| 注册
首页|期刊导航|东华大学学报(英文版)|基于Kriging模型和球冠区域积分的结构可靠性分析方法

基于Kriging模型和球冠区域积分的结构可靠性分析方法

张吉祥 陈振中 陈革 李晓科 赵鹏程 潘强华

东华大学学报(英文版)2025,Vol.42Issue(4):409-416,8.
东华大学学报(英文版)2025,Vol.42Issue(4):409-416,8.DOI:10.19884/j.1672-5220.202408005

基于Kriging模型和球冠区域积分的结构可靠性分析方法

Structural Reliability Analysis Method Based on Kriging and Spherical Cap Area Integral

张吉祥 1陈振中 1陈革 1李晓科 2赵鹏程 3潘强华4

作者信息

  • 1. 东华大学机械工程学院,上海 201620
  • 2. 郑州轻工业大学机电工程学院,河南郑州 450002
  • 3. 上海科创职业技术学院,上海 201620
  • 4. 中国特种设备检测研究院,北京 100029
  • 折叠

摘要

Abstract

In the structural reliability analysis,the first-order reliability method(FORM)often yields significant errors when addressing nonlinear problems.Although the second-order reliability method(SORM)can provide higher accuracy,the additional computation of the Hessian matrix leads to lower computational efficiency.Additionally,when the dimensionality of the random variables is high,the approximation formula of SORM can result in larger errors.To address these issues,a structural reliability analysis method based on Kriging and spherical cap area integral is proposed.Firstly,this method integrates FORM with the quasi-Newton algorithm Broyden-Fletcher-Goldfarb-Shanno(BFGS),trains the Kriging model by using sample points from the algorithm's iteration process,and combines the Kriging model with gradient information to approximate the Hessian matrix.Then,the failure surface is approximated as a rotating paraboloid,utilizing the spherical cap to replace the complex surface.For the n-dimensional case,the hyperspherical cap area expression is combined with the integral method to calculate the failure probability.Finally,the method is validated through three examples,demonstrating improved computational accuracy and efficiency compared to traditional methods.

关键词

结构可靠性分析/拟牛顿算法/Kriging模型/球冠区域积分

Key words

structural reliability analysis/quasi-Newton algorithm/Kriging model/spherical cap area integral

分类

机械制造

引用本文复制引用

张吉祥,陈振中,陈革,李晓科,赵鹏程,潘强华..基于Kriging模型和球冠区域积分的结构可靠性分析方法[J].东华大学学报(英文版),2025,42(4):409-416,8.

基金项目

National Natural Science Foundation of China(No.52375236) (No.52375236)

Fundamental Research Funds for the Central Universities,China(No.23D110316) (No.23D110316)

东华大学学报(英文版)

1672-5220

访问量1
|
下载量0
段落导航相关论文