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An improved substructural damage detection approach of shear structure based on ARMAX model residual

机译:基于ARMAX模型残差的剪切结构次结构损伤识别方法。

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摘要

In this paper, an improved substructure-based damage detection approach is proposed to locate and quantify damages in a shear structure, which extends from a previously established substructure approach. This method requires only three sensors to locate and quantify the damage in any story of a shear structure building. Similarly, as in the previous approach, a substructure approach is adopted in the improved procedure to divide a complete structure into several substructures. To improve the noise immunity and damage detection robustness under different types of excitations and realistic conditions, this paper proposes an autoregressive-moving average with exogenous inputs (ARMAX) model residual-based technique to correct the former damage indicator. The correction coefficient is defined as the normalized Kolmogorov–Smirnov (KS) test statistical distance between the two distinguished data sets of ARMAX model residual generalized from input–output data process for undamaged and damaged states. To better assess the performance of the improved procedure, simulation and experimental verifications of the proposed approach have been conducted, and the results are compared with the previous method. It shows that the improved procedure works much better and more stable than the previous method especially when it is applied to realistic problems. Copyright © 2015 John Wiley & Sons, Ltd.
机译:在本文中,提出了一种改进的基于子结构的损伤检测方法来定位和量化剪切结构中的损伤,该方法是从先前建立的子结构方法扩展而来的。该方法仅需要三个传感器即可定位和量化剪切结构建筑物中任何楼层的损坏。同样,与以前的方法一样,在改进的过程中采用了子结构方法,将一个完整的结构分为几个子结构。为了提高在不同类型的激励和实际条件下的抗干扰性和损伤检测的鲁棒性,本文提出了一种基于外源输入的自回归移动平均模型(ARMAX)基于残差的技术,以纠正前者的损伤指标。校正系数定义为ARMAX模型残差的两个不同数据集之间的归一化Kolmogorov-Smirnov(KS)测试统计距离,这些残差是从输入-输出数据过程中针对未损坏和损坏状态得出的。为了更好地评估改进程序的性能,已对提出的方法进行了仿真和实验验证,并将结果与​​以前的方法进行了比较。结果表明,改进的方法比以前的方法工作得更好,更稳定,特别是在应用于实际问题时。版权所有©2015 John Wiley&Sons,Ltd.

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