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Foundations of population-based SHM, Part Ⅰ: Homogeneous populations and forms

机译:基于人群的SHM的基础,第Ⅰ部分:均匀群体和形式

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摘要

In Structural Health Monitoring (SHM), measured data that correspond to an extensive set of operational and damage conditions (for a given structure) are rarely available. One potential solution considers that information might be transferred, in some sense, between similar systems. A population-based approach to SHM looks to both model and transfer this missing information, by considering data collected from groups of similar structures. Specifically, in this work, a framework is proposed to model a population of nominally-identical systems, such that (complete) datasets are only available from a subset of members. The SHM strategy defines a general model, referred to as the population form, which is used to monitor a homogeneous group of systems. First, the framework is demonstrated through applications to a simulated population, with one experimental (test-rig) member; the form is then adapted and applied to signals recorded from an operational wind farm.
机译:在结构健康监测(SHM)中,很少可用于对应于广泛操作和损坏条件(对于给定结构)的测量数据。一个潜在的解决方案认为,在某种意义上,可以在类似系统之间传输信息。通过考虑由类似结构组收集的数据,基于人群的SHM的方法来看看模型并转移该缺失的信息。具体地,在这项工作中,提出了一种模拟名义上相同的系统的群体的框架,使得(完成)数据集仅从成员的子集中获得。 SHM策略定义了一般模型,称为人口形式,用于监测均匀的系统组。首先,通过应用于模拟群体的应用,具有一个实验(测试钻机)构件,将框架证明;然后将该形式改编并应用于从操作风电场记录的信号。

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  • 来源
    《Mechanical systems and signal processing》 |2021年第2期|107141.1-107141.19|共19页
  • 作者单位

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

    College of Engineering Mathematics and Physical Sciences. University of Exeter Exeter EX4 4QF UK;

    Vattenfall Research and Development New Renewables The Tun Building Holyrood Road Edinburgh EH8 8AE UK;

    Vattenfall Research and Development New Renewables The Tun Building Holyrood Road Edinburgh EH8 8AE UK;

    Dynamics Research Croup. Department of Mechanical Engineering University of Sheffield Mappin Street Sheffield S1 3JD UK;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Population-based structural health; monitoring; Pattern recognition; Wind turbine monitoring;

    机译:基于人口的结构健康;监测;模式识别;风力涡轮机监测;

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