique , I.M. Nazmul
This paper presents analytical solutions for the bending behavior of bi-directional functionally graded (BDFG) micro and nanobeams, wherein the material properties vary along both the thickness and axial directions, following power-law and exponential-law profiles, respectively. This study employs two size-dependent theories, nonlocal modified couple stress theory (NCST) and nonlocal strain gradient theory (NSGT), to account for size effects inherent in nanoscale structures. The governing differential equations are derived using Hamilton's principle, and the Laplace transform technique is utilized for their solution. The study critically compares the size effects captured by NCST and NSGT and assesses the influence of material gradation parameters in both directions. Additionally, the impacts of nonlocal and length scale parameters are thoroughly investigated. The findings indicate that NSGT tends to overestimate size effects compared to NCST. This research enhances the understanding of the mechanical behavior of BDFG nanobeams, offering valuable insights for the design and analysis of nanoscale structures across diverse applications.
本文提出了双向功能分级(BDFG)微梁和纳米梁弯曲行为的分析解决方案,其中材料特性沿厚度和轴向方向变化,分别遵循幂律和指数律曲线。本研究采用了非局部修正耦合应力理论(NCST)和非局部应变梯度理论(NSGT)这两种与尺寸相关的理论,来解释纳米级结构中固有的尺寸效应。利用汉密尔顿原理推导出控制微分方程,并利用拉普拉斯变换技术进行求解。研究对 NCST 和 NSGT 所捕捉到的尺寸效应进行了批判性比较,并评估了两个方向上材料分级参数的影响。此外,还深入研究了非局部参数和长度尺度参数的影响。研究结果表明,与 NCST 相比,NSGT 往往会高估尺寸效应。这项研究加深了人们对 BDFG 纳米梁机械行为的理解,为设计和分析各种应用中的纳米结构提供了宝贵的见解。
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引用次数: 0
Response of circular type sandwich panel using JUCO-glass fiber with PU foam under three-point bending loading 使用聚氨酯泡沫的 JUCO 玻璃纤维圆形夹芯板在三点弯曲荷载下的响应
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-13 DOI: 10.1016/j.finmec.2024.100290
Md Shahriar Haque , Md Foisal Hossain , Muhammed Sohel Rana , Md Shafiul Ferdous

In this study, a circular type honeycomb sandwich panel using natural JUCO and synthetic woven glass fiber was fabricated, and the bending properties like bending strength, modulus of rupture (MOR), and modulus of elasticity (MOE) were evaluated. Polyurethane (PU) foam was injected into the core structure to improve the bending strength. The orientation of jute and cotton fiber was varied to investigate the best stiffness and strength. In addition, twill-type JUCO fiber mat and synthetic woven glass fiber were also used to fabricate the circular type honeycomb sandwich panel. Finite element modeling was undertaken to validate the experimental results. Prior to the finite element analysis, a tensile test was carried out to determine the boundary conditions. Injecting polyurethane foam into the honeycomb core does not show any significant impact on bending properties. However, the deformation rate increased considerably by adding PU foam in the core structure. According to the results, honeycomb sandwich panels made of woven glass fiber with PU foam exhibited more homogenous deflection and bending compliance compared with others.

本研究使用天然 JUCO 和合成玻璃纤维编织物制作了一种圆形蜂窝夹芯板,并对其弯曲强度、断裂模量(MOR)和弹性模量(MOE)等弯曲性能进行了评估。在芯材结构中注入了聚氨酯(PU)泡沫,以提高弯曲强度。通过改变黄麻和棉纤维的取向来研究最佳刚度和强度。此外,还使用了斜纹 JUCO 纤维毡和合成玻璃纤维编织物来制造圆形蜂窝夹芯板。为了验证实验结果,我们进行了有限元建模。在进行有限元分析之前,先进行了拉伸试验,以确定边界条件。在蜂窝芯中注入聚氨酯泡沫不会对弯曲性能产生明显影响。然而,在芯材结构中加入聚氨酯泡沫后,变形率大大增加。结果表明,与其他蜂窝夹芯板相比,由玻璃纤维编织物和聚氨酯泡沫制成的蜂窝夹芯板表现出更均匀的挠度和弯曲顺应性。
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引用次数: 0
An improved moment distribution method for the analysis of concrete frames 用于分析混凝土框架的改进型弯矩分布法
IF 3.2 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2024-09-07 DOI: 10.1016/j.finmec.2024.100288
Mohammed K. Dhahir, Peter Betz, Birgit Beckmann, Steffen Marx

The moment distribution method is considered one of the easiest and most reliable analysis methods. However, little attention has been given to modelling the stiffness of each member separately, as currently only one factor is being used to model all structural members without taking into account the loading conditions and curvature of the member. This can significantly influence the results when modelling columns, since unlike beams, which are usually bent in a single curvature configuration, columns can be bent in either a single or double curvature configuration. This paper presents a new set of stiffness factors to model each structural member separately depending on its boundary conditions and curvature. To validate this modification, an example concrete frame was modelled and analysed using the structural analysis software ETABS, and then the results were compared with that obtained from the standard moment distribution method and the modified moment distribution method. The results have revealed a significant enhancement in the accuracy of the obtained results when using the modified moment distribution method compared with the original moment distribution method, especially the values of the columns’ bending moments.

力矩分布法被认为是最简单、最可靠的分析方法之一。然而,人们很少关注对每个构件的刚度分别进行建模,因为目前只使用一个系数对所有结构构件进行建模,而没有考虑构件的加载条件和曲率。这可能会严重影响柱子的建模结果,因为柱子与梁不同,梁通常以单曲率配置弯曲,而柱子可以以单曲率或双曲率配置弯曲。本文提出了一套新的刚度系数,可根据边界条件和曲率对每个结构构件分别建模。为了验证这一修改,我们使用结构分析软件 ETABS 对一个混凝土框架实例进行了建模和分析,然后将结果与标准弯矩分布法和修改后的弯矩分布法得出的结果进行了比较。结果表明,与原始弯矩分布法相比,使用修正的弯矩分布法得出的结果准确性明显提高,尤其是柱子的弯矩值。
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引用次数: 0
期刊
Forces in mechanics
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