跳到主要导航 跳到搜索 跳到主要内容

可 靠 性 分 析 改 进 元 模 型 重 要 抽 样 算 法

  • Wanying Yun
  • , Fengyuan Li
  • , Bo Huang
  • , Siyu Wang
  • , Yunfei Jiao
  • , Xinyu Bai
  • , Xueqi Huang
  • Chinese Flight Test Establishment
  • National Key Laboratory of Aircraft Configuration Design
  • Northwestern Polytechnical University Xian

科研成果: 期刊稿件文章同行评审

1 引用 (Scopus)

摘要

To give an efficient analysis of structural reliability,an enhanced metamodel-based importance sampling method is proposed in this paper by introducing an error-based stopping criterion for updating the Kriging model. Firstly,an analytical relationship of the relative error between the estimate of failure probability by the metamodel-based importance sampling method and the true value obtained by the actual limit state function is established. Secondly,an approximate relationship between the upper bound of the relative error between the estimate of failure probability and the true value and the prediction accuracy of the Kriging model is derived. By ensuring that the relative error between the estimate of failure probability by the metamodel-based importance sampling method and the true value obtained by the actual limit state function does not exceed a predefined accuracy,an error-based stopping criterion for updating the Kriging model is established to improve the efficiency of the existing metamodel-based importance sampling method. Finally,the proposed method is applied to numerical examples and engineering examples of reliability analysis of turbine shaft fatigue life. The results verify the efficiency and accuracy of the proposed method.

投稿的翻译标题Enhanced metamodel-based importance sampling method for reliability analysis
源语言繁体中文
文章编号230738
期刊Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica
46
7
DOI
出版状态已出版 - 15 4月 2025

关键词

  • Kriging model
  • error-based stopping criterion
  • importance sampling method
  • metamodel-based
  • reliability analysis

指纹

探究 '可 靠 性 分 析 改 进 元 模 型 重 要 抽 样 算 法' 的科研主题。它们共同构成独一无二的指纹。

引用此