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AN INTEGRATED METHODOLOGY FOR DAMAGE IDENTIFICATION IN EXISTING BUILDINGS USING OPTIMAL SENSOR PLACEMENT TECHNIQUES

机译:使用最佳传感器布置技术的现有建筑物损伤识别的综合方法

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In this study, a complete methodology for vibration based damage identification in important buildings in seismically active areas is investigated. In the first phase of the study, the buildings are instrumented with sensors and their modal parameters are determined using system identification techniques. These modal properties belong to the damaged state of the structure.In the second step, a detailed finite element (FE) model of the structure is developed. This initial FE model is then updated iteratively by minimizing the differences between the modal parameters obtained from the possibly damaged structure and the modal parameters obtained from the FE model with respect to the unknown model parameters which are the stiffness reduction factors. This is an ongoing study. The system identification and the model updating part of this study is published separately. In this paper, the focus will be on the optimal sensor placement (OSP) techniques and their aplication in civil engineering structures. This paper addresses the application of six different optimal sensor placement (OSP) techniques on building type structures with flexible joints. Different techniques that are implemented are the Effective Independence Method (EFI), Optimal Driving Point (ODP) based method, Non-Optimal Driving Point (NODP) based method, the Effective Independence Driving Point Residue Method and the Singular Value Decomposition (SVD) based method. The techniques are compared using the determinant, trace and the condition number of the Fisher Information Matrix. The results show that the Effective Independence (EFI) Method is the best and results in a sensor configuration possessing a smaller estimate error covariance matrix yielding better state estimates than the other methods. This study also shows that the SVD based and the EFI methods give the same final sensor configurations and are essentially identical except for the fact that SVD based method brings a criteria for deleting more number of sensors at one iteration. Next, the robustness of each sensor placement technique to the presence of noise in the measurements is investigated by the Modal Assurance Criteria Values (MAC) between the mode shapes obtained from the FE model and the noisy measurements. The best correlations are obtained from the EFI method. The results obtained from this study show that in structures with complex damage patterns, the sensor configurations must be based on OSP techniques. Within this context, EFI method used for on-orbit modal identification and correlation of LSS is promising for widespread use in civil structures.
机译:在这项研究中,研究了在地震活跃地区重要建筑物中基于振动的损伤识别的完整方法。在研究的第一阶段,对建筑物安装传感器,并使用系统识别技术确定其模态参数。这些模态属性属于结构的损坏状态。第二步,建立了结构的详细有限元模型。然后,通过相对于作为刚性降低因子的未知模型参数,使从可能损坏的结构获得的模态参数与从FE模型获得的模态参数之间的差异最小,来迭代地更新此初始FE模型。这是一项正在进行的研究。本研究的系​​统识别和模型更新部分另行发布。在本文中,重点将放在最佳传感器放置(OSP)技术及其在土木工程结构中的应用。本文介绍了六种不同的最佳传感器放置(OSP)技术在具有柔性接头的建筑类型结构中的应用。实施的不同技术包括有效独立方法(EFI),基于最佳驱动点(ODP)的方法,基于非最佳驱动点(NODP)的方法,有效独立驱动点残差方法和基于奇异值分解(SVD)的方法方法。使用Fisher信息矩阵的行列式,迹线和条件数对技术进行比较。结果表明,有效独立性(EFI)方法是最好的,并且导致传感器配置具有较小的估计误差协方差矩阵,从而比其他方法产生更好的状态估计。这项研究还表明,基于SVD的方法和EFI方法具有相同的最终传感器配置,并且基本相同,除了基于SVD的方法带来了在一次迭代中删除更多传感器的标准。接下来,通过从FE模型获得的模态形状与噪声测量之间的模态保证标准值(MAC),研究了每种传感器放置技术对测量中是否存在噪声的鲁棒性。最佳的相关性是从EFI方法获得的。从这项研究中获得的结果表明,在具有复杂损伤模式的结构中,传感器配置必须基于OSP技术。在此背景下,用于轨道模式识别和LSS关联的EFI方法有望在民用结构中广泛使用。

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