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Vibration data‐driven machine learning architecture for structural health monitoring of steel frame structures 用于钢框架结构健康监测的振动数据驱动机器学习架构
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-04-25 DOI: 10.1111/str.12439
M. Naresh, S. Sikdar, J. Pal, S. Sikdar
A vibration data‐based machine learning architecture is designed for structural health monitoring (SHM) of a steel plane frame structure. This architecture uses a Bag‐of‐Features algorithm that extracts the speeded‐up robust features (SURF) from the time‐frequency scalogram images of the registered vibration data. The discriminative image features are then quantised to a visual vocabulary using K‐means clustering. Finally, a support vector machine (SVM) is trained to distinguish the undamaged and multiple damage cases of the frame structure based on the discriminative features. The potential of the machine learning architecture is tested for an unseen dataset that was not used in training as well as with some datasets from entirely new damages close to existing (i.e., trained) damage classes. The results are then compared with those obtained using three other combinations of features and learning algorithms—(i) histogram of oriented gradients (HOG) feature with SVM, (ii) SURF feature with k‐nearest neighbours (KNN) and (iii) HOG feature with KNN. In order to examine the robustness of the approach, the study is further extended by considering environmental variabilities along with the localisation and quantification of damage. The experimental results show that the machine learning architecture can effectively classify the undamaged and different joint damage classes with high testing accuracy that indicates its SHM potential for such frame structures.
设计了一种基于振动数据的机器学习架构,用于钢平面框架结构的结构健康监测(SHM)。该架构使用特征包算法,从注册振动数据的时频尺度图图像中提取加速鲁棒特征(SURF)。然后使用K均值聚类将判别图像特征量化为视觉词汇表。最后,根据识别特征训练支持向量机(SVM)来区分框架结构的未损伤和多重损伤情况。机器学习架构的潜力是针对未在训练中使用的未见过的数据集以及来自接近现有(即训练过的)损伤类别的全新损伤的一些数据集进行测试的。然后将结果与使用其他三种特征和学习算法组合获得的结果进行比较- (i)带有支持向量机的定向梯度直方图(HOG)特征,(ii)带有k近邻(KNN)的SURF特征和(iii)带有KNN的HOG特征。为了检验该方法的稳健性,通过考虑环境可变性以及损害的局部化和量化,进一步扩展了研究。实验结果表明,该机器学习架构能够有效地对未损伤和不同关节损伤类别进行分类,具有较高的测试精度,表明其在此类框架结构中的SHM潜力。
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引用次数: 2
Combined effect of process variables on the plastic behaviour of 316L stainless steel printed by L‐PBF 工艺变量对L‐PBF印刷316L不锈钢塑性行为的综合影响
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-04-16 DOI: 10.1111/str.12438
L. Morichelli, G. Chiappini, A. Lattanzi, E. Santecchia, M. Rossi
The metal additive manufacturing (AM) is a technology that is rapidly spreading in the industrial sector with its enormous potential in making components with complex shapes and low weight, ensuring a high structural strength. However, the mechanical properties of the components depend on the printing process, and the interactions between the process variables and the final material behaviour is still not totally understood. In this work, 12 different types of tensile specimen were built by AM using the laser powder bed fusion (L‐PBF) technique; the used material is the 316L stainless steel. The specimens have the same geometry and the same process parameters in terms of layer thickness, hatch space, laser power, spot diameter, scanning speed and platform preheating temperature, while different laser scan strategies and building orientations are evaluated. The scope is to characterize the plastic behaviour of such specimens and study the differences due to distinct printing strategies. Stereo digital image correlation (stereo‐DIC) was used to evaluate the deformation state and analyse the material anisotropy. Finally, the microstructure and presence of defects were investigated through the optical microscopy (OM) and the scanning electron microscopy (SEM). The analysis shows how the plastic behaviour and the formation of defects are remarkably influenced by the laser scan strategy and by the building orientation.
金属增材制造(AM)是一项在工业领域迅速发展的技术,在制造形状复杂、重量轻的部件方面具有巨大潜力,可确保高结构强度。然而,部件的机械性能取决于印刷工艺,工艺变量和最终材料行为之间的相互作用仍不完全清楚。在这项工作中,使用激光粉末床融合(L‐PBF)技术,通过AM构建了12种不同类型的拉伸试样;所使用的材料是316L不锈钢。试样在层厚度、舱口空间、激光功率、光斑直径、扫描速度和平台预热温度方面具有相同的几何形状和相同的工艺参数,同时评估了不同的激光扫描策略和构建方向。其范围是表征此类试样的塑性行为,并研究不同印刷策略造成的差异。立体数字图像相关(Stereo-DIC)用于评估变形状态并分析材料各向异性。最后,通过光学显微镜(OM)和扫描电子显微镜(SEM)研究了微观结构和缺陷的存在。分析表明,激光扫描策略和建筑方向如何显著影响塑性行为和缺陷的形成。
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引用次数: 0
Time‐resolved strain and deformation measurement on the vibrating saxophone reed 萨克斯管簧片振动的时间分辨应变和变形测量
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-04-12 DOI: 10.1111/str.12437
Enis Ukshini, J. Dirckx
Single‐reed musical instruments, such as the saxophone, generate sound through a complex interplay between the mechanics of the reed and the hydrodynamic and acoustic pressure in the instrument mouthpiece. To understand this complex mechanism, experimental data are lacking. This paper presents full‐field, time‐resolved measurements of strain and displacement of a vibrating saxophone reed, measured under mimicked realistic playing conditions. It is found that strain along the length axis of the reed is mainly expansive, except in a small zone near the tip where it becomes compressive when the reed touches the front edge of the mouthpiece. At the instant in the vibration phase where the reed touches the mouthpiece, significant bending and compressive strain appear along the direction perpendicular to the reed axis. Strain magnitudes in both directions are similar, with absolute values of 0.1%. Full‐field strain maps reveal subtle characteristics which are not revealed by displacement measurements. Bi‐axial bending and strain may be an essential component in reed mechanics, which up till now has been fully neglected in modelling.
单簧片乐器,如萨克斯管,通过簧片的力学和乐器口的流体动力和声压之间的复杂相互作用来产生声音。为了理解这种复杂的机制,缺乏实验数据。本文介绍了在模拟现实演奏条件下,对振动萨克斯管簧片的应变和位移进行全场、时间分辨测量。结果表明,沿簧片长度轴方向的应变主要为膨胀应变,除了簧片接触吸口前缘时,在簧片尖端附近的一小块区域应变变为压缩应变。在振动阶段,簧片接触吹口的瞬间,沿垂直于簧片轴的方向出现明显的弯曲和压缩应变。两个方向的应变幅值相似,绝对值均为0.1%。全场应变图揭示了位移测量无法揭示的微妙特征。双轴弯曲和应变可能是簧片力学的重要组成部分,但迄今为止在建模中完全被忽视。
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引用次数: 0
Material Testing 2.0: A brief review 材料测试2.0:简要回顾
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-03-21 DOI: 10.1111/str.12434
F. Pierron
With the advent of camera‐based full‐field measurement techniques such as digital image correlation (DIC), researchers have been trying to exploit such rich data sets through the use of more complex test configurations than the standard ones (uniaxial tension/compression, bending etc.). This new paradigm in mechanical testing of materials has recently been christened ‘Material Testing 2.0’. This paper provides a brief overview of this field, which is currently seeing a large increase in research effort.
随着数字图像相关(DIC)等基于相机的全场测量技术的出现,研究人员一直试图通过使用比标准测试(单轴拉伸/压缩、弯曲等)更复杂的测试配置来开发这些丰富的数据集。这种材料机械测试的新范例最近被命名为“材料测试2.0”。本文提供了该领域的简要概述,该领域目前的研究工作正在大幅增加。
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引用次数: 3
Shear strength of plain concrete 素混凝土抗剪强度
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-03-20 DOI: 10.1111/str.12436
R. Jajodia, S. Gadve
Concrete shear strength is one of important parameters in structural design and analysis. Brittle failure of concrete under shear has substantial impact on performance of structure. Concrete shear strength as stipulated in standard codes of different nations is based on RC beam elements. Majority of research also focused on reinforced elements or on indirect shearing. There have been few studies performed on plain concrete subjected to pure shear. Hence, pure shear strength of plain concrete is not established. In light of foregoing, the present work attempts to build loading method that is efficient and capable of creating uniform shear force in standard specimen. The study investigates fracture behaviour of plain concrete when subjected to pure shear force. The pure shear state of specimen is verified using Mohr's circle method. FEA is performed to validate experimental data. The proposed test set‐up is effective in determining pure shear strength of plain concrete.
混凝土抗剪强度是结构设计与分析的重要参数之一。混凝土受剪脆性破坏对结构性能有重要影响。各国标准规范规定的混凝土抗剪强度是以钢筋混凝土梁单元为基础的。大多数研究也集中在加筋单元或间接剪切上。对素面混凝土进行纯剪切作用的研究很少。因此,素混凝土的纯抗剪强度不成立。鉴于上述,本工作试图建立有效的加载方法,能够在标准试样中产生均匀的剪切力。研究了素混凝土在纯剪力作用下的断裂行为。采用莫尔圆法对试件的纯剪切状态进行了验证。通过有限元分析对实验数据进行了验证。所提出的试验装置在测定素混凝土的纯抗剪强度方面是有效的。
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引用次数: 0
Adaptation of the virtual fields method for the identification of biphasic hyperelastic model parameters in soft biological tissues with osmotic swelling 应用虚拟场方法识别渗透膨胀软生物组织双相超弹性模型参数
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-03-16 DOI: 10.1111/str.12435
Ruike Shi, S. Avril, Haitian Yang, V. A. Acosta Santamaría, Yue Mei, Yiqian He
Biphasic hyperelastic models have become popular for soft hydrated tissues, and there is a pressing need for appropriate identification methods using full‐field measurement techniques such as digital volume correlation. This paper proposes to address this need with the virtual fields method (VFM). The main asset of the proposed approach is that it avoids the repeated resolution of complex nonlinear finite element models. By choosing special virtual fields, the VFM approach can extract hyperelastic parameters of the solid part of the biphasic medium without resorting to identifying the model parameters driving the osmotic effects in the interstitial fluid. The proposed approach is verified and validated through three different examples: the first and second using simulated data and then the third using experimental data obtained from porcine descending thoracic aortas samples in osmotically active solution.
双相超弹性模型已经在软组织中流行起来,迫切需要使用全场测量技术(如数字体积相关性)的适当识别方法。本文提出用虚拟场方法(VFM)来解决这一需求。该方法的主要优点是避免了复杂非线性有限元模型的重复求解。通过选择特殊的虚拟场,VFM方法可以提取双相介质固体部分的超弹性参数,而无需识别驱动间隙液中渗透效应的模型参数。通过三个不同的例子验证了所提出的方法:第一个和第二个例子使用模拟数据,第三个例子使用从渗透活性溶液中的猪胸主动脉降段样本中获得的实验数据。
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引用次数: 0
Experimental deformation analysis of an adhesively bonded multi‐material joint for marine applications 船用多材料粘接接头的实验变形分析
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2023-03-16 DOI: 10.1111/str.12433
P. Jaiswal, Raj Kumar, Thibault Juwet, G. Luyckx, Cedric Verhaeghe, W. De Waele
The strength and deformation of full‐scale adhesively bonded multi‐material joints is studied in this paper. Four joints with a thick layer of methyl methacrylate adhesive (MMA) have been manufactured in shipyard conditions. In two specimens, cracks have been introduced at steel–adhesive and composite–adhesive interfaces. One cracked and one un‐cracked specimen were subjected to quasi‐static tensile testing; the two remaining specimens were stepwise loaded/unloaded with increasing load until failure. The strain in the adhesive layers was measured with digital image correlation (DIC). This showed a predominant shear deformation and dissimilar shear strain patterns for different bond lines. Fibre Bragg (FBG) sensors were used to monitor strains at steel and composite constituents and to detect the onset and evolution of damage in the un‐cracked specimen. Strains measured by FBG sensors correspond well with DIC results at nearby regions. All specimens failed by delamination of the composite panel near the composite–adhesive interface.
本文研究了全尺寸多材料粘接接头的强度和变形。在船厂条件下,用厚层甲基丙烯酸甲酯胶粘剂(MMA)制造了四个接缝。在两个试样中,在钢粘结和复合粘结界面处引入了裂纹。分别对一个裂纹和一个未裂纹试件进行准静态拉伸试验;其余2个试件随着荷载的增大逐级加载/卸载,直至破坏。采用数字图像相关(DIC)技术测量粘接层的应变。结果表明,不同的粘结线具有明显的剪切变形和不同的剪切应变模式。光纤布拉格(FBG)传感器用于监测钢和复合材料成分的应变,并检测未破裂试样中损伤的发生和演变。FBG传感器测得的应变与附近区域的DIC结果吻合良好。所有试件均因复合材料粘结界面附近复合板的分层而失效。
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引用次数: 2
Optimized identification of earlywood and latewood stiffnesses in loblolly pine in simulated experiments 模拟试验中火炬松早、晚木刚度的优化识别
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2022-12-05 DOI: 10.1111/str.12432
J. Considine, Nathan J. Bechle, F. Pierron, David E. Krestschmann
Knowledge of local mechanical behaviour of wood is especially important as silvicultural practices are modified to allow wood to compete as a relevant material in high technology applications. Challenges associated with identification of local mechanical behaviour have resulted in simplified test geometries designed to determine one or two constitutive parameters. The objective of this work was to design and simulate an entire experiment developed to simultaneously identify the earlywood and latewood orthotropic stiffnesses in loblolly pine in a single specimen and load geometry. The virtual experiment was capable of evaluating optimal orthotropy orientation for reduced identification errors and indicating most favourable choices for data smoothing filters and identification methodology. Additionally, certain ring spacing and latewood percentages were shown to produce large errors, but those combinations are unlikely to occur naturally. The simulation was able to identify Q11,Q22 , and Q66 with approximately ±10% error; the Q12 error was larger with more scatter. The methodology presented here contributes to the best practices available for heterogeneous stiffness identification.
随着造林实践的改变,木材作为一种相关材料在高科技应用中竞争,了解木材的当地机械性能尤为重要。与局部力学行为识别相关的挑战导致了简化的试验几何结构,旨在确定一个或两个本构参数。这项工作的目的是设计和模拟一个完整的实验,该实验旨在同时确定单个样品和载荷几何结构中火炬松的早材和晚材正交异性刚度。虚拟实验能够评估最佳正交方向以减少识别误差,并指示数据平滑滤波器和识别方法的最有利选择。此外,某些环间距和晚材百分比被证明会产生很大的误差,但这些组合不太可能自然发生。模拟能够识别Q11、Q22和Q66,误差约为±10%;Q12误差越大,散射越大。本文提出的方法有助于非均匀刚度识别的最佳实践。
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引用次数: 0
Uncertainty reduction in residual stress measurements by an optimised inverse solution using nonconsecutive polynomials 利用非连续多项式的优化反解减少残余应力测量中的不确定性
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2022-11-08 DOI: 10.1111/str.12430
Diego L. Brítez, M. Prime, Sana Werda, R. Laheurte, P. Darnis, O. Cahuc
Many destructive methods for measuring residual stresses such as the slitting method require an inverse analysis to solve the problem. The accuracy of the result as well as an uncertainty component (the model uncertainty) depends on the basis functions used in the inverse solution. The use of a series expansion as the basis functions for the inverse solution was analysed in a previous work for the particular case where functions orders grew consecutively. The present work presents a new estimation of the model uncertainty and a new improved methodology to select the final basis functions for the case where the basis is composed of polynomials. Including nonconsecutive polynomial orders in the basis generates a larger space of possible solutions to be evaluated and allows the possibility to include higher‐order polynomials. The paper includes a comparison with two other inverse analyses methodologies applied to synthetically generated data. With the new methodology, the final error is reduced and the uncertainty estimation improved.
许多测量残余应力的破坏性方法,如分切法,都需要逆分析来解决这个问题。结果的准确性以及不确定性分量(模型不确定性)取决于反解中使用的基函数。在以前的工作中,针对函数阶数连续增长的特殊情况,分析了使用级数展开作为反解的基函数。目前的工作提出了一种新的模型不确定性估计方法,以及在基由多项式组成的情况下选择最终基函数的新的改进方法。在基中包含非连续多项式阶会产生更大的待评估可能解的空间,并允许包含更高阶多项式的可能性。本文与其他两种应用于综合生成数据的逆分析方法进行了比较。采用新方法,减少了最终误差,提高了不确定性估计。
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引用次数: 0
Identification of thermomechanical parameters based on the virtual fields method combined with the sampling moiré method 基于虚拟场法和采样法的热力学参数辨识
IF 2.1 3区 材料科学 Q2 MATERIALS SCIENCE, CHARACTERIZATION & TESTING Pub Date : 2022-10-28 DOI: 10.1111/str.12429
Yangyang Li, H. Xie
Thermomechanical parameters are important indicators for evaluating the mechanical properties of superalloys and generally include the coefficients of stiffness and thermal expansion at high temperatures. At present, there are few methods for simultaneously characterising the thermomechanical parameters of superalloys, especially single‐crystal superalloys. To satisfy the demand for simultaneously identifying the thermomechanical parameters of orthotropic superalloys, an optimised virtual fields method for decoupling the thermomechanical parameters was developed in this study by combining the self‐developed heat‐resistant grids and the sampling moiré method. First, several factors, including the oblique angle of the grids, image noise and thermomechanical coupling phenomena, were studied through numerical experiments to analyse their influences on the identification accuracy. Then, an optimised identification strategy was established. Finally, the thermomechanical parameters of Ni‐based polycrystalline and single‐crystal superalloys were successfully identified and comparatively studied. The identification results demonstrate that the proposed method is highly accurate and robust. This research will provide an effective way to accurately characterise the multiple parameters of superalloys at high temperatures.
热力学参数是评价高温合金力学性能的重要指标,一般包括高温下的刚度系数和热膨胀系数。目前,能够同时表征高温合金,特别是单晶高温合金的热力学参数的方法很少。为了满足正交各向异性高温合金热力学参数同时辨识的需求,本文将自行开发的耐热网格与采样法相结合,提出了一种优化的虚拟场解耦方法。首先,通过数值实验研究了栅格倾斜角度、图像噪声和热力耦合现象等因素对识别精度的影响。然后,建立了优化的识别策略。最后,对Ni基多晶和单晶高温合金的热力学参数进行了鉴定和比较研究。结果表明,该方法具有较高的辨识精度和鲁棒性。该研究将为高温合金多参数的准确表征提供有效途径。
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引用次数: 1
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Strain
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