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Evaluation of crack opening phenomenon using subset-optimized digital image correlation 基于子集优化数字图像相关的裂纹打开现象评价
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-05-01 DOI: 10.12989/SSS.2021.27.5.761
M. Kang, S. Im, Y. An
This paper presents crack opening phenomenon evaluation using digital image correlation (DIC) with a statistically optimized subset size. In conventional DIC analysis, the subset sizes varying from several pixels to more than hundred pixels have been often selected by experts' subjective judgement based on conventional subset size determination algorithms. Since these conventional subset size determination algorithms, however, calculate speckle pattern features at a certain location of a single target image, it is difficult to consider not only all speckle pattern features within region of interest (ROI) but also the random measurement noises during the digital image acquisition process. To overcome the technical limitation, a statistical optimization algorithm of the subset size, which calculates the optimal subset size by the 3-loop iteration of normalized cross correlation within the entire ROI, is newly proposed. In addition, the optimal subset-based DIC analysis is applied to crack opening phenomenon evaluation in a mock-up concrete specimen under step loading conditions. The validation test results show 3.6 μm maximum error compared with the ground truth which is obtained by direct measurement, while a conventional subset size determination algorithm-based DIC analysis produces the maximum error of 62.7 μm.
本文提出了使用具有统计优化子集大小的数字图像相关(DIC)来评估裂纹张开现象。在传统的DIC分析中,通常通过专家基于传统子集大小确定算法的主观判断来选择从几个像素到一百多个像素不等的子集大小。然而,由于这些传统的子集大小确定算法计算单个目标图像的特定位置处的散斑图案特征,因此在数字图像采集过程中,不仅难以考虑感兴趣区域(ROI)内的所有散斑图案特征,而且难以考虑随机测量噪声。为了克服技术限制,新提出了一种子集大小的统计优化算法,该算法通过在整个ROI内进行归一化互相关的3循环迭代来计算最优子集大小。此外,将基于最优子集的DIC分析应用于阶梯加载条件下实体混凝土试件的裂缝张开现象评估。验证测试结果显示,与直接测量获得的地面实况相比,最大误差为3.6μm,而基于DIC分析的传统子集大小确定算法产生的最大误差为62.7μm。
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引用次数: 0
Subgrade assessment using automated dynamic cone penetrometer to manage geo-infrastructures 利用自动动态锥贯仪进行路基评估,以管理地质基础设施
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-05-01 DOI: 10.12989/SSS.2021.27.5.861
Sang Yeob Kim, Jong-Sub Lee, Won-Taek Hong
For the efficient management of geo-infrastructures in the field, engineering properties of the subgrade should be reliably and rapidly investigated. The objective of this study is to estimate and compare the strength and stiffness parameters of subgrades using portable in-situ devices. An automated dynamic cone penetrometer (ACP), dynamic cone penetrometer (DCP), and light falling weight deflectometer (LFWD) are adopted and applied at nine points of soft ground in South Korea. The Nvalue from the ACP (NACP), which efficiently assesses the relatively deep subgrade, is correlated with the dynamic cone penetration index (DCPI) and dynamic deflection modulus (Evd). Test results show that the DCPI and Evd can be estimated in terms of NACP. In particular, the relationship between Evd and NACP is improved when the strain influence factor of the target ground is considered. For the assessment of strength and stiffness parameters, the California bearing ratio (CBR), relative density (Dr), internal friction angle (φ), and elastic moduli determined by the plate loading test (PLT), soil stiffness gauge (SSG), falling weight deflectometer (FWD) are estimated using NACP. The ACP test with the relationships between engineering parameters and NACP may be an effectively method to assess the overall characteristics of the subgrade.
为了有效管理现场的地质基础设施,应可靠、快速地调查路基的工程特性。本研究的目的是使用便携式原位设备估算和比较路基的强度和刚度参数。采用全自动动态圆锥贯入仪(ACP)、动态圆锥贯入计(DCP)和轻型落锤挠度计(LFWD),并在韩国九个软土点进行了应用。有效评估相对较深路基的ACP(NACP)的N值与动态圆锥贯入指数(DCPI)和动态挠度模量(Evd)相关。测试结果表明,可以根据NACP来估计DCPI和Evd。特别地,当考虑目标地面的应变影响因素时,Evd和NACP之间的关系得到改善。为了评估强度和刚度参数,使用NACP估计了加州承载比(CBR)、相对密度(Dr)、内摩擦角(φ)和通过板载荷试验(PLT)、土壤刚度计(SSG)、落锤挠度计(FWD)确定的弹性模量。工程参数与NACP之间关系的ACP试验可能是评估路基整体特性的有效方法。
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引用次数: 6
A novel DNN tracking algorithm for structural system identification 一种新的DNN跟踪算法用于结构系统辨识
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-05-01 DOI: 10.12989/SSS.2021.27.5.803
Shengyun Peng, Ling-Feng Yan, Bin He, Ying Zhou
In the field of structural health monitoring (SHM), cameras record videos and tracking methods can be applied to calculate the structural displacement. Commercial and unmanned aerial vehicle (UAV) cameras are promising non-contact sensors owning to their high availability and easy installation. However, effective tracking methods need to be developed. In this study, we firstly propose an end-to-end vision measuring framework with a novel deep neural network (DNN) tracker, named Siamese Single Decoder Network (SiamSDN). The system requires no target installation and uses cellphone cameras. For SiamSDN, the position and scale of bounding box are formulated through statistical parameter estimation. Unlike generative trackers, SiamSDN does not require manually extracted features or pre-defined motion areas. The tracking object is solely identified in the first frame. A shaking table test of a five-storey structure is carried out to demonstrate the efficiency. Besides, a UAV is used to simulate the field test. To minimize the error caused by the vibrations of UAV, digital video stabilization (DVS) is proposed to eliminate the drifts. Videos taken by both the commercial and UAV cameras are analyzed to calculate the displacements. Comparing our DNN tracker with feature point matching approach, SiamSDN improves the displacement measuring accuracy by 66.16% and 57.54%, respectively, and the frequency characteristics are obtained precisely.
在结构健康监测(SHM)领域,可以采用摄像机记录视频和跟踪方法来计算结构位移。商用和无人机(UAV)相机是非接触式传感器,因为它们的高可用性和易于安装。然而,需要开发有效的跟踪方法。在这项研究中,我们首先提出了一个端到端视觉测量框架,该框架采用了一种新型的深度神经网络(DNN)跟踪器,称为SiamSDN (Siamese Single Decoder network)。该系统不需要目标安装,使用手机摄像头。对于SiamSDN,通过统计参数估计确定边界框的位置和尺度。与生成式跟踪器不同,SiamSDN不需要手动提取特征或预定义的运动区域。跟踪对象在第一帧中被单独识别。通过某五层结构的振动台试验验证了该方法的有效性。此外,还利用一架无人机进行了现场模拟试验。为了最大限度地减少无人机振动引起的误差,提出了数字视频稳定(DVS)来消除漂移。分析商用和无人机摄像机拍摄的视频以计算位移。与特征点匹配方法相比,SiamSDN的位移测量精度分别提高了66.16%和57.54%,并准确地获得了频率特征。
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引用次数: 0
Efficient metaheuristic-retrofitted techniques for concrete slump simulation 混凝土坍落度模拟的有效元启发式改进技术
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-05-01 DOI: 10.12989/SSS.2021.27.5.745
Yinghao Zhao, C. Bai, Chengyong Xu, L. K. Foong
Due to the benefits of the early prediction of concrete slump, introducing an efficient model for this purpose is of great importance. Considering this motivation, four strong metaheuristic algorithms, namely electromagnetic field optimization (EFO), water cycle algorithm (WCA), teaching-learning-based optimization (TLBO), and multi-tracker optimization algorithm (MTOA) are used to supervise a neural predictive system in analyzing the slump pattern. This supervision protects the network against computational issues like pre-mature convergence. The overall results (e.g., Pearson correlation indicator larger than 0.839 and 0.807 for the training and testing data, respectively) revealed the competency of the proposed models. However, investigating the rankings of the models pointed out the superiority of the WCA (MAEtrain = 3.3080 vs. 3.7821, 3.5782, and 3.6851; and MAEtest = 3.8443 vs. 4.0326, 4.1417, and 4.0871 obtained for the EFO, TLBO, and MTOA, respectively). Moreover, the high efficiency of the EFO in terms of model complexity and convergence rate, as well as the adequate accuracy of prediction, demonstrated the suitability of the corresponding ensemble. Therefore, the neural systems trained by these two algorithms (i.e., the WCA and EFO) are efficient slump evaluative models and can give an optimal design of the concrete mixture for any desirable slump.
考虑到混凝土坍落度的早期预测的好处,引入一种有效的模型对此具有重要意义。考虑到这一动机,利用电磁场优化(EFO)、水循环算法(WCA)、基于教学的优化(TLBO)和多跟踪器优化算法(MTOA)等四种强元启发式算法对滑塌模式分析的神经预测系统进行监督。这种监督保护网络免受早熟收敛等计算问题的影响。总体结果(例如,训练数据和测试数据的Pearson相关指标分别大于0.839和0.807)显示了所提出模型的胜任力。然而,通过对模型排名的调查,发现WCA的优势(MAEtrain = 3.3080 vs. 3.7821、3.5782和3.6851);MAEtest = 3.8443,而EFO、TLBO和MTOA分别为4.0326、4.1417和4.0871)。此外,EFO在模型复杂度和收敛速度方面的高效率,以及足够的预测精度,证明了相应集合的适用性。因此,由这两种算法训练的神经系统(即WCA和EFO)是有效的坍落度评价模型,可以给出任何理想坍落度的混凝土混合料的最优设计。
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引用次数: 44
Design and analysis of plate-type eddy-current damper with high energy-dissipation capability 高耗能板式涡流阻尼器的设计与分析
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-05-01 DOI: 10.12989/SSS.2021.27.5.769
Jiazeng Shan, Jie Liu, C. Loong, Weichao Wu
A plate-type eddy-current damper with high energy-dissipation capability is designed and analyzed. The damper is configured in a dimension of 270 mm × 500 mm × 80 mm by employing 16 pairs of rectangular magnets and a rectangular copper plate. The paired magnets are arranged as two rows of 4-by-4 arrays with polarities alternating along the moving direction, while the copper plate is embedded inside two rows of magnets. A finite-element model is developed to investigate eddy-current force. The damping coefficient of damper under a constant velocity of 0.2 m/s is 24.44 kN-s/m. The eddy-current force under harmonic motion can be fitted as a sum of a linear elastic force and a linear damping force. The stiffness coefficient is increased by 77 times and the damping coefficient is reduced relatively by 19%, for vibration frequency increased from 0.5 to 10.0 Hz. The sensitivity of stiffness and damping coefficients on the physical dimensions of magnet and copper plate are discussed. The phase lag is sensitive to copper-plate thickness but insensitive to clear gap between two rows of magnets. The damper is implemented on a based-isolated structure. It is shown that the damper could reduce the peak of base drift and absolute acceleration response spectra by 71.9% and 73.1%, respectively.
设计并分析了一种具有高耗能能力的板式涡流阻尼器。阻尼器采用16对矩形磁体和一块矩形铜板,尺寸为270 mm×500 mm×80 mm。成对的磁体排列为两排4乘4的阵列,极性沿移动方向交替,而铜板嵌入两排磁体内部。建立了涡流力的有限元模型。阻尼器在恒定速度0.2m/s下的阻尼系数为24.44kN-s/m。谐波运动下的涡流力可以拟合为线性弹性力和线性阻尼力的总和。当振动频率从0.5 Hz增加到10.0 Hz时,刚度系数增加了77倍,阻尼系数相对降低了19%。讨论了刚度和阻尼系数对磁体和铜板物理尺寸的敏感性。相位滞后对铜板厚度敏感,但对两排磁体之间的间隙不敏感。阻尼器是在基于隔震结构的基础上实现的。结果表明,阻尼器能使基底漂移峰值和绝对加速度响应谱分别降低71.9%和73.1%。
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引用次数: 2
Detection and quantification of bolt loosening using RGB-D camera and Mask R-CNN 使用RGB-D摄像机和Mask R-CNN对螺栓松动进行检测和量化
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-05-01 DOI: 10.12989/SSS.2021.27.5.783
Junyeon Chung, H. Sohn
Bolt loosening is one of the most common types of damage for bolt-connected plates. Existing vision techniques detect bolt loosening based on the measurement of bolt rotation or the exposure of bolt threads. However, these techniques examine bolt tightness only in a qualitative manner, or require a reference measurement at the initially tightened state of the bolt for quantitative estimation. In this study, the exposed shank length of a bolt is quantitatively measured using an RGB-depth camera and a mask-region-based convolutional neural network but without requiring any measurement from the initial state of the bolt. The performance of the proposed technique is validated by conducting lab-scale experiments, in which the angle and distance of the camera are varied with respect to a target inspection area. The proposed technique successfully detects bolt loosening at exposed shank length over 3 mm with a resolution of 1 mm and 97% accuracy at different camera angles (40°–90°) and distances (up to 65 cm).
螺栓松动是螺栓连接板最常见的损坏类型之一。现有的视觉技术基于螺栓旋转或螺栓螺纹暴露的测量来检测螺栓松动。然而,这些技术只能以定性的方式检查螺栓的紧固性,或者需要在螺栓最初拧紧状态下进行参考测量以进行定量估计。在这项研究中,使用RGB深度相机和基于掩模区域的卷积神经网络定量测量螺栓的暴露柄长度,但不需要从螺栓的初始状态进行任何测量。通过进行实验室规模的实验验证了所提出的技术的性能,在实验中,相机的角度和距离相对于目标检查区域是不同的。所提出的技术在不同的摄像机角度(40°–90°)和距离(高达65厘米)下,以1毫米的分辨率和97%的精度成功检测出暴露柄长度超过3毫米的螺栓松动。
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引用次数: 2
Nonlinear analysis of concrete-filled single and double skin steel tubular tapered columns under axial loading 轴向荷载作用下单、双表皮钢管混凝土锥形柱的非线性分析
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-04-01 DOI: 10.12989/SSS.2021.27.4.571
Süleyman İpek, Esra Mete Gűneyisi
In this study, the structural response of concrete-filled single and double skin steel tubular (CFST and CFDST) composite tapered columns was investigated through the finite element method (FEM). In the development of the FEM model, the concentric axial loading condition and circular section were adopted. Experimental results available in the literature were used to verify the proposed FEM model. In addition, a parametric study was performed to visualize the effectiveness of tapered angle and material strengths on the ultimate capacity of CFST and CFDST tapered columns. To this aim, a total of 60 tapered column samples (including 30 CFST and 30 CFDST columns) were modeled by taking into consideration five tapered angles, two steel tube yield strengths, and three concrete cube compressive strengths. The verification of the FEM model revealed that the developed model has a reliable and trustable assessment capability. It was noticed that the tapered angle was the most crucial parameter, influencing significantly the ultimate axial strength and stiffness of both CFST and CFDST composite tapered columns. As well, it was overtly beheld from the study that CFST composite tapered column specimens had better ultimate axial strength values than CFDST composite tapered column specimens with the same sectional and material properties.
本研究采用有限元方法研究了单层和双层钢管混凝土(CFST和CFDST)复合锥形柱的结构响应。在有限元模型的开发中,采用了同心轴向加载条件和圆形截面。文献中的实验结果用于验证所提出的有限元模型。此外,还进行了一项参数研究,以可视化锥形角和材料强度对CFST和CFDST锥形柱极限承载力的影响。为此,通过考虑五个锥角、两个钢管屈服强度和三个混凝土立方体抗压强度,对总共60个锥形柱样本(包括30个CFST和30个CFDST柱)进行了建模。对有限元模型的验证表明,该模型具有可靠、可信的评估能力。研究发现,锥角是最关键的参数,对CFST和CFDST复合材料锥柱的极限轴向强度和刚度都有显著影响。此外,从研究中可以明显看出,在相同截面和材料性能的情况下,钢管混凝土复合材料锥形柱试件的极限轴向强度值优于碳纤维混凝土复合材料锥柱试件。
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引用次数: 3
Influence of porosity on thermal buckling behavior of functionally graded beams 孔隙率对功能梯度梁热屈曲性能的影响
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-04-01 DOI: 10.12989/SSS.2021.27.4.719
Hichem Bellifa, M. Selim, ABDELBAKI CHIKH, A. Chikh, A. A. Bousahla, F. Bourada, A. Tounsi, K. H. Benrahou, M. Al-Zahrani, A. Tounsi
The interest of this work is the analysis of the effect of porosity on the nonlinear thermal stability response of power law functionally graded beam with various boundary conditions. The modelling was done according to the Euler-Bernoulli beam model where the distribution of material properties is imitated polynomial function. The thermal loads are assumed to be not only uniform but linear as well non-linear and the temperature rises through the thickness direction. The effects of the porosity parameter, slenderness ratio and power law index on the thermal buckling of P-FG beam are discussed.
这项工作的兴趣是分析孔隙率对幂律功能梯度梁在各种边界条件下的非线性热稳定性响应的影响。根据欧拉-伯努利梁模型进行建模,其中材料特性的分布是模仿多项式函数。假设热负载不仅是均匀的,而且是线性的以及非线性的,并且温度在厚度方向上上升。讨论了孔隙率参数、长细比和幂律指数对P-FG梁热屈曲的影响。
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引用次数: 54
Thermal postbuckling of shear deformable multiscale hybrid composite beams 剪切变形多尺度混合组合梁的热后屈曲
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-04-01 DOI: 10.12989/SSS.2021.27.4.667
A. Eyvazian, Chunwei Zhang, M. Alkhedher, M. Demiral, Afrasyab Khan, T. Sebaey
This research is deal with thermal buckling and post-buckling of carbon nanotube/fiber/polymer composite beams. The beam is considered to be under uniform temperature rise. Firstly, the effective material properties of a two phase nanocomposite consisting of CNT and polymer are extracted. Then, the modified Chamis rule is utilized to obtain the equivalent thermo-mechanical properties of multiscale hybrid composite (MHC). Based on the first order shear deformation theory, Von-Karman type of geometrically nonlinear strain-deformation equations and also the virtual work rule, the equilibrium equations of a three phace composite beam are derived. Bifurcation buckling and also the thermal post-buckling is analysed using the generalized differential quadrature technique. In the thermal buckling phenomena, a linear eigenvalue problem is solved; however, due to the nonlinearity, the thermal postbuckling study is performed using an iterative displacement control strategy. After validation study, several novel results demonstrate the influences of length-to-thickness ratio, agglomeration of applied CNTs and fibers in the composite media and number and orientation of layers on the critical temperature and displacement loading path.
本文研究了碳纳米管/纤维/聚合物复合梁的热屈曲和后屈曲问题。认为梁处于均匀温升状态。首先,提取了由碳纳米管和聚合物组成的两相纳米复合材料的有效材料性能。然后,利用改进的Chamis规则得到了多尺度混杂复合材料(MHC)的等效热力学性能。基于一阶剪切变形理论、Von-Karman型几何非线性应变-变形方程和虚功法则,推导了三相复合梁的平衡方程。用广义微分正交法对分岔屈曲和热后屈曲进行了分析。在热屈曲现象中,求解了一个线性特征值问题;然而,由于非线性,热后屈曲研究采用迭代位移控制策略。经过验证研究,一些新的结果证明了长厚比、CNTs和纤维在复合介质中的团聚以及层数和层向对临界温度和位移加载路径的影响。
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引用次数: 1
Performance-based optimization of LQR for active mass damper using symbiotic organisms search 基于共生生物搜索的主动质量阻尼器LQR性能优化
IF 3.5 3区 工程技术 Q2 ENGINEERING, CIVIL Pub Date : 2021-04-01 DOI: 10.12989/SSS.2021.27.4.705
Pei‐Ching Chen, Bryan J. Sugiarto, Kai-yi Chien
The linear-quadratic regulator (LQR) has been applied to structural vibration control for decades; however, selection of the weighting matrices of an LQR mostly depends on trial and error. In this study, a novel metaheuristic optimization method named as symbiotic organisms search (SOS) algorithm is applied to tuning LQR weighting matrices for active mass damper (AMD) control systems. A 10-story shear building with an active mass damper installed at the top is adopted as a benchmark for numerical simulation in order to realize the optimization performance considering three objective functions for mitigation of structural acceleration. Two common optimization methods including genetic algorithm (GA), and particle swarm optimization (PSO) are also applied to this benchmark for comparison purposes. Numerical simulation results indicate that SOS is superior to GA and PSO on searching the minimized solution of the three objective functions. Meanwhile, minimizing the square root of the sum of the squares of peak modal acceleration achieves the best control performance of structural acceleration among the three objective functions. In addition, force saturation is proposed and applied in the optimization process such that the control force level is close to the force capacity of AMD under specified earthquake intensity. Furthermore, the control performance of the optimized LQR is compared with that of the LQR designed by applying three common weighting selection methods when the 10-story building is subjected to various earthquake excitations. Simulation results demonstrate that the optimized LQR significantly outperforms the three LQRs on structural acceleration responses as expected and reduces story drift slightly better than the three LQRs. Finally, the performance-based optimized LQR is experimentally validated by conducting shake table testing in the laboratory. The experimental results and structural control performance are discussed and summarized thoroughly.
线性二次型调节器(LQR)应用于结构振动控制已有几十年的历史;然而,LQR的加权矩阵的选择主要取决于试验和误差。在本研究中,一种新的元启发式优化方法被称为共生生物搜索(SOS)算法,用于调整主动质量阻尼器(AMD)控制系统的LQR加权矩阵。采用顶部安装主动质量阻尼器的10层剪切建筑作为数值模拟的基准,以实现考虑三个目标函数的优化性能,以减轻结构加速度。两种常见的优化方法,包括遗传算法(GA)和粒子群优化(PSO),也被应用于该基准以进行比较。数值模拟结果表明,SOS算法在搜索三个目标函数的最小化解方面优于GA和PSO算法。同时,最小化峰值模态加速度平方和的平方根,实现了三个目标函数中结构加速度的最佳控制性能。此外,提出了力饱和,并将其应用于优化过程中,使控制力水平接近AMD在特定地震烈度下的受力能力。此外,将优化后的LQR与应用三种常用加权选择方法设计的LQR在10层建筑受到各种地震激励时的控制性能进行了比较。仿真结果表明,优化后的LQR在结构加速度响应方面显著优于三种LQR,并比三种LQRs更好地降低了层间漂移。最后,通过实验室振动台测试,对基于性能的优化LQR进行了实验验证。对试验结果和结构控制性能进行了深入的讨论和总结。
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引用次数: 5
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