Dimensional reduction technique for the prediction of global and local responses of unidirectional composite with matrix nonlinearity and varying fiber packing geometry

IF 8.7 2区 工程技术 Q1 Mathematics Engineering with Computers Pub Date : 2024-07-13 DOI:10.1007/s00366-024-02024-9
A. Jamnongpipatkul, F. Naets, F. A. Gilabert
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Abstract

The problem associated with the computational homogenization of composite materials often results in expensive computational cost that prevents engineers from comprehensive study for better understanding of composite behaviors, especially when nonlinear effects are considered. While variation in local fiber arrangements has pronounced effect on damage initiation and failure mechanisms in composite, an attempt to reduce the computational cost for the parametric study of such a problem seems to be absent. This paper demonstrates the capability of a model order reduction (MOR) framework to accelerate the parametric study of the unidirectional composite with a plastic constitutive material model for matrix with the varying fiber distribution in the microstructure as the parameter of interest. The MOR framework used in this work is based on the construction of the reduced order basis (ROB) by proper orthogonal decomposition and then the reduced order model (ROM) by Galerkin projection. The concept of local ROB is incorporated which helps decreasing further the dimension of the ROM and, thus, the computational cost. The results from the RVE-based high-fidelity finite element analysis and from the ROM are compared to assess the efficiency and accuracy of the approach. Notable computational gain is achieved with the potential to improve further in the future work. The error in the global response is less than 10% while the local stress fields in the critical regions can be captured well which paves way for the extension to consider the process of damage initiation and evolution as the source of nonlinearity in the future.

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用于预测具有基体非线性和不同纤维填料几何形状的单向复合材料的整体和局部响应的降维技术
与复合材料计算均质化相关的问题往往会导致昂贵的计算成本,妨碍工程师为更好地理解复合材料行为而进行全面研究,尤其是在考虑非线性效应时。虽然局部纤维排列的变化对复合材料的损伤起始和失效机理有明显影响,但在对此类问题进行参数化研究时,似乎还没有降低计算成本的尝试。本文展示了模型阶次缩减(MOR)框架的能力,该框架可加速单向复合材料的参数研究,基体采用塑性组成材料模型,微观结构中的纤维分布变化为相关参数。本研究采用的 MOR 框架基于通过适当的正交分解构建降阶基础 (ROB),然后通过 Galerkin 投影构建降阶模型 (ROM)。局部 ROB 概念的加入有助于进一步降低 ROM 的维度,从而降低计算成本。对基于 RVE 的高保真有限元分析和 ROM 的结果进行了比较,以评估该方法的效率和精度。计算结果显著提高,并有可能在今后的工作中进一步改进。全局响应的误差小于 10%,而临界区域的局部应力场可以很好地捕捉,这为将来扩展到将损伤的发生和演变过程视为非线性源铺平了道路。
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来源期刊
Engineering with Computers
Engineering with Computers 工程技术-工程:机械
CiteScore
16.50
自引率
2.30%
发文量
203
审稿时长
9 months
期刊介绍: Engineering with Computers is an international journal dedicated to simulation-based engineering. It features original papers and comprehensive reviews on technologies supporting simulation-based engineering, along with demonstrations of operational simulation-based engineering systems. The journal covers various technical areas such as adaptive simulation techniques, engineering databases, CAD geometry integration, mesh generation, parallel simulation methods, simulation frameworks, user interface technologies, and visualization techniques. It also encompasses a wide range of application areas where engineering technologies are applied, spanning from automotive industry applications to medical device design.
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