首页 > 最新文献

Structural Control and Health Monitoring最新文献

英文 中文
Damping of a stay cable with two eddy‐current inertial mass dampers: Theoretical analysis, experimental study, and parameter optimization 双涡流惯性质量阻尼器对斜拉索的阻尼:理论分析、实验研究和参数优化
Pub Date : 2022-09-06 DOI: 10.1002/stc.3085
Zhihao Wang, Zhipeng Cheng, Hao Wang, Fangfang Yue, Hui Gao, Buqiao Fan
Recent studies have demonstrated that inerter‐based dampers exhibit superior performance in mitigating cable vibration over conventional passive viscous dampers (VDs). This paper develops a new inerter‐based damper called the eddy‐current inertial mass damper (ECIMD), which consists of a rotary eddy‐current damping element and a paralleled ball screw inertial mass element. Inspired by the advantages of two VDs on a single stay cable, the damping of a stay cable with two ECIMDs, either at opposite cable ends or the same cable end, was investigated through theoretical analysis, experimental study, and parameter optimization. First, the mechanical model of the ECIMD was derived from the geometrical configuration, and its effectiveness was verified through mechanical performance tests on two ECIMD prototypes. Subsequently, theoretical analysis models of the cable‐ECIMD system were established by considering the cable sag, flexural stiffness, and boundary conditions. Furthermore, control performances of a model cable attached with two ECIMDs were experimentally evaluated. Finally, the multimode damping effect of two ECIMDs at the same cable end was highlighted through parameter optimization. Results show that when two ECIMDs are installed at opposite cable ends, the coupled single‐mode damping effect of two ECIMDs is approximately the sum of individual contributions from each ECIMD. When mechanical properties of two ECIMDs at the same cable end can match well with each other, the coupled single‐mode and multimode damping effect of two ECIMDs can be significantly enhanced compared with that of a single ECIMD installed at a further distance away from the cable anchorage.
最近的研究表明,与传统的无源粘性阻尼器(VDs)相比,基于干涉器的阻尼器在减轻电缆振动方面表现出更好的性能。本文研制了一种新型的基于惯性阻尼器的涡流惯性质量阻尼器(ECIMD),它由旋转涡流阻尼元件和并联滚珠丝杠惯性质量元件组成。受单个斜拉索上两个阻尼器优点的启发,通过理论分析、实验研究和参数优化,研究了在斜拉索两端分别安装两个阻尼器或在同一斜拉索两端安装两个阻尼器的斜拉索阻尼特性。首先,从几何构型出发,建立了ECIMD的力学模型,并通过两台ECIMD样机的力学性能试验验证了其有效性。在此基础上,建立了考虑索垂度、弯曲刚度和边界条件的索- ECIMD系统理论分析模型。此外,还对连接两个ecimd的模型电缆的控制性能进行了实验评估。最后,通过参数优化,突出了同一电缆端两个ecimd的多模阻尼效应。结果表明,当两个ECIMD安装在电缆两端时,两个ECIMD的耦合单模阻尼效应近似于每个ECIMD单独贡献的总和。当同一锚索端安装的两个ECIMD的力学性能能够很好地匹配时,两个ECIMD的单模和多模耦合阻尼效果比安装在距离锚索较远的单个ECIMD显著增强。
{"title":"Damping of a stay cable with two eddy‐current inertial mass dampers: Theoretical analysis, experimental study, and parameter optimization","authors":"Zhihao Wang, Zhipeng Cheng, Hao Wang, Fangfang Yue, Hui Gao, Buqiao Fan","doi":"10.1002/stc.3085","DOIUrl":"https://doi.org/10.1002/stc.3085","url":null,"abstract":"Recent studies have demonstrated that inerter‐based dampers exhibit superior performance in mitigating cable vibration over conventional passive viscous dampers (VDs). This paper develops a new inerter‐based damper called the eddy‐current inertial mass damper (ECIMD), which consists of a rotary eddy‐current damping element and a paralleled ball screw inertial mass element. Inspired by the advantages of two VDs on a single stay cable, the damping of a stay cable with two ECIMDs, either at opposite cable ends or the same cable end, was investigated through theoretical analysis, experimental study, and parameter optimization. First, the mechanical model of the ECIMD was derived from the geometrical configuration, and its effectiveness was verified through mechanical performance tests on two ECIMD prototypes. Subsequently, theoretical analysis models of the cable‐ECIMD system were established by considering the cable sag, flexural stiffness, and boundary conditions. Furthermore, control performances of a model cable attached with two ECIMDs were experimentally evaluated. Finally, the multimode damping effect of two ECIMDs at the same cable end was highlighted through parameter optimization. Results show that when two ECIMDs are installed at opposite cable ends, the coupled single‐mode damping effect of two ECIMDs is approximately the sum of individual contributions from each ECIMD. When mechanical properties of two ECIMDs at the same cable end can match well with each other, the coupled single‐mode and multimode damping effect of two ECIMDs can be significantly enhanced compared with that of a single ECIMD installed at a further distance away from the cable anchorage.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89529893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 14
Quantitative analysis method for the importance of stress influencing factors of a high arch dam during the operation period using SPA–OSC–PLS 基于SPA-OSC-PLS的高拱坝运行期应力影响因素重要性定量分析方法
Pub Date : 2022-09-03 DOI: 10.1002/stc.3087
Bo Li, Xiao Han, M. Yao, Jing Tian, Qian Zheng
Stress analysis is an important part of the health monitoring and evaluation of a high arch dam. At present, a reasonable quantitative analysis method for the importance of stress influencing factors of a high arch dam during the operation period remains lacking. According to measured data of strain gauge groups, a quantitative analysis method is proposed integrating succession projection algorithm (SPA), orthogonal signal correction (OSC), and partial least squares (PLS). First, based on the stress calculation of the strain gauge group of a concrete dam, the statistical model of high arch dam stress is established. Second, independent variables are preprocessed using SPA and OSC to screen out effective influencing factors without noise signals. Finally, the principal component with the strongest explanation for the dependent variable is extracted using PLS, and the importance of stress influencing factors of a high arch dam during the operation period is quantitatively separated. Results show that the SPA–OSC–PLS method can effectively eliminate the effects of multiple correlations, information overlap, and noise among influencing factors. In addition, the predictive ability and interpretability of the SPA–OSC–PLS method are superior to the PLS and SPA–PLS methods, which can reasonably obtain the importance of stress influencing factors of a high arch dam. The proposed method can accurately reveal the change law and action mechanism of the stress of a high arch dam during the operation period.
应力分析是高拱坝健康监测与评价的重要组成部分。目前,还缺乏一种合理的定量分析高拱坝运行期间应力影响因素重要性的方法。根据应变片组的实测数据,提出了一种结合连续投影算法(SPA)、正交信号校正(OSC)和偏最小二乘(PLS)的定量分析方法。首先,在混凝土坝应变组应力计算的基础上,建立了高拱坝应力统计模型。其次,对自变量进行SPA和OSC预处理,剔除无噪声信号的有效影响因素。最后,利用PLS提取对因变量解释最强的主成分,定量分离高拱坝运行期应力影响因素的重要性。结果表明,SPA-OSC-PLS方法可以有效地消除影响因素之间的多重相关性、信息重叠和噪声的影响。此外,SPA-OSC-PLS方法的预测能力和可解释性优于PLS和SPA-PLS方法,可以合理地得出高拱坝应力影响因素的重要性。该方法能较准确地揭示高拱坝运行期间应力的变化规律和作用机理。
{"title":"Quantitative analysis method for the importance of stress influencing factors of a high arch dam during the operation period using SPA–OSC–PLS","authors":"Bo Li, Xiao Han, M. Yao, Jing Tian, Qian Zheng","doi":"10.1002/stc.3087","DOIUrl":"https://doi.org/10.1002/stc.3087","url":null,"abstract":"Stress analysis is an important part of the health monitoring and evaluation of a high arch dam. At present, a reasonable quantitative analysis method for the importance of stress influencing factors of a high arch dam during the operation period remains lacking. According to measured data of strain gauge groups, a quantitative analysis method is proposed integrating succession projection algorithm (SPA), orthogonal signal correction (OSC), and partial least squares (PLS). First, based on the stress calculation of the strain gauge group of a concrete dam, the statistical model of high arch dam stress is established. Second, independent variables are preprocessed using SPA and OSC to screen out effective influencing factors without noise signals. Finally, the principal component with the strongest explanation for the dependent variable is extracted using PLS, and the importance of stress influencing factors of a high arch dam during the operation period is quantitatively separated. Results show that the SPA–OSC–PLS method can effectively eliminate the effects of multiple correlations, information overlap, and noise among influencing factors. In addition, the predictive ability and interpretability of the SPA–OSC–PLS method are superior to the PLS and SPA–PLS methods, which can reasonably obtain the importance of stress influencing factors of a high arch dam. The proposed method can accurately reveal the change law and action mechanism of the stress of a high arch dam during the operation period.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"21 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89802107","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Performance and optimal design of base‐isolated structures with clutching inerter damper 夹紧式阻尼器隔基结构的性能与优化设计
Pub Date : 2022-09-01 DOI: 10.1002/stc.3000
R. S. Jangid
The performance and optimal design of the base‐isolated structure supplemented with clutching inerter damper (CID) subjected to seismic loading are investigated. Because of the nonlinear force‐deformation behavior of the CID, the stochastic response of the isolated structure subjected to nonstationary earthquake excitation is obtained using the time‐dependent equivalent linearization technique. To investigate the effects of nonstationary earthquake characteristics, the isolated structure's nonstationary response is compared to the corresponding stationary response. For a given isolated structural system and excitation, there exists an optimum value of the CID inertance at which the root mean square absolute acceleration of the superstructure achieves a minimum value. The effects of key parameters like superstructure flexibility, isolation period, and isolation damping ratio on the CID's optimal inertance are examined. The seismic response of base‐isolated structures is also obtained under real earthquakes using the nonlinear model of the CID. The effects of the CID on the response of isolated structures under real earthquakes were found to be well correlated with those of stochastic analysis. Finally, for the approximate response and initial design of base‐isolated structures, a closed‐form expression for the equivalent damping of the CID is proposed. Using the equivalent inertance and damping of the CID, the bearing displacements and forces of isolated structures with the CID were found to be matching with that obtained by the nonlinear analysis. However, there can be an error in the prediction of structural acceleration and force in the CID by using this equivalent approach.
研究了在地震荷载作用下,附加夹紧式阻尼器(CID)的基础隔震结构的性能和优化设计。由于隔震结构的非线性力-变形特性,采用时间相关等效线性化技术获得了隔震结构在非平稳地震激励下的随机响应。为了研究非平稳地震特征的影响,将隔震结构的非平稳响应与相应的平稳响应进行了比较。对于给定的孤立结构系统和激励,存在一个最优CID惯性值,使上部结构的绝对加速度均方根达到最小值。研究了上部结构柔度、隔振周期、隔振阻尼比等关键参数对隔振器最优惰性的影响。利用CID的非线性模型,得到了基础隔震结构在实际地震作用下的地震反应。发现CID对实际地震下孤立结构响应的影响与随机分析的影响具有良好的相关性。最后,针对隔基结构的近似响应和初始设计,提出了隔基结构等效阻尼的封闭表达式。利用CID的等效惯性和阻尼,发现具有CID的隔离结构的轴承位移和力与非线性分析的结果相匹配。然而,使用这种等效方法在CID中预测结构加速度和力时可能存在误差。
{"title":"Performance and optimal design of base‐isolated structures with clutching inerter damper","authors":"R. S. Jangid","doi":"10.1002/stc.3000","DOIUrl":"https://doi.org/10.1002/stc.3000","url":null,"abstract":"The performance and optimal design of the base‐isolated structure supplemented with clutching inerter damper (CID) subjected to seismic loading are investigated. Because of the nonlinear force‐deformation behavior of the CID, the stochastic response of the isolated structure subjected to nonstationary earthquake excitation is obtained using the time‐dependent equivalent linearization technique. To investigate the effects of nonstationary earthquake characteristics, the isolated structure's nonstationary response is compared to the corresponding stationary response. For a given isolated structural system and excitation, there exists an optimum value of the CID inertance at which the root mean square absolute acceleration of the superstructure achieves a minimum value. The effects of key parameters like superstructure flexibility, isolation period, and isolation damping ratio on the CID's optimal inertance are examined. The seismic response of base‐isolated structures is also obtained under real earthquakes using the nonlinear model of the CID. The effects of the CID on the response of isolated structures under real earthquakes were found to be well correlated with those of stochastic analysis. Finally, for the approximate response and initial design of base‐isolated structures, a closed‐form expression for the equivalent damping of the CID is proposed. Using the equivalent inertance and damping of the CID, the bearing displacements and forces of isolated structures with the CID were found to be matching with that obtained by the nonlinear analysis. However, there can be an error in the prediction of structural acceleration and force in the CID by using this equivalent approach.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"432 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83720437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Nonlinear dynamic P‐delta interaction between TMD and the frame structure under proportional internal resonances 比例内共振下TMD与框架结构间的非线性动态P - delta相互作用
Pub Date : 2022-08-31 DOI: 10.1002/stc.3082
D. Afshar, M. Amin Afshar
The effect of axial loads on the dynamic interaction of a shear frame and tuned mass dampers (TMDs) is evaluated under harmonic and seismic lateral loads. Taking into account the nonlinear geometric stiffness created by the small and large TMD gravity load on the frame columns, the nonlinear differential equations of motion of coupled TMD and frame are derived. Then, the interaction between the small and large TMD and the frame is studied, and the equations of motion are investigated. Nonlinear P‐delta effects couple the TMD and frame responses. By using the method of multiple scales, the asymptotic solution of the nonlinear differential equations is derived, and the effect of two‐to‐one internal resonance, called proportional resonance, is examined. System stability under near‐internal resonance is investigated by plotting the modal amplitude responses vs. variations of excitation frequency and amplitude. The jump and saturation phenomena can be observed in the plots. A parametric study is conducted on the effect of variations of the quantities, e.g., damping ratios of the structure and TMD, the mass ratio, and the axial load ratio, on the response amplitude of the structure and TMD. The time and frequency responses of two linear and nonlinear dynamics for the TMD–structure interaction under harmonic and seismic excitation are also studied and compared.
研究了轴向载荷对剪力框架与调谐质量阻尼器在谐波载荷和地震侧向载荷作用下动力相互作用的影响。考虑到非线性几何刚度由小型和大型TMD重力负载框架列,耦合的非线性运动微分方程TMD和框架。然后,研究了小、大TMD与车架的相互作用,并建立了运动方程。非线性P - δ效应耦合了TMD和框架响应。利用多尺度方法,导出了非线性微分方程的渐近解,并研究了二对一内共振的影响,即比例共振。通过绘制模态振幅响应随激励频率和振幅变化的图,研究了近内共振下系统的稳定性。在图中可以观察到跳跃和饱和现象。对结构与TMD的阻尼比、质量比、轴向载荷比等参数变化对结构与TMD响应幅值的影响进行了参数化研究。研究比较了tmd -结构相互作用的两种线性和非线性动力在谐波和地震激励下的时间和频率响应。
{"title":"Nonlinear dynamic P‐delta interaction between TMD and the frame structure under proportional internal resonances","authors":"D. Afshar, M. Amin Afshar","doi":"10.1002/stc.3082","DOIUrl":"https://doi.org/10.1002/stc.3082","url":null,"abstract":"The effect of axial loads on the dynamic interaction of a shear frame and tuned mass dampers (TMDs) is evaluated under harmonic and seismic lateral loads. Taking into account the nonlinear geometric stiffness created by the small and large TMD gravity load on the frame columns, the nonlinear differential equations of motion of coupled TMD and frame are derived. Then, the interaction between the small and large TMD and the frame is studied, and the equations of motion are investigated. Nonlinear P‐delta effects couple the TMD and frame responses. By using the method of multiple scales, the asymptotic solution of the nonlinear differential equations is derived, and the effect of two‐to‐one internal resonance, called proportional resonance, is examined. System stability under near‐internal resonance is investigated by plotting the modal amplitude responses vs. variations of excitation frequency and amplitude. The jump and saturation phenomena can be observed in the plots. A parametric study is conducted on the effect of variations of the quantities, e.g., damping ratios of the structure and TMD, the mass ratio, and the axial load ratio, on the response amplitude of the structure and TMD. The time and frequency responses of two linear and nonlinear dynamics for the TMD–structure interaction under harmonic and seismic excitation are also studied and compared.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"98 2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90987913","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Energy‐aware versatile wireless sensor network configuration for structural health monitoring 用于结构健康监测的能量感知多功能无线传感器网络配置
Pub Date : 2022-08-27 DOI: 10.1002/stc.3083
Xiaogang Hao, K. Yuen, Sin‐Chi Kuok
In this paper, a sensor network configuration optimization approach is proposed to design informative and energy‐efficient wireless sensor networks. In particular, the design of cluster‐based versatile wireless sensor networks for structural health monitoring is considered. In contrast to conventional cluster‐based wireless sensor placement methods, a clustering optimization algorithm is proposed to determine the optimal locations of the cluster heads and the base station to enhance the energy efficiency of the network. The proposed approach determines the optimal wireless sensor network configuration that achieves the required estimation accuracy with minimal energy cost. Moreover, the proposed approach utilizes a holistic measure to assess the overall performance of multitype sensing devices. Furthermore, by implementing a genetic algorithm (GA) strategy, the proposed approach is computationally efficient and widely applicable for large‐scale civil engineering infrastructures. To demonstrate the performance of the proposed approach, the wireless sensor network configuration design of a bridge model and a space truss model is presented.
本文提出了一种传感器网络配置优化方法来设计信息丰富且节能的无线传感器网络。特别地,设计基于集群的多用途无线传感器网络用于结构健康监测。与传统的基于聚类的无线传感器放置方法相比,提出了一种聚类优化算法来确定簇头和基站的最佳位置,以提高网络的能源效率。该方法确定了以最小能量成本达到所需估计精度的最优无线传感器网络配置。此外,提出的方法利用一个整体的措施来评估多类型传感装置的整体性能。此外,通过实施遗传算法(GA)策略,该方法计算效率高,广泛适用于大型土木工程基础设施。为了验证该方法的有效性,给出了桥梁模型和空间桁架模型的无线传感器网络配置设计。
{"title":"Energy‐aware versatile wireless sensor network configuration for structural health monitoring","authors":"Xiaogang Hao, K. Yuen, Sin‐Chi Kuok","doi":"10.1002/stc.3083","DOIUrl":"https://doi.org/10.1002/stc.3083","url":null,"abstract":"In this paper, a sensor network configuration optimization approach is proposed to design informative and energy‐efficient wireless sensor networks. In particular, the design of cluster‐based versatile wireless sensor networks for structural health monitoring is considered. In contrast to conventional cluster‐based wireless sensor placement methods, a clustering optimization algorithm is proposed to determine the optimal locations of the cluster heads and the base station to enhance the energy efficiency of the network. The proposed approach determines the optimal wireless sensor network configuration that achieves the required estimation accuracy with minimal energy cost. Moreover, the proposed approach utilizes a holistic measure to assess the overall performance of multitype sensing devices. Furthermore, by implementing a genetic algorithm (GA) strategy, the proposed approach is computationally efficient and widely applicable for large‐scale civil engineering infrastructures. To demonstrate the performance of the proposed approach, the wireless sensor network configuration design of a bridge model and a space truss model is presented.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75170871","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
A statistical influence line identification method using Bayesian regularization and a polynomial interpolating function 基于贝叶斯正则化和多项式插值函数的统计影响线识别方法
Pub Date : 2022-08-27 DOI: 10.1002/stc.3080
Zhi-Wei Chen, Long Zhao, W. Yan, K. Yuen, Chen Wu
As inherent characteristics of bridge structures, influence lines have been successfully applied in the fields of model updating, damage detection, and condition evaluation. The fast and accurate identification of a bridge influence line (BIL) is the premise and foundation of the above applications. BIL identification can be regarded as a typically ill‐posed problem for which it is usually necessary to establish a regularization model to identify the model parameters and reconstruct the BIL. In this study, a BIL identification method that can automatically determine the regularization coefficient and quantify the uncertainties of BIL identification results is proposed. To accommodate the uncertainties involved in the measurements as well as the modeling error, an interpolation function‐aided influence line model is embedded into the Bayesian framework with Gaussian prior distribution. The most probable values (MPVs) and variance of the interpolation function coefficients are derived analytically and then further used to infer the posterior probability density function of the influence line. Numerical example of a concrete continuous beam and field test for a box girder bridge show the accuracy, efficiency and qualitative evaluation of the proposed method. The results indicate that Bayesian regularization can be used to select the optimal regularization coefficient more accurately and effectively than traditional methods. More importantly, the uncertainty quantification for the influence line can qualitatively reflect the accuracy of the results as well as the effects of the parameters of the BIL identification model.
影响线作为桥梁结构的固有特征,已成功地应用于模型更新、损伤检测和状态评估等领域。快速准确地识别桥梁影响线是实现上述应用的前提和基础。目标识别是一个典型的不适定问题,通常需要建立正则化模型来识别模型参数并重建目标。本研究提出了一种自动确定正则化系数并对识别结果的不确定性进行量化的目标识别方法。为了适应测量中涉及的不确定性以及建模误差,将插值函数辅助的影响线模型嵌入到高斯先验分布的贝叶斯框架中。对插值函数系数的最可能值(mpv)和方差进行了解析导出,并进一步用于推断影响线的后验概率密度函数。混凝土连续梁的数值算例和某箱梁桥的现场试验表明了该方法的准确性和有效性,并对该方法进行了定性评价。结果表明,贝叶斯正则化可以比传统方法更准确有效地选择最优正则化系数。更重要的是,对影响线的不确定度量化可以定性地反映结果的准确性以及BIL识别模型参数的影响。
{"title":"A statistical influence line identification method using Bayesian regularization and a polynomial interpolating function","authors":"Zhi-Wei Chen, Long Zhao, W. Yan, K. Yuen, Chen Wu","doi":"10.1002/stc.3080","DOIUrl":"https://doi.org/10.1002/stc.3080","url":null,"abstract":"As inherent characteristics of bridge structures, influence lines have been successfully applied in the fields of model updating, damage detection, and condition evaluation. The fast and accurate identification of a bridge influence line (BIL) is the premise and foundation of the above applications. BIL identification can be regarded as a typically ill‐posed problem for which it is usually necessary to establish a regularization model to identify the model parameters and reconstruct the BIL. In this study, a BIL identification method that can automatically determine the regularization coefficient and quantify the uncertainties of BIL identification results is proposed. To accommodate the uncertainties involved in the measurements as well as the modeling error, an interpolation function‐aided influence line model is embedded into the Bayesian framework with Gaussian prior distribution. The most probable values (MPVs) and variance of the interpolation function coefficients are derived analytically and then further used to infer the posterior probability density function of the influence line. Numerical example of a concrete continuous beam and field test for a box girder bridge show the accuracy, efficiency and qualitative evaluation of the proposed method. The results indicate that Bayesian regularization can be used to select the optimal regularization coefficient more accurately and effectively than traditional methods. More importantly, the uncertainty quantification for the influence line can qualitatively reflect the accuracy of the results as well as the effects of the parameters of the BIL identification model.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"7 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74253805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Vibration‐based structural health monitoring exploiting a combination of convolutional neural networks and autoencoders for temperature effects neutralization 基于振动的结构健康监测,利用卷积神经网络和自编码器的组合来中和温度效应
Pub Date : 2022-08-23 DOI: 10.1002/stc.3076
M. Parziale, L. Lomazzi, M. Giglio, F. Cadini
Damage diagnosis in the structural field (mechanical, civil, aerospace, etc.) is a topic of active development and research. In recent years, considerable enhancements in this field have been achieved mainly due to advances in sensor technologies, the evolution of signal processing algorithms, and the increase of computational power. As one of the main consequences, the amount of data recorded from the sensorial equipment has steadily grown in quantity and complexity. In addition to that, these data are almost always significantly affected by many factors, which are not only related to the presence of damages but, for instance, also to the environmental and operative conditions under which the structural system is working. In order to handle these challenges, in the last few years, new deep learning models have been proposed, based on deep and heterogeneous architectures, able to deal with big data, also containing intricate diagnostic features that are difficult to be extracted. With this aim, this paper proposes a new vibration‐based structural diagnosis tool that exploits the power of convolutional neural networks (CNNs) to extract subtle damage‐related features from complex transmissibility function (TF) spectra even in presence of potentially confounding temperature variations. The diagnostic algorithm stems from the coupling of a CNN with an unsupervised anomaly detection algorithm based on autoencoders (AEs) to neutralize the effects of temperature variations and increase the damage diagnosis accuracy. The proposed approach is demonstrated with reference to a simple, but realistic, numerical case study of a structural beam subjected to temperature changes.
损伤诊断在结构领域(机械、民用、航空航天等)是一个积极发展和研究的课题。近年来,由于传感器技术的进步、信号处理算法的发展和计算能力的提高,这一领域取得了相当大的进步。作为主要后果之一,从传感设备记录的数据量在数量和复杂性方面稳步增长。除此之外,这些数据几乎总是受到许多因素的显著影响,这些因素不仅与损坏的存在有关,而且还与结构系统工作的环境和操作条件有关。为了应对这些挑战,在过去的几年里,新的深度学习模型被提出,基于深度和异构架构,能够处理大数据,也包含难以提取的复杂诊断特征。为此,本文提出了一种新的基于振动的结构诊断工具,该工具利用卷积神经网络(cnn)的力量,即使存在潜在的混淆温度变化,也能从复杂传递函数(TF)光谱中提取细微的损伤相关特征。该诊断算法是将CNN与基于自编码器(ae)的无监督异常检测算法相结合,以抵消温度变化的影响,提高损伤诊断的准确性。通过一个简单但现实的结构梁受温度变化的数值案例研究,证明了所提出的方法。
{"title":"Vibration‐based structural health monitoring exploiting a combination of convolutional neural networks and autoencoders for temperature effects neutralization","authors":"M. Parziale, L. Lomazzi, M. Giglio, F. Cadini","doi":"10.1002/stc.3076","DOIUrl":"https://doi.org/10.1002/stc.3076","url":null,"abstract":"Damage diagnosis in the structural field (mechanical, civil, aerospace, etc.) is a topic of active development and research. In recent years, considerable enhancements in this field have been achieved mainly due to advances in sensor technologies, the evolution of signal processing algorithms, and the increase of computational power. As one of the main consequences, the amount of data recorded from the sensorial equipment has steadily grown in quantity and complexity. In addition to that, these data are almost always significantly affected by many factors, which are not only related to the presence of damages but, for instance, also to the environmental and operative conditions under which the structural system is working. In order to handle these challenges, in the last few years, new deep learning models have been proposed, based on deep and heterogeneous architectures, able to deal with big data, also containing intricate diagnostic features that are difficult to be extracted. With this aim, this paper proposes a new vibration‐based structural diagnosis tool that exploits the power of convolutional neural networks (CNNs) to extract subtle damage‐related features from complex transmissibility function (TF) spectra even in presence of potentially confounding temperature variations. The diagnostic algorithm stems from the coupling of a CNN with an unsupervised anomaly detection algorithm based on autoencoders (AEs) to neutralize the effects of temperature variations and increase the damage diagnosis accuracy. The proposed approach is demonstrated with reference to a simple, but realistic, numerical case study of a structural beam subjected to temperature changes.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"23 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74033154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Operational modal analysis and continuous dynamic monitoring of high‐rise building based on wireless distributed synchronized data acquisition system 基于无线分布式同步数据采集系统的高层建筑运行模态分析与连续动态监测
Pub Date : 2022-08-23 DOI: 10.1002/stc.3063
Weihua Hu, Zeng Xu, Xiao‐Han Bian, De-Hui Tang, Wei Lu, Chao Li, J. Teng, Á. Cunha
The paper mainly reports the structural dynamic behaviors of a skyscraper under operational conditions based on a wireless distributed synchronized data acquisition (WDSA) system. First, the WDSA system is developed to conveniently acquire the structural responses from a large and complex structure with the unified Global Navigation Satellite System (GNSS) time information. The phase synchronization accuracy of the WDSA method is validated by comparing the modal parameters estimated by both wired central data acquisition (WCA) and the WDSA systems. Subsequently, the dynamic properties of a skyscraper are presented by performing operational modal analysis (OMA) based on the proposed WDSA system. Finally, the WDSA‐based continuous dynamic monitoring system is further developed to capture the long‐term structural responses at different spatial positions. The structural dynamic behaviors of the skyscraper under normal wind, typhoon and earthquake conditions are reported. The structural “whiplash effect” under both normal wind and earthquake conditions are characterized by the acceleration‐based accumulated contribution factor.
本文主要报道了一种基于无线分布式同步数据采集系统(WDSA)的摩天大楼在运行工况下的结构动力特性。首先,利用统一的全球导航卫星系统(GNSS)时间信息,方便地获取大型复杂结构的结构响应。通过比较有线中心数据采集(WCA)和WDSA系统估计的模态参数,验证了WDSA方法的相位同步精度。在此基础上,通过运行模态分析(OMA)对某摩天大楼的动态特性进行了分析。最后,进一步开发了基于WDSA的连续动态监测系统,以捕捉不同空间位置的长期结构响应。报道了该摩天大楼在正常风、台风和地震条件下的结构动力行为。在正常风和地震条件下,结构“鞭动效应”的特征是基于加速度的累积贡献因子。
{"title":"Operational modal analysis and continuous dynamic monitoring of high‐rise building based on wireless distributed synchronized data acquisition system","authors":"Weihua Hu, Zeng Xu, Xiao‐Han Bian, De-Hui Tang, Wei Lu, Chao Li, J. Teng, Á. Cunha","doi":"10.1002/stc.3063","DOIUrl":"https://doi.org/10.1002/stc.3063","url":null,"abstract":"The paper mainly reports the structural dynamic behaviors of a skyscraper under operational conditions based on a wireless distributed synchronized data acquisition (WDSA) system. First, the WDSA system is developed to conveniently acquire the structural responses from a large and complex structure with the unified Global Navigation Satellite System (GNSS) time information. The phase synchronization accuracy of the WDSA method is validated by comparing the modal parameters estimated by both wired central data acquisition (WCA) and the WDSA systems. Subsequently, the dynamic properties of a skyscraper are presented by performing operational modal analysis (OMA) based on the proposed WDSA system. Finally, the WDSA‐based continuous dynamic monitoring system is further developed to capture the long‐term structural responses at different spatial positions. The structural dynamic behaviors of the skyscraper under normal wind, typhoon and earthquake conditions are reported. The structural “whiplash effect” under both normal wind and earthquake conditions are characterized by the acceleration‐based accumulated contribution factor.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"11 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78689252","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reduction of transmissibility and increase in efficacy of vibration isolation using negative stiffness device with enhanced damping 利用增强阻尼的负刚度装置降低传递率,提高隔振效率
Pub Date : 2022-08-20 DOI: 10.1002/stc.3081
Satish Nagarajaiah, Keguan Zou, Sudheendra Herkal
Effect of passive vibration isolation heavily depends on force–displacement characteristic of the isolation system. In view of this dependence, this paper investigates the influence of negative stiffness device (NSD) on the effect of vibration isolation system. Detailed evaluation of transmissibility is performed. The critical parameters are identified. It is found that with NSD, significant vibration reduction for both absolute and relative displacement transmissibility is obtained. A modified Lindstedt–Poincaré method (modified L–P method) is used to obtain analytical periodic solutions for the approximated piecewise linear dynamic system. The analytical limit cycles by the modified L–P solution agree satisfactorily with the ones by numerical simulation. The most important finding of this study is that larger damping in a system with NSD helps in reducing transmissibility, thus increasing the efficacy of the isolation system; this is in contrast to other conventional isolation systems, wherein increased structural damping decreases the efficacy of vibration control in the frequency range of interest. It is worth noting that this finding of NSD enhancing the structural damping is consistent with earliest studies by senior author and collaborators.
被动隔振的效果很大程度上取决于隔振系统的力-位移特性。鉴于这种相关性,本文研究了负刚度装置对隔振系统效果的影响。对传播率进行了详细的评估。确定了关键参数。研究发现,采用NSD后,绝对位移传递率和相对位移传递率均有显著的减振效果。采用一种改进的lindstedt - poincar方法(改进的L-P方法)得到了近似分段线性动力系统的解析周期解。修正L-P解的解析极限环与数值模拟结果吻合较好。本研究最重要的发现是,在具有NSD的系统中,较大的阻尼有助于降低传播率,从而提高隔离系统的效率;这与其他传统的隔离系统形成对比,其中增加的结构阻尼降低了感兴趣频率范围内振动控制的有效性。值得注意的是,NSD增强结构阻尼的发现与资深作者和合作者的早期研究一致。
{"title":"Reduction of transmissibility and increase in efficacy of vibration isolation using negative stiffness device with enhanced damping","authors":"Satish Nagarajaiah, Keguan Zou, Sudheendra Herkal","doi":"10.1002/stc.3081","DOIUrl":"https://doi.org/10.1002/stc.3081","url":null,"abstract":"Effect of passive vibration isolation heavily depends on force–displacement characteristic of the isolation system. In view of this dependence, this paper investigates the influence of negative stiffness device (NSD) on the effect of vibration isolation system. Detailed evaluation of transmissibility is performed. The critical parameters are identified. It is found that with NSD, significant vibration reduction for both absolute and relative displacement transmissibility is obtained. A modified Lindstedt–Poincaré method (modified L–P method) is used to obtain analytical periodic solutions for the approximated piecewise linear dynamic system. The analytical limit cycles by the modified L–P solution agree satisfactorily with the ones by numerical simulation. The most important finding of this study is that larger damping in a system with NSD helps in reducing transmissibility, thus increasing the efficacy of the isolation system; this is in contrast to other conventional isolation systems, wherein increased structural damping decreases the efficacy of vibration control in the frequency range of interest. It is worth noting that this finding of NSD enhancing the structural damping is consistent with earliest studies by senior author and collaborators.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"57 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86514737","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Multiclass damage detection in concrete structures using a transfer learning‐based generative adversarial networks 基于迁移学习的生成对抗网络的混凝土结构多类损伤检测
Pub Date : 2022-08-19 DOI: 10.1002/stc.3079
Kyle Dunphy, A. Sadhu, Jinfei Wang
A large amount of the world's existing infrastructure is reaching the end of its service life, requiring intervention in the form of structural rehabilitation or replacement. A critical aspect of such asset management is the condition assessment of these structures to evaluate their existing health and dictate the scheduling and extent of required rehabilitation. It has been demonstrated that human‐based manual inspections face logistical constraints and are expensive, time extensive, and subjective, depending on the knowledge of the inspection. Recently, autonomous vision‐based techniques have been proposed as an alternative, more accurate method for the inspection of deteriorating structures. Convolutional neural networks (CNNs) have demonstrated state‐of‐the‐art accuracy with respect to damage classification for concrete structures and are often implemented to process images taken from vision‐based sensors such as cameras, smartphones, and drones. However, these archetypes require a large database of annotated images to train the network to an accurate level, which is not readily available for real‐life structures. Moreover, CNNs are limited to the extent by which they are trained; they are often only trained for binary damage classification of a singular material model. This paper addresses these challenges of CNNs through the application of a generative adversarial network (GANs) for multiclass damage detection of concrete structures. The proposed GAN is trained using the SDNET2018 dataset to detect cracking, spalling, pitting, and construction joints in concrete surfaces. Moreover, transfer learning is implemented to transfer the learned features of the GAN to a CNN architecture to allow for accurate image classification. It is concluded that, for a 0%–30% reduction in the amount of labeled data used, the proposed GAN method has comparable accuracy to traditional CNNs.
世界上现有的大量基础设施正在达到其使用寿命,需要以结构修复或更换的形式进行干预。这种资产管理的一个关键方面是对这些结构进行状况评估,以评估其现有健康状况,并规定所需修复的时间表和程度。已经证明,基于人工的人工检查面临后勤限制,并且昂贵、耗时长、主观,这取决于检查的知识。最近,基于自主视觉的技术已经被提出作为一种替代的,更准确的方法来检查恶化的结构。卷积神经网络(cnn)在混凝土结构损伤分类方面已经证明了最先进的准确性,并且经常用于处理来自相机、智能手机和无人机等基于视觉的传感器的图像。然而,这些原型需要一个大型的注释图像数据库来训练网络到一个准确的水平,这对于现实生活中的结构来说是不容易获得的。此外,cnn受到训练程度的限制;它们通常只训练用于单一材料模型的二元损伤分类。本文通过将生成对抗网络(gan)应用于混凝土结构的多类别损伤检测,解决了cnn的这些挑战。所提出的GAN使用SDNET2018数据集进行训练,以检测混凝土表面的开裂、剥落、点蚀和施工接缝。此外,还实现了迁移学习,将GAN的学习特征转移到CNN架构中,以实现准确的图像分类。结论是,对于使用的标记数据量减少0%-30%,所提出的GAN方法具有与传统cnn相当的精度。
{"title":"Multiclass damage detection in concrete structures using a transfer learning‐based generative adversarial networks","authors":"Kyle Dunphy, A. Sadhu, Jinfei Wang","doi":"10.1002/stc.3079","DOIUrl":"https://doi.org/10.1002/stc.3079","url":null,"abstract":"A large amount of the world's existing infrastructure is reaching the end of its service life, requiring intervention in the form of structural rehabilitation or replacement. A critical aspect of such asset management is the condition assessment of these structures to evaluate their existing health and dictate the scheduling and extent of required rehabilitation. It has been demonstrated that human‐based manual inspections face logistical constraints and are expensive, time extensive, and subjective, depending on the knowledge of the inspection. Recently, autonomous vision‐based techniques have been proposed as an alternative, more accurate method for the inspection of deteriorating structures. Convolutional neural networks (CNNs) have demonstrated state‐of‐the‐art accuracy with respect to damage classification for concrete structures and are often implemented to process images taken from vision‐based sensors such as cameras, smartphones, and drones. However, these archetypes require a large database of annotated images to train the network to an accurate level, which is not readily available for real‐life structures. Moreover, CNNs are limited to the extent by which they are trained; they are often only trained for binary damage classification of a singular material model. This paper addresses these challenges of CNNs through the application of a generative adversarial network (GANs) for multiclass damage detection of concrete structures. The proposed GAN is trained using the SDNET2018 dataset to detect cracking, spalling, pitting, and construction joints in concrete surfaces. Moreover, transfer learning is implemented to transfer the learned features of the GAN to a CNN architecture to allow for accurate image classification. It is concluded that, for a 0%–30% reduction in the amount of labeled data used, the proposed GAN method has comparable accuracy to traditional CNNs.","PeriodicalId":22049,"journal":{"name":"Structural Control and Health Monitoring","volume":"74 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80172334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
期刊
Structural Control and Health Monitoring
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1