TY - JOUR
T1 - Uncertainty quantification and global sensitivity analysis for composite cylinder shell via data-driven polynomial chaos expansion
AU - Chen, Ming
AU - Zhang, Xinhu
AU - Shen, Kechun
AU - Pan, Guang
N1 - Publisher Copyright:
© 2022 Institute of Physics Publishing. All rights reserved.
PY - 2022/1/24
Y1 - 2022/1/24
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85124586251&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/2174/1/012085
DO - 10.1088/1742-6596/2174/1/012085
M3 - 会议文章
AN - SCOPUS:85124586251
SN - 1742-6588
VL - 2174
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012085
T2 - 9th International Conference on Advanced Manufacturing Technology and Materials Science, AMTMS 2021
Y2 - 19 November 2021 through 21 November 2021
ER -