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A method for implementation of damage detection algorithms for civil structural health monitoring systems.

机译:一种用于民用结构健康监测系统的损伤检测算法的实现方法。

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摘要

The field of structural health monitoring for civil structures is of great interest to the academic community, and increasingly to industry as well. Many SHM systems have begun to appear on real structures around the world. These systems provide remote access to many types of measurements, using many types of sensors. A typical result obtained for these systems may be to obtain stress and strain values, direct load measurements, corrosion levels or to validate an analytical model. However, of the systems that make vibration measurements, few are using that data for condition assessment. An important tool to aid in the interpretation of vibration data for condition assessment is a damage detection algorithm. These algorithms are not being used in those systems; there are many reasons for this, particularly related to the complexity of civil structures and the nature of real data. This thesis presents a method for implementation of those algorithms into a SHM system, considering the performance of the algorithms and some of the effects of real data.; The implementation method has two main parts: development of a damage detection methodology (DDM) to be used in the system, and development of a way to evaluate the performance of the DDM if it were applied to a real structure. The DDM is created as a framework from within which available damage detection algorithms can be implemented into the SHM system. The structure of the DDM is that it uses multiple damage detection algorithms simultaneously. This is done acknowledging the limitations of available algorithms and attempts to improve accuracy and robustness by combining them to exploit their individual advantages. The evaluation of the DDM is accomplished by creating a set of calibrated damage simulations (CDS). Ambient vibration signals are simulated using a FEM, and various aspects of the simulation are calibrated using real vibration signals obtained from an ambient vibration test. The goals of the implementation method are to obtain an evaluated and modified DDM, and the optimal layout of the sensors for the best performance of the DDM.; The CDS method was developed and illustrated using a 3D frame example. It was shown that the method could produce simulations that were good representations of real data. The DDM was developed using two simple examples, a 2D truss and a 3D frame. The DDM incorporated three damage detection techniques to create its final predictions. It was shown that the combined DDM provided better predictions than any of the techniques individually. The developed CDS and DDM were then applied to two real building case studies. Through the application of the implementation method, it was found that the DDM as developed with the 3D frame example was not directly applicable to the real building cases. It was found that the DDM might work only under certain conditions, such as modifying the finite element model used for damage detection and increasing the number of measured points in the SHM system. In addition an optimization scheme for the location of the sensors was proposed. These results demonstrated the benefit of applying the implementation method.
机译:土木结构的结构健康监控领域引起了学术界的极大兴趣,并且也越来越受到工业界的关注。许多SHM系统已开始出现在世界各地的实际结构中。这些系统使用多种类型的传感器提供对多种类型的测量值的远程访问。这些系统获得的典型结果可能是获得应力和应变值,直接载荷测量,腐蚀水平或验证分析模型。但是,在进行振动测量的系统中,很少有人使用该数据进行状态评估。有助于检测振动数据以进行状态评估的重要工具是损伤检测算法。这些算法未在这些系统中使用;造成这种情况的原因很多,尤其是与土木结构的复杂性和真实数据的性质有关。本文考虑了算法的性能以及实际数据的一些影响,提出了一种将这些算法实现到SHM系统中的方法。该实现方法主要包括两个部分:开发要在系统中使用的损坏检测方法(DDM),以及开发一种将DDM应用于实际结构时评估其性能的方法。将DDM创建为框架,从中可以将可用的损坏检测算法实施到SHM系统中。 DDM的结构是它同时使用多种损坏检测算法。这样做是为了认识到可用算法的局限性,并试图通过结合使用它们各自的优势来提高准确性和鲁棒性。 DDM的评估是通过创建一组校准的损伤模拟(CDS)来完成的。使用FEM对环境振动信号进行仿真,并使用从环境振动测试中获得的真实振动信号对仿真的各个方面进行校准。该实现方法的目标是获得经过评估和修改的DDM,以及使DDM达到最佳性能的传感器的最佳布局。使用3D框架示例开发和说明了CDS方法。结果表明,该方法可以产生很好的表示真实数据的模拟。 DDM是使用两个简单的示例(一个2D桁架和一个3D框架)开发的。 DDM结合了三种损坏检测技术来创建最终预测。结果表明,与单独使用任何一种技术相比,组合DDM可以提供更好的预测。然后将开发的CDS和DDM应用于两个实际的建筑案例研究。通过实施方法的应用,发现以3D框架示例开发的DDM不能直接应用于实际的建筑案例。已发现DDM仅在某些条件下才能工作,例如修改用于损伤检测的有限元模型并增加SHM系统中的测量点数量。另外,提出了传感器位置的优化方案。这些结果证明了应用实施方法的好处。

著录项

  • 作者

    Turek, Martin Edward.;

  • 作者单位

    The University of British Columbia (Canada).;

  • 授予单位 The University of British Columbia (Canada).;
  • 学科 Engineering Civil.
  • 学位 Ph.D.
  • 年度 2007
  • 页码 230 p.
  • 总页数 230
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 建筑科学;
  • 关键词

  • 入库时间 2022-08-17 11:40:21

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