Uncertainty analysis of residual strength of porous laminates in hot and humid environment based on polynomial chaos expansion

IF 2.7 3区 材料科学 Q2 ENGINEERING, MECHANICAL
Haijian Xiao, Xinglong Liu, Ting Song, Yanqing Wang, Wenrui Han, Xiang Lu, Baohui Jia
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Abstract

In view of the fact that composite material structures will be affected by multi-source uncertainty factors during use, a new method for predicting the uncertainty of the residual strength of porous laminates in hot and humid environments is proposed based on the PCE method. The influence of different hot and humid environments on the uncertainty of residual strength of porous composite laminates was studied through experimental and numerical methods. The elastic mechanical parameters of composite materials are used as random variables, and the expression of a generalized polynomial chaos expansion model for porous laminates in hot and humid environments is derived; The Hermite polynomial is introduced and the pseudo spectral projection method is used to solve the polynomial coefficients. The probability density and moment function of composite laminates under temperature and humidity changes are calculated. The results show that the output results based on polynomial chaos expansion method are generally consistent with the experimental values, and it can effectively and accurately predict the dispersion of residual strength of composite plates with holes under actual working conditions; Comparing the output results of the polynomial chaos expansion method with the Monte Carlo method, the deviations of the average and standard deviation of the two methods are controlled within 1 and 2.1%, respectively. However the calculation time of the PCE method is only 6% of that of the Monte Carlo method. The proposed polynomial chaos algorithm has the advantages of high efficiency and fast calculation speed in solving the uncertain response problem of composite materials.

Abstract Image

Abstract Image

基于多项式混沌展开的湿热环境下多孔层压板残余强度的不确定性分析
鉴于复合材料结构在使用过程中会受到多源不确定性因素的影响,提出了一种基于 PCE 方法预测湿热环境下多孔复合材料层压板残余强度不确定性的新方法。通过实验和数值方法研究了不同湿热环境对多孔复合材料层压板残余强度不确定性的影响。将复合材料的弹性力学参数作为随机变量,推导出湿热环境下多孔层压板广义多项式混沌扩展模型的表达式;引入 Hermite 多项式,采用伪谱投影法求解多项式系数。计算了温湿度变化下复合材料层压板的概率密度和矩函数。结果表明,基于多项式混沌展开法的输出结果与实验值基本一致,能有效、准确地预测带孔复合板在实际工况下的残余强度离散度;将多项式混沌展开法的输出结果与蒙特卡罗法的输出结果比较,两种方法的平均偏差和标准偏差分别控制在 1%和 2.1%以内。然而,PCE 方法的计算时间仅为蒙特卡罗方法的 6%。所提出的多项式混沌算法在解决复合材料的不确定响应问题时具有效率高、计算速度快等优点。
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来源期刊
International Journal of Mechanics and Materials in Design
International Journal of Mechanics and Materials in Design ENGINEERING, MECHANICAL-MATERIALS SCIENCE, MULTIDISCIPLINARY
CiteScore
6.00
自引率
5.40%
发文量
41
审稿时长
>12 weeks
期刊介绍: It is the objective of this journal to provide an effective medium for the dissemination of recent advances and original works in mechanics and materials'' engineering and their impact on the design process in an integrated, highly focused and coherent format. The goal is to enable mechanical, aeronautical, civil, automotive, biomedical, chemical and nuclear engineers, researchers and scientists to keep abreast of recent developments and exchange ideas on a number of topics relating to the use of mechanics and materials in design. Analytical synopsis of contents: The following non-exhaustive list is considered to be within the scope of the International Journal of Mechanics and Materials in Design: Intelligent Design: Nano-engineering and Nano-science in Design; Smart Materials and Adaptive Structures in Design; Mechanism(s) Design; Design against Failure; Design for Manufacturing; Design of Ultralight Structures; Design for a Clean Environment; Impact and Crashworthiness; Microelectronic Packaging Systems. Advanced Materials in Design: Newly Engineered Materials; Smart Materials and Adaptive Structures; Micromechanical Modelling of Composites; Damage Characterisation of Advanced/Traditional Materials; Alternative Use of Traditional Materials in Design; Functionally Graded Materials; Failure Analysis: Fatigue and Fracture; Multiscale Modelling Concepts and Methodology; Interfaces, interfacial properties and characterisation. Design Analysis and Optimisation: Shape and Topology Optimisation; Structural Optimisation; Optimisation Algorithms in Design; Nonlinear Mechanics in Design; Novel Numerical Tools in Design; Geometric Modelling and CAD Tools in Design; FEM, BEM and Hybrid Methods; Integrated Computer Aided Design; Computational Failure Analysis; Coupled Thermo-Electro-Mechanical Designs.
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