Uncertainty quantification and global sensitivity analysis for composite cylinder shell via data-driven polynomial chaos expansion

Ming Chen, Xinhu Zhang, Kechun Shen, Guang Pan

科研成果: 期刊稿件会议文章同行评审

1 引用 (Scopus)

摘要

The mechanical properties of composite material exhibit inherent variation with uncertainty. Uncertainties in material properties propagate and result in uncertainties of mechanical performance of structure made of composite material. Polynomial chaos expansion (PCE) is implemented to carry out uncertainty quantification (UQ) and global sensitivity analysis (GSA) of cylinder shell made of composite material for this paper. A case study concerning eigenvalue buckling load of composite cylinder shell is investigated. Design of experiment (DOE) is conducted by utilizing Latin hypercubic sampling. Then data-driven PCE is established and later validated. Statistical moments (mean and standard deviation) and Sobol sensitivity indices of eigenvalue buckling load are obtained respectively. It is found that the PCE can serve as an efficient approach to handle UQ and GSA in engineering applications.

源语言英语
文章编号012085
期刊Journal of Physics: Conference Series
2174
1
DOI
出版状态已出版 - 24 1月 2022
活动9th International Conference on Advanced Manufacturing Technology and Materials Science, AMTMS 2021 - Beijing, Virtual, 中国
期限: 19 11月 202121 11月 2021

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