An interval finite element method based on bilevel Kriging model

被引:0
|
作者
Yao, Zhongyang [1 ]
Wang, Shaohua [2 ]
Wu, Pengge [3 ]
Ni, Bingyu [1 ]
Jiang, Chao [1 ]
机构
[1] Hunan Univ, Coll Mech & Vehicle Engn, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Peoples R China
[2] Flight Automat Control Res Inst AVIC, Xian 710065, Peoples R China
[3] Hunan Acad Agr Sci, Agr Equipment Inst Hunan, Changsha 410125, Peoples R China
关键词
Interval field; Spatial uncertainty; Kriging model; Interval finite element analysis; Response bounds; UNCERTAINTY; OPTIMIZATION; SYSTEMS;
D O I
10.1016/j.cja.2024.09.035
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This study introduces a new approach utilizing an interval finite element method combined with a bilevel Kriging model to determine the bounds of structural responses in the presence of spatial uncertainties. A notable benefit of this approach is its ability to determine the response bounds across all degrees of freedom with a small sample size, which means that it has high efficiency. Firstly, the spatially varying uncertain parameters are quantified using an interval field model, which is described by a series of standard interval variables within a truncated interval Karhunen-Loe`ve (K-L) series expansion. Secondly, considering that the bound of structural response is a function of spatial position with the property of continuity, a surrogate model for the response bound is constructed, namely the first-level Kriging model. The training samples required for this surrogate model are obtained by establishing the second-level Kriging model. The second-level Kriging model is established to describe the structural responses at particular locations relative to the interval variables so as to facilitate the upper and lower bounds of the node response required by the first-level Kriging model. Finally, the accuracy and effectiveness of the method are verified through examples. (c) 2024 Published by Elsevier Ltd on behalf of Chinese Society of Aeronautics and Astronautics. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:1 / 11
页数:11
相关论文
共 50 条
  • [1] An interval finite element method based on bilevel Kriging model
    Zhongyang YAO
    Shaohua WANG
    Pengge WU
    Bingyu NI
    Chao JIANG
    Chinese Journal of Aeronautics, 2024, 37 (12) : 1 - 11
  • [2] A Kriging Model Based Finite Element Model Updating Method for Damage Detection
    Yang, Xiuming
    Guo, Xinglin
    Ouyang, Huajiang
    Li, Dongsheng
    APPLIED SCIENCES-BASEL, 2017, 7 (10):
  • [3] A combination of extended finite element method and the Kriging model based crack identification method
    Xie, Guizhong
    Zhao, Chongmao
    Li, Hao
    Du, Wenliao
    Liu, Jun
    Wang, Yuehui
    Zhong, Yudong
    Wang, Liangwen
    Wang, Haoqi
    PHYSICA SCRIPTA, 2023, 98 (11)
  • [4] A Kriging Surrogate Model for Uncertainty Analysis of Graphene Based on a Finite Element Method
    Shi, Jiajia
    Chu, Liu
    Braun, Robin
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (09)
  • [5] ON THE CONVERGENCE OF THE KRIGING-BASED FINITE ELEMENT METHOD
    Wong, F. T.
    Kanok-Nukulchai, W.
    INTERNATIONAL JOURNAL OF COMPUTATIONAL METHODS, 2009, 6 (01) : 93 - 118
  • [6] Interval finite element method based on the element for eigenvalue analysis of structures with interval parameters
    Yang, XW
    STRUCTURAL ENGINEERING AND MECHANICS, 2001, 12 (06) : 669 - 684
  • [7] A novel Interval Finite Element Method based on the improved interval analysis
    Sofi, Alba
    Romeo, Eugenia
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2016, 311 : 671 - 697
  • [8] An effective operating parameters optimization method for electrowinning process of zinc based on kriging model and finite element model
    Li, Xi
    Li, Yonggang
    Zhu, Hongqiu
    Deng, Shijun
    IFAC PAPERSONLINE, 2018, 51 (21): : 70 - 75
  • [9] Interval Analysis of Interior Acoustic Field with Element-By-Element-Based Interval Finite-Element Method
    Xiang, Yujia
    Shi, Zhiyu
    JOURNAL OF ENGINEERING MECHANICS, 2021, 147 (11)
  • [10] An interval finite element method based on the Neumann series expansion
    Wu P.
    Ni B.
    Jiang C.
    Lixue Xuebao/Chinese Journal of Theoretical and Applied Mechanics, 2020, 52 (05): : 1431 - 1442