Abstract
Global sensitivity analysis is undertaken for the aeroelastic stability of a composite wing in order to assess sensitivity to uncertain material properties. The wing is idealised as a thin-walled beam. A Gaussian process is fitted to aeroelastic instabily speed using Bayesian inference, and used as an emulator which may be run with considerably less computational effort. Multiple emulators are required because the critical instability speed is non-smooth. Uncertainties are introduced to the ply orientations and moduli of the upper and lower flanges of the beam, and 'lamination parameters' are used to prevent the input dimension from growing with the number of plies. Sensitivity indices are determined using Monte Carlo integration. Results show that uncertainty in ply orientation typically contributes significantly to the output variance; however, uncertainty cannot be neglected in the other inputs since the instability speed is highly sensitive to different moduli for different layups.
Original language | English |
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Title of host publication | Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics |
Publisher | K U Leuven |
Pages | 4571-4585 |
Number of pages | 15 |
ISBN (Print) | 9789073802919 |
Publication status | Published - 1 Jan 2014 |
Event | 26th International Conference on Noise and Vibration Engineering, ISMA 2014, Including the 5th International Conference on Uncertainty in Structural Dynamics, USD 2014 - Leuven, Belgium Duration: 15 Sept 2014 → 17 Sept 2014 |
Conference
Conference | 26th International Conference on Noise and Vibration Engineering, ISMA 2014, Including the 5th International Conference on Uncertainty in Structural Dynamics, USD 2014 |
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Country/Territory | Belgium |
City | Leuven |
Period | 15/09/14 → 17/09/14 |