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Coupling of Homotopy Perturbation Method and Kriging surrogate model for an efficient fuzzy linear buckling analysis: Application to additively manufactured lattice structures

机译:高效模糊线性屈曲分析的同型扰动方法和Kriging替代模型的耦合:应用于加剧制造的晶格结构

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摘要

This paper presents a new method to efficiently approximate both linear buckling loads and associated mode shapes of finite element structures subject to perturbations. To achieve this, a coupling between a Reduced Order Model (ROM) based on the Homotopy Perturbation Method (HPM) and a Kriging model is presented here. The ROM maintains the link between eigenvalues, related eigenvectors and the dependencies between each eigenvector components, leading to a high precision level. The computational time is greatly reduced by the surrogate model which avoids the computation of modified finite element matrices for each prediction. Next, the capabilities of the method allow to efficiently handle the prediction, sensitivity and optimization steps of an uncertain propagation problem using fuzzy formalism. Additive Manufacturing is a powerful and impressive process but many factors can be responsible for relatively large discrepancies in the mechanical and geometrical characteristics of the manufactured structure. Lastly, a study shows how the proposed fuzzy strategy allows the prediction of the buckling variability of a set of lattice structures.
机译:本文介绍了一种新的方法,可以有效地近似有限元结构的线性屈曲负载和相关模式形状,其受到扰动的有限元结构。为此,这里介绍了基于同型扰动方法(HPM)和Kriging模型的减少的订单模型(ROM)之间的耦合。该ROM维护特征值,相关特征向量和每个特征向量组件之间的依赖性之间的链接,从而导致高精度。代理模型大大减少了计算时间,该模型避免了每个预测的修改有限元矩阵的计算。接下来,该方法的能力允许有效地处理使用模糊形式主义的不确定传播问题的预测,灵敏度和优化步骤。添加剂制造是一种强大而令人印象深刻的过程,但许多因素可以负责制造结构的机械和几何特征的相对较大的差异。最后,研究表明所提出的模糊策略如何允许预测一组晶格结构的屈曲变异性。

著录项

  • 来源
    《Applied Mathematical Modelling》 |2021年第9期|602-618|共17页
  • 作者单位

    Faculty of Mechanical Engineering The University of Transport and Communications Hanoi Viet Nam;

    Univ. Polytechnique Hauts-de-France LAMIH CNRS I/MR 8201 F-59313 Valenciennes France - INSA Hauts-de-France F-59313 Valenciennes France;

    Univ. Polytechnique Hauts-de-France LAMIH CNRS UMR 8201 F-59313 Valenciennes France;

    Univ. Polytechnique Hauts-de-France LAMIH CNRS I/MR 8201 F-59313 Valenciennes France - INSA Hauts-de-France F-59313 Valenciennes France;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Uncertainty; Fuzzy sets; Surrogate model; Reduced order model; Buckling; Lattice structure;

    机译:不确定;模糊套;代理模型;减少订单模型;屈曲;格子结构;

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