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A method for damage detection of a jacket platform under random wave excitations using cross correlation analysis and PCA-based method

机译:一种跨相关分析和基于PCA的随机波激发造成夹克平台的方法

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摘要

In order to achieve accurate identification of structural damages, the structure health monitoring (SHM) has been developed rapidly for the jacket platform during the latest decades. However, the damage detection in structure health monitoring should consider the variation caused by ocean environmental conditions. Many researchers have shown that the cross correlation function is a good approach in extracting structural characteristics by proceeding it between the vibration responses from various structural locations. Besides, the principal component analysis (PCA) method has been proved effective in eliminating the environmental variations. As a consequence, this paper proposes an approach in developing a PCA-based method for identifying the structural state from the feature vector constructed by cross correlation functions. The proposed method was firstly applied on detecting the damage of numerical model of a jacket platform in the Bohai Sea. Subsequently, a scaled model of the studied jacket platform was made and, model tests were carried out to validate the proposed method. After summarizing the damage detection results of numerical simulations and model tests, it can be concluded that the proposed method behaves good in different damage scenarios under the random wave excitations and, the accuracy varies with the damage location and severity.
机译:为了实现结构损坏的准确识别,在最近几十年内,夹克平台的结构健康监测(SHM)已经开发出来。然而,结构健康监测中的损伤检测应考虑海洋环境条件引起的变化。许多研究人员已经表明,通过在来自各种结构位置的振动响应之间进行结构特征来提取结构特征的良好方法。此外,已证明主要成分分析(PCA)方法有效地消除了环境变异。结果,本文提出了一种开发基于PCA的方法,用于识别来自通过交叉相关函数构成的特征向量的结构状态。首先应用了拟议的方法,检测渤海夹克平台数值模型的损害。随后,进行了研究的夹克平台的缩放模型,并进行了模型测试以验证所提出的方法。总结了数值模拟的损伤检测结果和模型测试后,可以得出结论,在随机波激励下的不同损伤方案中,所提出的方法在不同的损伤方案中表现得很好,准确性随着损坏位置和严重程度而变化。

著录项

  • 来源
    《Ocean Engineering》 |2020年第15期|107734.1-107734.20|共20页
  • 作者

    Li Wei; Huang Yan;

  • 作者单位

    Tianjin Univ State Key Lab Hydraul Engn Simulat & Safety Tianjin 300350 Peoples R China|Tianjin Univ Sch Civil Engn Tianjin 300350 Peoples R China;

    Tianjin Univ State Key Lab Hydraul Engn Simulat & Safety Tianjin 300350 Peoples R China|Tianjin Univ Sch Civil Engn Tianjin 300350 Peoples R China|Tianjin Univ Tianjin Key Lab Port & Ocean Engn Tianjin 300350 Peoples R China;

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

    Damage detection; Structure health monitoring; Wave excitations; Cross correlation; PCA-based;

    机译:损伤检测;结构健康监测;波激发;互相关;PCA为基础;

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