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
  • [31] A method for solving the structural interval finite element equations
    Li, Jin-Ping
    Chen, Jian-Jun
    Zhu, Zeng-Qing
    Song, Zong-Feng
    Gongcheng Lixue/Engineering Mechanics, 2010, 27 (04): : 79 - 83
  • [32] An improved interval finite element method based on the element-by-element technique for large truss system and plane problems
    Su, Jingbo
    Zhu, Yihuan
    Wang, Jinpeng
    Li, Ang
    Yang, Ganquan
    ADVANCES IN MECHANICAL ENGINEERING, 2018, 10 (04):
  • [33] An improved interval model updating method via adaptive Kriging models
    Sha WEI
    Yifeng CHEN
    Hu DING
    Liqun CHEN
    Applied Mathematics and Mechanics(English Edition), 2024, 45 (03) : 497 - 514
  • [34] An improved interval model updating method via adaptive Kriging models
    Sha Wei
    Yifeng Chen
    Hu Ding
    Liqun Chen
    Applied Mathematics and Mechanics, 2024, 45 : 497 - 514
  • [35] An improved interval model updating method via adaptive Kriging models
    Wei, Sha
    Chen, Yifeng
    Ding, Hu
    Chen, Liqun
    APPLIED MATHEMATICS AND MECHANICS-ENGLISH EDITION, 2024, 45 (03) : 497 - 514
  • [36] A substructure-based interval finite element method for problems with uncertain but bounded parameters
    Zhu, Yihuan
    Shao, Guojian
    Su, Jingbo
    Li, Ang
    ADVANCES IN MECHANICAL ENGINEERING, 2017, 9 (01)
  • [37] A Stochastic-based Method for Finite Element Model Validation
    Bi Sifeng
    Deng Zhongmin
    FUNCTIONAL MANUFACTURING AND MECHANICAL DYNAMICS II, 2012, 141 : 162 - 167
  • [38] An Improvement of Model Analysis for Spindle Based on Finite Element Method
    Thi-Thao Ngo
    Van-The Than
    ADVANCES IN ENGINEERING RESEARCH AND APPLICATION, 2019, 63 : 167 - 173
  • [39] A finite element method for a microstructure-based model of blood
    Iolov, Alexandre
    Kane, Abdoulaye S.
    Bourgault, Yves
    Owens, Robert G.
    Fortin, Andre
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN BIOMEDICAL ENGINEERING, 2011, 27 (09) : 1321 - 1349
  • [40] Digital Induction Motor Model Based on the Finite Element Method
    Bozek, Pavol
    Krenicky, Tibor
    Prajova, Vanessa
    APPLIED SCIENCES-BASEL, 2023, 13 (08):