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Towards vibration-based damage detection of civil engineering structures: overview, challenges, and future prospects 基于振动的土木工程结构损伤检测:概述、挑战和未来展望
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-01-08 DOI: 10.1007/s10999-023-09692-3
Ali Zar, Zahoor Hussain, Muhammad Akbar, Timon Rabczuk, Zhibin Lin, Shuang Li, Bilal Ahmed

In this paper, we delve into the evolving landscape of vibration-based structural damage detection (SDD) methodologies, emphasizing the pivotal role civil structures play in society's wellbeing and progress. While the significance of monitoring the resilience, durability, and overall health of these structures remains paramount, the methodology employed is continually evolving. Our focus encompasses not just the transformation brought by the advent of artificial intelligence but also the nuanced challenges and future directions that emerge from this integration. We shed light on the inherent nonlinearities civil engineering structures face, the limitations of current validation metrics, and the conundrums introduced by inverse analysis. Highlighting machine learning's (ML) transformative role, we discuss how techniques such as artificial neural networks and support vector machine's have expanded the SDD's scope. Deep learning's (DL) contributions, especially the innovative capabilities of convolutional neural network in raw data feature extraction, are elaborated upon, juxtaposed with the potential pitfalls, like data overfitting. We propose future avenues for the field, such as blending undamaged real-world data with simulated damage scenarios and a tilt towards unsupervised algorithms. By synthesizing these insights, our review offers an updated perspective on the amalgamation of traditional SDD techniques with ML and DL, underlining their potential in fostering more robust civil infrastructures.

摘要 在本文中,我们深入探讨了基于振动的结构损伤检测(SDD)方法的演变情况,强调了民用结构在社会福祉和进步中所发挥的关键作用。虽然监测这些结构的韧性、耐久性和整体健康的意义仍然至关重要,但所采用的方法也在不断演变。我们的重点不仅包括人工智能的出现所带来的变革,还包括这种融合所带来的细微挑战和未来方向。我们揭示了土木工程结构所面临的固有非线性问题、当前验证指标的局限性以及逆向分析所带来的难题。在强调机器学习(ML)的变革作用时,我们讨论了人工神经网络和支持向量机等技术如何扩展了 SDD 的范围。我们详细阐述了深度学习(DL)的贡献,尤其是卷积神经网络在原始数据特征提取方面的创新能力,并将其与数据过拟合等潜在缺陷并列。我们提出了该领域未来的发展方向,例如将未损坏的真实世界数据与模拟损坏场景相结合,以及向无监督算法倾斜。通过综合这些见解,我们的综述为传统 SDD 技术与 ML 和 DL 的结合提供了一个最新视角,强调了它们在促进更稳健的民用基础设施方面的潜力。
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引用次数: 0
Multiple blade shedding in aviation gas turbine engines: FE modeling and characterization 航空燃气涡轮发动机的多叶片脱落:FE 建模和特性分析
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2024-01-06 DOI: 10.1007/s10999-023-09696-z
S. A. Meguid

In this paper, we extend our earlier single blade shedding studies by examining the dynamics of multiple blade shedding in a fan disc of an aviation gas turbine engine experimentally using a scaled-down test rig with improved instrumentation and numerically using nonlinear finite element simulations. The newly improved scaled-down rig is designed using dimensional analysis to maintain its dynamic equivalency with a fan disc in a medium size engine. The improved instrumentation includes additional strain gauges, accelerometer, temperature and speed sensors for improved characterisation of the shedding dynamics. High speed photography was also used to capture the time history of the multiply released blades. The shedding experiments were compared with high resolution finite element simulations of a fully bladed fan disc of a realistic gas turbine engine. We took account of blade airfoil, strain rate effects, and multiple contacts between the blades and the containment ring in our finite element simulations. The results of the current investigations reveal that (i) the released multiple blades interact with the trailing blades causing maximum damage to the trailing blades, (ii) large strains develop in the containment ring due to the multiple blade shedding and (iii) the predicted transient response of the finite element simulations of multiple blade interactions are in agreement with the findings of the scaled-down experiments, confirming the validity of our scaled-down test rig as a possible alternative or a compliment to full engine shedding tests.

在本文中,我们扩展了之前的单叶片脱落研究,使用改进的仪器和非线性有限元模拟,对航空燃气涡轮发动机风扇盘中的多叶片脱落动态进行了实验研究。新改进的缩小试验台是通过尺寸分析设计的,以保持其与中型发动机风扇盘的动态等效性。改进后的仪器包括额外的应变计、加速度计、温度和速度传感器,以改进脱落动态特性。此外,还使用了高速摄影技术来捕捉多释放叶片的时间历程。脱落实验与实际燃气涡轮发动机全叶片风扇盘的高分辨率有限元模拟进行了比较。我们在有限元模拟中考虑了叶片翼面、应变率效应以及叶片与密封环之间的多重接触。目前的研究结果表明:(i) 释放的多叶片与尾翼相互作用,对尾翼造成最大程度的损坏;(ii) 多叶片脱落导致安全壳环产生较大应变;(iii) 多叶片相互作用的有限元模拟预测瞬态响应与缩比实验结果一致,这证实了我们的缩比试验台可替代或补充完整发动机脱落试验的有效性。
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引用次数: 0
Static and dynamic analysis of multi-component structures based on multiple point constraint using smoothed finite element methods 使用平滑有限元方法对基于多点约束的多组件结构进行静态和动态分析
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-12-18 DOI: 10.1007/s10999-023-09687-0
Hong Yang, Jixiao Wang, Yongjie Pei, Guangze Tang, She Li, Xiangyang Cui

The smoothed finite element methods (SFEM) have demonstrated their ability to generate more flexible models, offering increased reliability compared to traditional FEM in certain straightforward and idealized situations. To explore the potential of SFEM in complex engineering problems, this paper, for the first time, combining with multiple point constraints to develop a simple and general procedure to study various analysis types of multi-component structures, via (1) the global matrix is constructed by eliminating independent degrees of freedom; (2) the local matrix generated by the SFEM is divided into four kinds of sub-domains, and any entry of the local matrix is assembled to the global matrix depending on the type of sub-domain. By implementing this approach without augmenting the number of equations, the current method excels not only in the analysis of multi-component structures but also outperforms ABAQUS and NASTRAN in terms of effectiveness and efficiency. This superiority has been convincingly demonstrated through several numerical examples, providing strong validation for the proposed method.

平滑有限元法(SFEM)已证明其有能力生成更灵活的模型,在某些简单和理想化的情况下,与传统有限元法相比,其可靠性更高。为了探索 SFEM 在复杂工程问题中的应用潜力,本文首次结合多点约束开发了一种简单而通用的程序,用于研究多组件结构的各种分析类型,具体方法是:(1)通过消除独立自由度构建全局矩阵;(2)将 SFEM 生成的局部矩阵划分为四种子域,并根据子域类型将局部矩阵的任意条目装配到全局矩阵中。通过采用这种不增加方程数量的方法,目前的方法不仅在多组件结构分析方面表现出色,而且在效果和效率方面优于 ABAQUS 和 NASTRAN。这一优势已通过几个数值实例得到了令人信服的证明,为所提出的方法提供了有力的验证。
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引用次数: 0
Numerical and experimental investigation of self-rigidizable Kapton-SMA-based boom 基于 Kapton-SMA 的自刚性吊杆的数值和实验研究
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-12-08 DOI: 10.1007/s10999-023-09690-5
Vikas Rastogi, S. H. Upadhyay, Kripa Sankar Singh

The gossamer space structures can be stowed effortlessly because of a lack of out-of-plane stiffness, but structural strength is needed on partial or complete out-gassing to maintain their deployed state. This study demonstrates a novel approach to producing a self-maintaining shape ability of an inflatable cylindrical boom using heat-actuated SMA wires when the inflation gas is vented out from the assembly after complete deployment. Kapton-based and Kapton-SMA-based booms are analyzed numerically for bending stiffness under inflation and no-inflation pressure, followed by experimental validation. At this end, a customized heat test chamber is developed to conduct the required experiments. Furthermore, a parametric study is also performed to find the effect of materials and design parameters on the boom’s stiffness. Before all, the non-linear behavior of double-layered laminated Kapton is found by curve fitting of stretch test data with the optimized different material model parameters to find the best-fitted material model under the hyperelastic materials category. The study helps to find the membrane behavior and rigidization of the inflatable boom in a reversible manner.

由于缺乏平面外刚度,索丝空间结构可以毫不费力地收放,但在部分或完全排气时需要结构强度来保持其展开状态。本研究展示了一种新方法,利用热致动 SMA 线在充气组件完全展开后排出充气气体时,产生可充气圆柱形吊杆的自保持形状能力。对基于 Kapton- 和基于 Kapton-SMA 的吊杆在充气和无充气压力下的弯曲刚度进行了数值分析,然后进行了实验验证。为此,开发了一个定制的热试验箱来进行所需的实验。此外,还进行了参数研究,以找出材料和设计参数对吊杆刚度的影响。首先,通过拉伸测试数据与优化的不同材料模型参数进行曲线拟合,找出双层层压 Kapton 的非线性行为,从而找到超弹性材料类别下的最佳拟合材料模型。这项研究有助于发现膜的行为,并以可逆的方式实现充气吊杆的刚性化。
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引用次数: 0
Multiple-phase materials topology optimization framework with buckling criteria 基于屈曲准则的多相材料拓扑优化框架
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-12-01 DOI: 10.1007/s10999-023-09688-z
Ning Gan

The primary focus of traditional topological optimization in continuum structures is addressing stress, compliance, and other relevant factors associated with single-phase materials. However, the optimal design of structural buckling performance has gained increasing attention due to its significant economic loss and safety risk. Furthermore, the versatility, lightweight nature, and adjustability of composite multiple-phase materials offer significant potential for application in various fields. Therefore, this paper presents a novel methodology for optimizing multi-phase materials’ design by concurrently incorporating structural buckling criteria and compliance design. Linear buckling analysis is utilized to determine the critical buckling load of the structure, and a buckling constraint is incorporated into the topology optimization model to regulate its buckling performance. A refined material interpolation model scheme is introduced to enhance the algorithm’s robustness and eliminate pseudo-eigenmode in buckling analysis. The numerical results demonstrate that the final topology optimization design exhibits distinct and discernible boundaries for the topological configurations of multiple-phase materials. Moreover, it is possible to effectively regulate the buckling property while minimizing any compromise on stiffness.

在连续介质结构中,传统拓扑优化的主要焦点是处理与单相材料相关的应力、顺应性和其他相关因素。然而,结构屈曲性能的优化设计由于其巨大的经济损失和安全风险而越来越受到人们的关注。此外,复合多相材料的多功能性、轻量化和可调性为其在各个领域的应用提供了巨大的潜力。因此,本文提出了一种将结构屈曲准则与柔度设计相结合的多相材料优化设计方法。利用线性屈曲分析来确定结构的临界屈曲载荷,并在拓扑优化模型中加入屈曲约束来调节结构的屈曲性能。为了提高算法的鲁棒性,消除屈曲分析中的伪特征模态,引入了一种改进的材料插值模型方案。数值结果表明,最终的拓扑优化设计对于多相材料的拓扑构型具有清晰可辨的边界。此外,可以有效地调节屈曲性能,同时最大限度地减少对刚度的损害。
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引用次数: 0
Improving the robust design of piezoelectric energy harvesters by using polynomial chaos expansion and multiobjective optimization 采用多项式混沌展开和多目标优化方法改进压电能量采集器的鲁棒性设计
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-11-30 DOI: 10.1007/s10999-023-09691-4
Paulo H. Martins, Marcelo A. Trindade, Paulo S. Varoto

Harvesting electrical energy from mechanical vibrations through piezoelectric-based resonant devices is a suitable form of generating alternative electrical sources for several applications, most dedicated to powering small electronic devices. This technique has attracted considerable attention over the past decades, mainly due to piezoelectric materials’ high electrical charge density. However, the amount of harvestable energy is usually small and sensitive to variabilities in design, manufacturing, operation, and environmental conditions. Hence, it is essential to account for predictable and potentially relevant uncertainties during the design of energy harvesting devices. This work presents strategies for the robust design of resonant piezoelectric energy harvesters, considering the presence of uncertainties in design, manufacturing, and mounting conditions, such as the bonding of the piezoelectric materials and the clamping of the resonant device. The work proposes and discusses strategies for finite element modeling, accounting for adhesive bonding of piezoelectric materials and imperfect clamping; harvestable power output mean value and dispersion estimation with Polynomial Chaos Expansion; and robust optimization using multiobjective optimization techniques. Relevant general conclusions concerning harvesting devices include but are not limited to, devices with shorter resonating beams and larger tip masses tend to present performances that are nominally better but also less robust. Additionally, reducing the effective electrical resistance may improve robustness without significantly losing the mean value performance. Also, through an assessment of the most relevant design variables and uncertain parameters, some aspects that should receive special attention when designing, manufacturing, and mounting these devices are discussed, such as the bonding of piezoelectric patches and the clamping of cantilever beams due to their essential effect on the robustness of the device. It is also shown that including well-selected design variables may mitigate the impact of uncertainties and, thus, improve the robustness of the device.

通过基于压电的谐振装置从机械振动中收集电能是一种产生替代电源的合适形式,适用于多种应用,大多数用于为小型电子设备供电。在过去的几十年里,由于压电材料的高电荷密度,这种技术引起了相当大的关注。然而,可收获能源的数量通常很小,并且对设计、制造、操作和环境条件的变化很敏感。因此,在能量收集装置的设计过程中,必须考虑可预测的和潜在的相关不确定性。考虑到设计、制造和安装条件中存在的不确定性,例如压电材料的粘合和谐振装置的夹紧,本工作提出了谐振式压电能量采集器的稳健设计策略。本文提出并讨论了考虑压电材料粘接和夹紧不完美的有限元建模策略;基于多项式混沌展开的可收获功率输出均值及色散估计并采用多目标优化技术进行鲁棒优化。有关收获装置的相关一般性结论包括但不限于,共振光束较短、尖端质量较大的装置往往表现出名义上更好但鲁棒性较差的性能。此外,降低有效电阻可以提高鲁棒性,而不会显著损失平均值性能。此外,通过对最相关的设计变量和不确定参数的评估,讨论了在设计、制造和安装这些设备时应特别注意的一些方面,例如压电片的粘合和悬臂梁的夹紧,因为它们对设备的鲁棒性有重要影响。还表明,包括精心选择的设计变量可以减轻不确定性的影响,从而提高设备的鲁棒性。
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引用次数: 0
Vibration characteristics of composite damping plate with randomly oriented carbon nanotube reinforced stiffeners 随机取向碳纳米管加筋复合阻尼板的振动特性
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-11-27 DOI: 10.1007/s10999-023-09689-y
Shaoqing Wang, Shuo Li, Zhilin Zhai, Anfu Guo, Peng Qu

Based on stress transfer relationship of fiber reinforced composite layer, damping layer and stiffeners, this study presents a novel dynamic analytical model in order to evaluate the dynamic characteristics of a composite damping plate with randomly oriented carbon nanotube reinforced stiffeners. Both an energy method and complex modulus theory are used to derive the vibration equations. Experiments and numerical simulations are adopted for confirming the correctness of the analytical findings. Furthermore, the model is utilized to investigate the impact of structural variables on the dynamic properties, including the modal loss factor and first-order natural frequency.

基于纤维增强复合材料层、阻尼层和加筋层之间的应力传递关系,提出了一种新的动态分析模型,用于评价随机取向碳纳米管增强加筋复合材料阻尼板的动态特性。利用能量法和复模量理论推导了振动方程。通过实验和数值模拟验证了分析结果的正确性。此外,利用该模型研究了结构变量对动力特性的影响,包括模态损失因子和一阶固有频率。
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引用次数: 0
An isogeometric approach of static, free vibration and buckling analyses of multilayered solar cell structures 对多层太阳能电池结构进行静态、自由振动和屈曲分析的等几何方法
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-11-06 DOI: 10.1007/s10999-023-09686-1
Dieu T. T. Do, Anh T. Nguyen, Nam V. Nguyen

In recent years, the utilization of renewable energy sources has emerged as a prevalent trend, both globally among countries as well as within engineering applications. Solar energy has attracted significant interest from the research community, primarily for its exceptional ability to produce electric energy in an eco-friendly and sustainable way. The current work is dedicated to introducing a powerful and effective numerical framework for analyzing the fundamental mechanical behavior of multilayered solar cell structures, namely static, vibration, and buckling problems. The key formulations are developed from a five-variable generalized higher-order shear deformation model in conjunction with NURBS-based isogeometric analysis (IGA). We, in this research, examine two typical kinds of flexible solar cell structures: Organic Solar Cells (OSCs) and Perovskite Solar Cells (PSCs), belonging to the latest generation and offering various excellent advantages in terms of efficiency and production costs. For the first time, we conduct comprehensive parametric investigations to evaluate how various input parameters affect the static deflections, natural frequencies as well as critical buckling parameters of two multilayered solar cell models under different conditions. The novel findings presented in this article can be referred to as valuable reference results for future analyses of static, buckling and vibration problems. Furthermore, the insights obtained will be pivotal for guiding future analyses, designs, and fabrications of multilayered solar cell structures.

近年来,利用可再生能源已成为全球各国和工程应用领域的普遍趋势。太阳能引起了研究界的极大兴趣,主要是因为它能以生态友好和可持续的方式生产电能。目前的工作致力于引入一个强大而有效的数值框架,用于分析多层太阳能电池结构的基本机械行为,即静态、振动和屈曲问题。关键公式是由五变量广义高阶剪切变形模型与基于 NURBS 的等几何分析 (IGA) 共同开发而成的。在本研究中,我们研究了两种典型的柔性太阳能电池结构:有机太阳能电池(OSC)和过氧化物太阳能电池(PSC)属于最新一代太阳能电池,在效率和生产成本方面具有各种卓越优势。我们首次进行了全面的参数研究,以评估各种输入参数如何影响两种多层太阳能电池模型在不同条件下的静态挠度、固有频率以及临界屈曲参数。本文介绍的新发现可作为今后分析静态、屈曲和振动问题的宝贵参考结果。此外,所获得的见解对于指导未来多层太阳能电池结构的分析、设计和制造至关重要。
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引用次数: 0
Physics based data driven method for the crashworthiness design of origami composite tubes 基于物理数据的折纸复合管防撞设计方法
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-16 DOI: 10.1007/s10999-023-09685-2
Alberto Ciampaglia, Dario Fiumarella, Carlo Boursier Niutta, Raffaele Ciardiello, Giovanni Belingardi

A novel method based on a physics informed data driven model is developed to design an origami composite crash tube. The structure consists of two axially stacked basic components, called modules. Each module presents lower and upper square sections with an octagonal section in the middle. The parameters of the octagonal cross-section and the height of each module are optimized to maximize the energy absorption of the tube when subjected to an axial impact. In contrast to standard surrogate modelling techniques, whose accuracy only depends on the amount of available data, a Physics-informed Neural Network (PINN) scheme is adopted to correlate the crushing response of the single modules to that of the whole origami tube, constraining the data driven method to physically consistent predictions. The PINN is first trained on the results obtained with an experimentally validated Finite Element model and then used to optimize the structure. Results show that the PINN can accurately predict the crushing response of the origami tube, while consistently reducing the computational effort required to explore the whole design domain. Also, the comparison with a standard Feed Forward Neural Network (FFNN) shows that the PINN scheme leads to more accurate results.

我们开发了一种基于物理信息数据驱动模型的新方法,用于设计折纸复合防撞管。该结构由两个轴向堆叠的基本组件(称为模块)组成。每个模块都有上下两个方形截面,中间是一个八边形截面。八角形截面的参数和每个模块的高度都经过优化,以便在受到轴向冲击时最大限度地吸收管子的能量。标准代用建模技术的准确性仅取决于可用数据的数量,与之不同的是,采用了物理信息神经网络(PINN)方案,将单个模块的挤压响应与整个折纸管的挤压响应相关联,从而将数据驱动方法限制在物理一致的预测上。PINN 首先根据实验验证的有限元模型得出的结果进行训练,然后用于优化结构。结果表明,PINN 可以准确预测折纸管的挤压响应,同时持续减少探索整个设计领域所需的计算量。此外,与标准前馈神经网络(FFNN)的比较结果表明,PINN 方案能得出更准确的结果。
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引用次数: 0
A revised bending model of inflatable beam considering the shear effect in varying inner pressure 考虑不同内压剪切效应的充气梁弯曲模型修订版
IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL Pub Date : 2023-10-07 DOI: 10.1007/s10999-023-09682-5
Changle Sun, Shihao Ge, Yong Nie, Mingzhi Liu, Xiaoxing Zhang

Inflatable beam can be regarded as thin-walled beam structure with uniform pressure on the inner wall. In the bending behavior of inflatable beams, there is a noticeable shear effect, causing the cross-section to deviate from the beam's axis. By defining a local coordinate system, the shear effect can be described more accurately. However, the stiffness of the inflatable beam is inconstant under the varying inner pressure. And the inner pressure changes the geometric parameters of the inflatable beam through expansion, thereby changing its section characteristics, and ultimately affecting the expression of the shear effect. Therefore, the application scope of the results obtained by using fixed material parameters is limited. On the basis of previous studies, a revised bending model of inflatable beam considering the shear effect in varying inner pressure is proposed by establishing the relationship between internal pressure, dynamic stiffness and shear effect. The three-point central concentrated load bending experiment of a simply supported beam is then investigated. The computed outcomes of the model are juxtaposed with the results derived from three-dimensional finite element analysis and empirical experimentation, revealing a significant concordance. The model's reliability was further confirmed through comparisons with established models.

充气梁可视为内壁受力均匀的薄壁梁结构。在充气梁的弯曲行为中,存在明显的剪切效应,导致横截面偏离梁的轴线。通过定义局部坐标系,可以更精确地描述剪切效应。然而,充气横梁的刚度在不同的内压作用下是不稳定的。而且内压通过膨胀会改变充气梁的几何参数,从而改变其截面特性,最终影响剪切效应的表达。因此,使用固定材料参数得出的结果应用范围有限。在前人研究的基础上,通过建立内压、动刚度和剪切效应之间的关系,提出了一种考虑不同内压下剪切效应的充气梁弯曲模型。然后对简单支撑梁的三点中心集中荷载弯曲实验进行了研究。模型的计算结果与三维有限元分析和经验实验得出的结果并列,显示出显著的一致性。通过与已有模型的比较,进一步证实了该模型的可靠性。
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引用次数: 0
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International Journal of Mechanics and Materials in Design
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