TY - GEN
T1 - Uncertainty quantification and global sensitivity analysis for hypersonic aerothermoelastic analysis
AU - Ye, Kun
AU - Ye, Zhengyin
AU - Chen, Zihang
AU - Qu, Zhan
PY - 2016
Y1 - 2016
N2 - A novel parameterized model for temperature distribution is proposed. A framework for uncertainty quantification and global sensitivity in hypersonic aerothermoelastic analysis is developed based on this model. The uncertainty quantification and global sensitivity analysis in hypersonic aerothermoelastic analysis for control surface due to hypersonic aerothermodynamics is investigated in this study. Firstly, based on Computational Fluid Dynamics (CFD) technology, Navier-Stokes equation is solved to acquire the temperature distribution of the control surface. A parameter method based on the temperature distribution is built. Then Monte Carlo Simulation (MSC) method and Spare Grid Numerical Integration (SGNI) method are used to generate temperature distribution samples. aerothermoelastic is analyzed under the temperature distribution for all samples. The process of aerothermoelastic analysis is as following: structural modal under the effect of structure thermal stress and material property which is based on the temperature distribution samples is analyzed, structural modes is interpolated to the aerodynamic grid, aeroelasticity stability-boundary of the control surface is analyze in state space based on CFD local piston theory. Finally, the uncertainty quantification and global sensitivity analysis of aerothermoelasticity is analyzed. The framework is applied in two hypersonic flow cases. The analysis results show that: the variation coefficients of structure natural frequency and flutter analysis are 5.83%, 8.84% under the two cases, And the global sensitivity of the two uncertainty parameter is about 50% under the two cases. And the coupling of two parameters is about 0. Comparing with MCS method, SGNI method improved the efficiency of uncertainty analysis significantly.
AB - A novel parameterized model for temperature distribution is proposed. A framework for uncertainty quantification and global sensitivity in hypersonic aerothermoelastic analysis is developed based on this model. The uncertainty quantification and global sensitivity analysis in hypersonic aerothermoelastic analysis for control surface due to hypersonic aerothermodynamics is investigated in this study. Firstly, based on Computational Fluid Dynamics (CFD) technology, Navier-Stokes equation is solved to acquire the temperature distribution of the control surface. A parameter method based on the temperature distribution is built. Then Monte Carlo Simulation (MSC) method and Spare Grid Numerical Integration (SGNI) method are used to generate temperature distribution samples. aerothermoelastic is analyzed under the temperature distribution for all samples. The process of aerothermoelastic analysis is as following: structural modal under the effect of structure thermal stress and material property which is based on the temperature distribution samples is analyzed, structural modes is interpolated to the aerodynamic grid, aeroelasticity stability-boundary of the control surface is analyze in state space based on CFD local piston theory. Finally, the uncertainty quantification and global sensitivity analysis of aerothermoelasticity is analyzed. The framework is applied in two hypersonic flow cases. The analysis results show that: the variation coefficients of structure natural frequency and flutter analysis are 5.83%, 8.84% under the two cases, And the global sensitivity of the two uncertainty parameter is about 50% under the two cases. And the coupling of two parameters is about 0. Comparing with MCS method, SGNI method improved the efficiency of uncertainty analysis significantly.
KW - Aerothermoelastic
KW - Global sensitivity analysis
KW - Hypersonic
KW - Local flow piston theory
KW - Spare grid numerical integration
KW - Uncertainty analysis
UR - http://www.scopus.com/inward/record.url?scp=85013631301&partnerID=8YFLogxK
M3 - 会议稿件
AN - SCOPUS:85013631301
T3 - 30th Congress of the International Council of the Aeronautical Sciences, ICAS 2016
BT - 30th Congress of the International Council of the Aeronautical Sciences, ICAS 2016
PB - International Council of the Aeronautical Sciences
T2 - 30th Congress of the International Council of the Aeronautical Sciences, ICAS 2016
Y2 - 25 September 2016 through 30 September 2016
ER -