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A Testing Field for Studies of Environmental and Operational Effects in Structural Damage Localization of Mechanical Structures 研究机械结构损伤定位中的环境和运行影响的试验场
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-08-13 DOI: 10.1155/2024/3970794
Maximilian Rohrer, Max Moeller, Armin Lenzen

Methods of structural health monitoring (SHM) are often challenged by changing environmental and operational conditions (EOC). This paper presents a novel experimental testing field specifically designed for studying the effects of EOC on black box vibration-based output-only SHM methods. The experimental testing field consists of two identical mechanical structures that are exposed to mass and stiffness perturbations: one in a controllable laboratory setup and one under the influence of varying EOC in a field setup. The paper demonstrates the feasibility and usefulness of the dual experimental testing field for studies about EOC influences on SHM. The results of a preliminary study of the occurring EOC in the field setup are presented, and a modular measurement system that provides high-quality data is introduced. By providing the experimental acceleration data, a new experimental benchmark dataset for various studies and future use in the field of SHM is presented.

结构健康监测(SHM)方法经常受到不断变化的环境和运行条件(EOC)的挑战。本文介绍了一个新颖的实验测试场,专门用于研究 EOC 对基于黑盒振动的纯输出 SHM 方法的影响。实验测试场由两个相同的机械结构组成,这两个机械结构都受到质量和刚度扰动的影响:一个在可控的实验室设置中,另一个在现场设置中受到变化的 EOC 的影响。本文论证了双重实验测试场在研究 EOC 对 SHM 影响方面的可行性和实用性。文中介绍了对现场设置中发生的 EOC 的初步研究结果,并介绍了可提供高质量数据的模块化测量系统。通过提供实验加速度数据,为 SHM 领域的各种研究和未来使用提供了一个新的实验基准数据集。
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引用次数: 0
Replaceable Displacement-Amplifying Rotary Friction Damper: Experimental and Numerical Investigation 可更换位移放大旋转摩擦阻尼器:实验和数值研究
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-08-09 DOI: 10.1155/2024/9402792
Xicheng Zhang, Leilei Liu, Zhihao Qiu, Lanhao Cui, Chengming Hu

Timber structures are vulnerable to failure and collapse under seismic action. To improve the seismic performance of such structures, a replaceable displacement amplification rotary friction damper was proposed and designed. Six specimens were fabricated, each varying in pretension strains and employing three different composite friction materials as control parameters, followed by low cyclic loading tests. The study investigated the working mechanism, hysteresis performance, energy dissipation capacity, performance stability, and displacement amplification effect of the dampers. A finite element model was developed to analyze the hysteresis performance of the damper and evaluate the impact of various parameters on its overall effectiveness. Furthermore, a comparative analysis of the damper’s hysteresis characteristics was conducted. The theoretical calculations and finite element analysis were validated using experimental results, showing a relative error within 10%. The specimens demonstrated a notable displacement amplification capability, which increased as the intermediate connector length decreased. By reducing the length by 200 mm, the maximum damping force could be amplified by 5.5 times, while the nodal rotation values increased by 3.92 times. Additionally, for every 50 με increment in pretension strain, energy consumption increases by an average of 148%, and for each unit increase in the friction coefficient, energy consumption increases by an average of 172%.

木结构在地震作用下很容易失效和倒塌。为了提高此类结构的抗震性能,我们提出并设计了一种可更换的位移放大旋转摩擦阻尼器。研究人员制作了六个试件,每个试件的预拉伸应变各不相同,并采用三种不同的复合摩擦材料作为控制参数,随后进行了低循环加载试验。研究调查了阻尼器的工作机理、滞后性能、能量耗散能力、性能稳定性和位移放大效应。研究建立了一个有限元模型来分析阻尼器的滞后性能,并评估了各种参数对其整体效果的影响。此外,还对阻尼器的滞后特性进行了比较分析。实验结果对理论计算和有限元分析进行了验证,显示相对误差在 10% 以内。试样显示了显著的位移放大能力,随着中间连接器长度的减少,位移放大能力也在增加。当长度减少 200 毫米时,最大阻尼力可放大 5.5 倍,而节点旋转值则增加了 3.92 倍。此外,预拉伸应变每增加 50 με,能耗平均增加 148%,摩擦系数每增加一个单位,能耗平均增加 172%。
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引用次数: 0
Bridge Displacement Prediction from Dynamic Responses of a Passing Vehicle Using CNN-GRU Networks 利用 CNN-GRU 网络从通过车辆的动态响应预测桥梁位移
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-08-06 DOI: 10.1155/2024/6954442
Xiao-Tong Sun, Zuo-Cai Wang, Fei Zhang, Yu Xin, Yue-Ling Jing

Dynamic displacement is an important indicator for bridge safety estimation but is difficult to measure due to economic or technological limitations. Dynamic responses of a passing vehicle include the bridge dynamic response information. This study proposes a framework utilizing artificial neural networks to efficiently and accurately predict bridge displacements from the dynamic response of a passing vehicle. The input and the output of the networks are the vehicle acceleration responses and the bridge dynamic displacement responses, respectively. The implemented framework consists of convolutional neural network (CNN) and gated recurrent units (GRU). CNN is adept at feature extraction in the microcosm of short-term time series, revealing intricate nuances. As a complement, GRU plays a crucial role in extracting features of macroscopic long-term time series. The CNN-GRU network can efficiently extract higher-order features contained in the input data. Numerical experiments are conducted using the developed vehicle-bridge interaction (VBI) system model to obtain requisite data for training the deep neural network. The impact of the presence or absence of roadway irregularities and the number of vehicles are discussed, indicating the accuracy of the framework. Furthermore, a laboratory experiment is conducted to further assess the performance of the CNN-GRU network. Results indicate that the CNN-GRU network offers an effective alternative for bridge displacement measurements.

动态位移是桥梁安全评估的一个重要指标,但由于经济或技术限制,很难测量。过往车辆的动态响应包括桥梁动态响应信息。本研究提出了一种利用人工神经网络的框架,可从过往车辆的动态响应中高效、准确地预测桥梁位移。网络的输入和输出分别是车辆加速度响应和桥梁动态位移响应。实现的框架由卷积神经网络(CNN)和门控递归单元(GRU)组成。卷积神经网络善于从短期时间序列的微观世界中提取特征,揭示错综复杂的细微差别。作为补充,GRU 在提取宏观长期时间序列特征方面发挥着重要作用。CNN-GRU 网络能有效提取输入数据中的高阶特征。利用开发的车桥相互作用(VBI)系统模型进行了数值实验,以获得训练深度神经网络所需的数据。实验讨论了路面不规则情况和车辆数量的影响,表明了该框架的准确性。此外,还进行了一项实验室实验,以进一步评估 CNN-GRU 网络的性能。结果表明,CNN-GRU 网络为桥梁位移测量提供了一种有效的替代方法。
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引用次数: 0
Deformation Monitoring of High-Rise Building Clusters: Acquiring Deformation Coefficients by Combining Satellite Imagery and Persistent Scatterer Interferometry 高层建筑群的变形监测:结合卫星图像和持久散射干涉测量法获取变形系数
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-30 DOI: 10.1155/2024/2326106
Yun Zhou, Jianwei Chen, Guanwang Hao, Shiqi Zhu

Persistent Scatterer Interferometry (PSI) is a remote sensing measurement technology based on electromagnetic waves, capable of simultaneously monitoring deformations in large urban building complexes with millimeter-level precision. However, relying solely on the line of sight (LOS) deformation sequence based on a specific permanent scatterer cannot accurately analyze building deformations, particularly in cases where high-rise buildings may simultaneously experience various deformation components such as temperature-induced deformation, shrinkage, creep, and tilting. To accurately identify the deformation states of high-rise buildings, the paper begins by systematically summarizing three typical deformation patterns from the unique perspective of synthetic aperture radar (SAR) satellites. These patterns include Pattern I, characterized by temperature-induced deformation alone, and Pattern II and Pattern III, which involve a combination of deformation in different directions relative to the SAR satellite in addition to temperature-induced deformation. To accurately monitor the LOS deformation of high-rise buildings, the paper introduces the concept of acquiring the evolutionary trends of temperature-related deformation coefficients and proposes a methodology for recognizing and quantifying deformation in high-rise buildings. Subsequently, this study utilized freely available Sentinel-1 satellite data to observe the deformation of nine high-rise buildings in Changsha, China. The research findings indicate that the thermal expansion coefficients of most high-rise buildings fall within the range of 6 ∼ 12 × 10−6/°C. High-rise buildings that have been constructed for more than ten years almost no longer experience significant shrinkage or creep, while new constructions may exhibit an initial shrinkage and creep of up to 1.2 × 10−4 mm/mm. Additionally, the study results demonstrate that super-tall buildings may exhibit centimeter-scale lateral deformations at their tops due to uneven shrinkage. Findings from the study indicate that the proposed method can achieve cost-effective and sustainable deformation monitoring of high-rise building clusters within a large urban area.

持久散射体干涉测量法(PSI)是一种基于电磁波的遥感测量技术,能够以毫米级的精度同时监测大型城市建筑群的变形。然而,仅仅依靠基于特定永久散射体的视线(LOS)变形序列无法准确分析建筑物的变形,尤其是在高层建筑可能同时经历温度引起的变形、收缩、蠕变和倾斜等多种变形成分的情况下。为了准确识别高层建筑的变形状态,本文首先从合成孔径雷达 (SAR) 卫星的独特视角出发,系统地总结了三种典型的变形模式。这些模式包括模式 I(仅以温度引起的形变为特征),以及模式 II 和模式 III(除温度引起的形变外,还涉及相对于合成孔径雷达卫星的不同方向的形变组合)。为了准确监测高层建筑的 LOS 变形,本文引入了获取与温度相关的变形系数演变趋势的概念,并提出了一种识别和量化高层建筑变形的方法。随后,本研究利用免费提供的 "哨兵一号 "卫星数据,观测了中国长沙九栋高层建筑的变形情况。研究结果表明,大多数高层建筑的热膨胀系数在 6 ∼ 12 × 10-6/°C 之间。建成十年以上的高层建筑几乎不再出现明显的收缩或蠕变,而新建建筑的初始收缩和蠕变可能高达 1.2 × 10-4 mm/mm。此外,研究结果表明,由于不均匀收缩,超高层建筑的顶部可能会出现厘米级的横向变形。研究结果表明,所提出的方法可以对大型城市区域内的高层建筑群落进行成本效益高且可持续的变形监测。
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引用次数: 0
Surface Damage Detection and Localization for Bridge Visual Inspection Based on Deep Learning and 3D Reconstruction 基于深度学习和三维重建的桥梁目测表面损伤检测与定位
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-29 DOI: 10.1155/2024/9988793
Youhao Ni, Jianxiao Mao, Hao Wang, Zhuo Xi, Zhengyi Chen

In the process of infrastructure construction in recent decades, there exist millions of bridges in service that need safety inspection for performance assessment. Currently, computer vision and deep learning-based surface damage detection methods can achieve classification and localization of damages at the image level, but achieving precise localization in three-dimensional space is more challenging. To overcome aforementioned limitations, this study proposes a three-stage method of bridge surface damage detection and localization based on three-dimensional (3D) reconstruction. In stage 1, the UAV flight path planning of the bridge is carried out, and the 3D reconstruction model of the bridge is formed based on the structure from motion (SfM) algorithm. In stage 2, you-only-look-once version 7 (YOLOv7) network is adopted to detect multiple damages, and scale invariant feature transform (SIFT) detector is used to match the identical damage in image level. In stage 3, based on solution of epipolar geometric constraint, the matched damage was mapped to the 3D model, and the 3D damage localization is realized and visualized. The quality of the 3D model has been analyzed, and it is recommended that inspection distance is determined at 20 m. Moreover, the reconstruction model of bridges achieves centimeter-level positioning accuracy, and the positioning accuracy of damage reaches the meter level. The mapped model effectively showcases surface damages, providing bridge owners with intuitive insights.

在近几十年的基础设施建设过程中,有数百万座在役桥梁需要进行安全检测以评估性能。目前,基于计算机视觉和深度学习的表面损伤检测方法可以在图像层面实现损伤的分类和定位,但在三维空间实现精确定位更具挑战性。为克服上述局限性,本研究提出了一种基于三维(3D)重建的三阶段桥梁表面损伤检测和定位方法。在第一阶段,对桥梁进行无人机飞行路径规划,并基于运动结构(SfM)算法形成桥梁的三维重建模型。第 2 阶段,采用 YOLOv7 网络(you-only-look-once version 7,YOLOv7)检测多个损坏点,并使用尺度不变特征变换(SIFT)检测器在图像层面匹配相同的损坏点。在第三阶段,基于外极几何约束的求解,将匹配的损伤映射到三维模型中,实现三维损伤定位和可视化。分析了三维模型的质量,建议将检测距离确定为 20 米。此外,桥梁重建模型的定位精度达到了厘米级,损伤定位精度达到了米级。绘制的模型有效地展示了表面损伤,为桥梁业主提供了直观的见解。
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引用次数: 0
Experimental and Theoretical Investigations on an Asynchronized Parallel Double-Stage Viscous Fluid Damper 异步并联双级粘滞流体阻尼器的实验和理论研究
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-26 DOI: 10.1155/2024/6921518
Cantian Yang, Haoxiang Wang, Linlin Xie, Aiqun Li, Xinyu Wang

The parameters of most conventional passive dampers are constant, which may not sufficiently satisfy the different energy dissipation capacity demands of the structure under different load conditions. The development of passive dampers with variable performances has become an emerging and vital trend in energy dissipation technologies and smart structures. This study proposes a novel passive viscous fluid damper with variable performance under different deformation levels called an asynchronized parallel double-stage viscous fluid damper (APDVFD). It is expected to exhibit an asynchronized double-stage working mechanism based on a variable annular gap. In the first stage, only the primary piston provides the damping force. When the deformation reaches a preset value, the primary and second pistons work in parallel, providing a damping force concurrently. Circular orifices are adopted for the piston head to provide a sufficient damping force. The double-stage operating mechanism and fatigue performance of the APDVFD were validated and investigated through a full-scale experiment with 46 load cases. Based on these, a theoretical model capable of predicting the hysteretic behavior of the APDVFD was developed and validated against test data.

大多数传统无源阻尼器的参数都是恒定的,这可能无法充分满足结构在不同荷载条件下的不同消能能力需求。开发性能可变的被动阻尼器已成为消能技术和智能结构的一个新兴和重要趋势。本研究提出了一种在不同变形水平下性能可变的新型被动粘滞流体阻尼器,称为异步并联双级粘滞流体阻尼器(APDVFD)。它有望在可变环形间隙的基础上表现出异步双级工作机制。在第一阶段,只有主活塞提供阻尼力。当变形达到预设值时,第一和第二活塞并行工作,同时提供阻尼力。活塞头采用圆孔设计,以提供足够的阻尼力。APDVFD 的双级工作机制和疲劳性能通过 46 种负载情况下的全尺寸实验进行了验证和研究。在此基础上,建立了能够预测 APDVFD 滞后行为的理论模型,并根据测试数据进行了验证。
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引用次数: 0
Temperature-Dependent Modulus and Ultrasonic Velocity of Concrete 混凝土随温度变化的模量和超声波速度
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-25 DOI: 10.1155/2024/9051219
Ding Wang, Jing Tang

The temperature dependence of the internal structure and elastic properties of concrete is revealed by subjecting concrete to different heating conditions. The variation trend of wave velocity in the concrete medium with temperature is analyzed through ultrasonic properties. The decrease in cement matrix modulus and the increase in crack density in concrete are the main factors leading to a decrease in wave velocity. The changes in the composition of the concrete matrix after dehydration are obtained using a thermal decomposition model. Based on the effective medium model, the calculation results of the effective modulus at different temperatures are presented, with a focus on analyzing the influences of the temperature-dependent changes in the matrix elastic properties and the randomly distributed cracks on the effective modulus. The experimental tests and the presentation of the model results indicate a relatively satisfactory agreement, thereby verifying the reliability of the models. The results of this study can explain the basic propagation mechanism of waves in concrete and have promising applications in the ultrasonic testing of thermal damage to cement-based materials.

通过将混凝土置于不同的加热条件下,揭示了混凝土内部结构和弹性特性与温度的关系。通过超声波特性分析了混凝土介质中波速随温度的变化趋势。混凝土中水泥基体模量的降低和裂缝密度的增加是导致波速降低的主要因素。利用热分解模型得出了脱水后混凝土基体成分的变化。在有效介质模型的基础上,介绍了不同温度下有效模量的计算结果,重点分析了基体弹性特性随温度变化的影响以及随机分布的裂缝对有效模量的影响。实验测试和模型结果表明两者的一致性比较令人满意,从而验证了模型的可靠性。这项研究的结果可以解释波在混凝土中的基本传播机制,在水泥基材料热损伤超声波测试中具有广阔的应用前景。
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引用次数: 0
Robustness Evaluation of Negative Stiffness Damper for Cable Vibration Mitigation Based on Interval Model with Experimental Validation 基于区间模型和实验验证的用于电缆减振的负刚度阻尼器鲁棒性评估
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-24 DOI: 10.1155/2024/1258183
Xiang Shi, Xiaolin Wei, Jin-Yang Li, Heming Xing, Qinlin Cai

The negative stiffness damper (NSD) has emerged as a promising passive vibration control device for cable structures due to its simplicity and effectiveness. However, uncertainties stemming from both internal and external environmental factors can potentially compromise the NSD’s performance in real-world applications, posing risks to cable safety. In response, this paper conducts a robustness evaluation on an integrated cable-NSD system, taking into account various potential uncertainties. Specifically, the uncertain parameters are described by interval variables. Consequently, an interval model is constructed to delineate the boundaries of cable dynamic responses when subjected to these uncertainties. The model’s accuracy is validated against experimental results. Subsequent simulations involve assessing interval responses for both single- and multimode cable vibrations under varying uncertainties. Finally, the NSD’s robustness concerning cable vibration control is evaluated using the model, which incorporates the first-passage theory. This analysis delves into the relationships among confidence levels, performance measures, and the variation range of uncertainties. The results indicate that for single-mode vibration control, there is a 90% confidence level that the damping ratio reduction remains within 10%. As for multimode vibration control, a 90% confidence level is established that the amplification falls within 17%.

负刚度阻尼器(NSD)因其简单有效,已成为一种很有前途的电缆结构被动振动控制装置。然而,由内部和外部环境因素引起的不确定性可能会影响 NSD 在实际应用中的性能,从而给电缆安全带来风险。为此,本文考虑到各种潜在的不确定性,对集成电缆-NSD 系统进行了鲁棒性评估。具体来说,不确定参数由区间变量描述。因此,本文构建了一个区间模型,以划定电缆在受到这些不确定性影响时的动态响应边界。该模型的准确性根据实验结果进行了验证。随后的模拟包括评估不同不确定性下单模和多模电缆振动的区间响应。最后,使用包含第一通道理论的模型对 NSD 在电缆振动控制方面的稳健性进行评估。该分析深入探讨了置信度、性能指标和不确定性变化范围之间的关系。结果表明,对于单模振动控制,有 90% 的置信度可以确保阻尼比的减小保持在 10% 以内。至于多模式振动控制,90% 的置信度为放大率在 17% 以内。
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引用次数: 0
Analytical Solution and Energy Flow Analysis of a Vertical Vibration-Controlled System Using the Nonlinear Energy Sink 利用非线性能量汇对垂直振动控制系统进行分析求解和能量流分析
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-18 DOI: 10.1155/2024/5549289
Decheng Lu, Peng Chen, Dingsong Zhou

The nonlinear energy sink (NES) has drawn increasing research attention in recent years. In this study, we investigated a novel disc spring-based vertical NES device capable of counterbalancing payload gravity and providing a combination of linear and cubic restoring forces. The vertical NES device is used to mitigate vibration responses in vertically flexible structures caused by human or machinery-induced actions. To simplify the NES controlled system, a two-degree-of-freedom model was used to account for harmonic forces acting on the primary structure. Using the complexification-averaging (CX-A) method, we obtained the frequency-amplitude solution and subsequently derived the force transmissibility (Tf). Parametric comparisons between the NES and traditional tuned mass damper (TMD)-controlled systems were performed by comparing the Tf curves and numerically verifying the theoretical solutions. Results confirmed the accuracy of the theoretical force transmissibility solutions and affirmed the advantage of the NES system by overcoming the limited operating frequency bandwidth of the traditional TMD system. The inclusion of a linear stiffness term in an NES system has been shown to enhance the vibration control performance within the resonant frequency bandwidth. In addition, the time history energy analysis for the NES and TMD systems was conducted. The energy flow analysis elucidated the broad operating bandwidth of the NES system. This finding suggests that the vibration energy flow to the attachment in the NES system is irreversible, thereby preventing amplification of the response in the primary structure, even when the system is mistuned.

近年来,非线性能量汇(NES)引起了越来越多的研究关注。在本研究中,我们研究了一种基于碟形弹簧的新型垂直 NES 装置,该装置能够平衡有效载荷重力,并提供线性和立方恢复力组合。垂直 NES 装置可用于减轻垂直柔性结构中由人为或机械引起的振动响应。为了简化 NES 受控系统,使用了一个双自由度模型来考虑作用在主结构上的谐波力。我们使用复合平均(CX-A)方法获得了频率-振幅解,随后得出了力传递率(Tf)。通过比较 Tf 曲线和对理论解进行数值验证,我们对 NES 和传统的调谐质量阻尼器 (TMD) 控制系统进行了参数比较。结果证实了力传递理论解的准确性,并肯定了 NES 系统克服传统 TMD 系统有限工作频率带宽的优势。事实证明,在 NES 系统中加入线性刚度项可以提高共振频率带宽内的振动控制性能。此外,还对 NES 和 TMD 系统进行了时间历程能量分析。能量流分析阐明了 NES 系统宽广的工作带宽。这一发现表明,在 NES 系统中,流向附件的振动能量是不可逆的,因此即使在系统失谐的情况下,也能防止主结构的响应放大。
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引用次数: 0
Unsupervised Vision-Based Structural Anomaly Detection and Localization with Reverse Knowledge Distillation 基于视觉的无监督结构异常检测和定位与反向知识提炼
IF 4.6 2区 工程技术 Q1 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2024-07-11 DOI: 10.1155/2024/8933148
Xiaoming Lei, Mengjin Sun, Rongxin Zhao, Huayong Wu, Zijie Zhou, You Dong, Limin Sun

Most of vision-based methods for structural damage detection rely on supervised learning, requiring a substantial number of labeled images for model training, which is labor-intensive and time-consuming. To address these challenges, this study introduces a vision-based structural anomaly detection and localization approach using unsupervised learning and reverse knowledge distillation. The proposed model incorporates a teacher model, a student model, and a trainable one-class bottleneck embedding module. The asymmetrical architecture of the teacher and student models forms an encoder-decoder structure for parameter transfer and feature extraction. The student network receives a specific embedding from the teacher network as input and target, facilitating the recovery of multiscale information from the teacher. Training images only contain the undamaged structures, and the teacher model, a pretrained model, instructs the student model to remember their undamaged features to detect and localize damages in unseen testing images. Through experiments, including a comparison among five candidate backbones for pretrained teacher models based on the residual network and testing across various structural damage types, the optimal model is identified, demonstrating good performance in both anomaly detection and localization. Furthermore, the model’s generalization performance is thoroughly validated, confirming its efficacy across diverse scenarios.

大多数基于视觉的结构损伤检测方法都依赖于监督学习,需要大量的标注图像进行模型训练,耗费大量人力和时间。为了应对这些挑战,本研究采用无监督学习和反向知识提炼的方法,介绍了一种基于视觉的结构异常检测和定位方法。所提出的模型包含一个教师模型、一个学生模型和一个可训练的一类瓶颈嵌入模块。教师模型和学生模型的非对称结构形成了一个用于参数传输和特征提取的编码器-解码器结构。学生网络接收教师网络的特定嵌入作为输入和目标,便于从教师网络中恢复多尺度信息。训练图像只包含未损坏的结构,教师模型作为一个预训练模型,指示学生模型记住未损坏的特征,以检测和定位未见测试图像中的损坏。通过实验,包括对基于残差网络的预训练教师模型的五个候选骨架进行比较,以及对各种结构损伤类型进行测试,最终确定了最佳模型,在异常检测和定位方面都表现出了良好的性能。此外,该模型的泛化性能也得到了全面验证,证实了其在不同场景下的有效性。
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引用次数: 0
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Structural Control & Health Monitoring
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