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Physical-based parametrization and local damage identification for frame-type structures using response sensitivity approach in time domain

机译:基于时域响应灵敏度方法的框架型结构基于物理的参数化和局部损伤识别

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摘要

Structures are usually subjected to some specific local damages or weaknesses, which cannot be explained by uniformly distributed stiffness or mass changes, especially when the local damages or weaknesses have slight influences on global natural periods or vibration modes. Furthermore, large amounts of measurement positions are in need to capture the damage location and severity in traditional damage identification, and results easily depend on the initial estimates of the unknown parameters for the iterative update. To circumvent the above problems, a novel framework is proposed, involving strategies for physical-based parametrization and local damage identification for frame-type structures. The novelty of this research lies in the careful integration of the physical-based parameterization and the identification techniques to robustly quantify commonly encountered local damages, namely, the weakness in exposed column base and partially fractured beam end. In this framework, the guidance for the application of physical-based parametrization is provided, and thus, the above-mentioned local damages of structures could be parametrized in an appropriate and convenient way. The response sensitivity approach is employed to derive the parameters by directly using time domain data. Derivatives of the stiffness matrix with respective to the newly introduced physical parameters are directly proposed so that no finite difference method is involved. Furthermore, trust-region restriction is adopted to enhance the efficiency and stability of the identification approach when facing strong convergence difficulty or way-out initial estimates. Two case studies are presented to validate the effectiveness and accuracy of the proposed framework. The shell element-based models with intentional damage and weakness are built in ABAQUS to provide the data source. Two corresponding beam element-based models are developed in MATLAB as physical-based parametrized models. Results show that damages are accurately and efficiently estimated by the proposed framework, and the original dynamic responses are well reproduced by the identified models. Comparisons to the results by Bayesian estimation are also discussed.
机译:结构通常会受到一些特定的局部损坏或弱点,这不能用均匀分布的刚度或质量变化来解释,特别是当局部损坏或弱点对整体自然周期或振动模式有轻微影响时。此外,需要大量的测量位置来捕获传统损伤识别中的损伤位置和严重性,结果很容易取决于未知参数的初始估计以进行迭代更新。为了解决上述问题,提出了一种新颖的框架,涉及基于物理参数化的策略以及框架类型结构的局部损伤识别。这项研究的新颖性在于基于物理的参数化和识别技术的仔细集成,以可靠地量化常见的局部损伤,即裸露的柱基和部分断裂的梁端的弱点。在此框架中,为基于物理的参数化应用提供了指导,因此,可以适当方便的方式对上述结构的局部损伤进行参数化。响应灵敏度方法用于直接通过使用时域数据来导出参数。直接提出刚度矩阵与新引入的物理参数有关的导数,因此不涉及有限差分法。此外,当面对强收敛困难或出路初始估计时,采用信任区域限制来提高识别方法的效率和稳定性。提出了两个案例研究,以验证所提出框架的有效性和准确性。在ABAQUS中建立了基于壳单元的模型,该模型具有故意的损坏和缺陷,以提供数据源。在MATLAB中开发了两个相应的基于梁元素的模型,作为基于物理的参数化模型。结果表明,所提出的框架可以准确,有效地估算损害,并且所识别的模型可以很好地再现原始的动态响应。还讨论了通过贝叶斯估计对结果的比较。

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