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Localisation of unknown impact loads on a steel plate using a pattern recognition method combined with the similarity metric via structural stress responses in the time domain

机译:使用模式识别方法结合相似度量通过时域中的结构应力响应,将未知冲击载荷定位在钢板上

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摘要

The localisation and reconstruction of impact loads are the most basic issues in structural health monitoring. Further, when identifying random unknown impact loads, obtaining the position and time history of the load using classical inversion techniques is both time-consuming and infeasible. This study proposes a novel scheme based on the pattern recognition method combined with the similarity metric in the time domain to determine the position of unknown impact loads. The basic idea of this approach is to apply two groups of impact loads to the structure, compare the structural responses of the two groups, and then determine the position of random impact loads. Considering a rectangular steel plate as the research object, impact forces are applied at 180 uniformly distributed reference points (reference group) and 23 randomly generated validation points (validation group). Based on the structural stress responses, the construction of the feature vectors is completed, and the region localisation and load localisation of the random impact load in validation group are then realised to determine the nearest reference point. Thereafter, the time history of the unknown impact load is reconstructed using the Tikhonov regularisation method and generalised cross-validation. In this study, the validity and anti-interference ability of the proposed method have been verified, and the analysis results indicate that the accuracies of the load localisation and impact load reconstruction at different noise levels satisfy the engineering requirements. (C) 2019 Elsevier Ltd. All rights reserved.
机译:冲击载荷的定位和重建是结构健康监测中最基本的问题。此外,当识别随机的未知冲击载荷时,使用经典的反演技术获得载荷的位置和时间历史既费时又不可行。这项研究提出了一种新的方案,该方案基于模式识别方法并结合时域中的相似性度量来确定未知冲击载荷的位置。这种方法的基本思想是将两组冲击载荷施加到结构上,比较两组的结构响应,然后确定随机冲击载荷的位置。以矩形钢板为研究对象,对180个均匀分布的参考点(参考组)和23个随机生成的验证点(验证组)施加冲击力。基于结构应力响应,完成特征向量的构造,然后实现验证组中随机冲击载荷的区域定位和载荷定位,以确定最近的参考点。此后,使用Tikhonov正则化方法和广义交叉验证来重建未知冲击载荷的时间历程。本研究对所提方法的有效性和抗干扰能力进行了验证,分析结果表明,在不同噪声水平下,载荷定位和冲击载荷重构的精度均满足工程要求。 (C)2019 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Mechanical systems and signal processing》 |2019年第1期|429-445|共17页
  • 作者单位

    Harbin Engn Univ, Coll Shipbldg Engn, Engn Struct Lab, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Shipbldg Engn, Engn Struct Lab, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Shipbldg Engn, Engn Struct Lab, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Shipbldg Engn, Engn Struct Lab, Harbin 150001, Heilongjiang, Peoples R China;

    Harbin Engn Univ, Coll Shipbldg Engn, Engn Struct Lab, Harbin 150001, Heilongjiang, Peoples R China;

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

    Localisation of impact force; Similarity metric; Pattern recognition; Regularisation;

    机译:冲击力定位;相似度;模式识别;正则化;

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