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Sensitivity analysis of the aeroelastic stability of a composite wing-box with uncertain material properties

机译:具有不确定材料特性复合翼箱气弹性稳定性的敏感性分析

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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.
机译:全局敏感性分析用于复合机翼的空气弹性稳定性,以评估对不确定材料特性的敏感性。机翼理想化为薄壁梁。高斯工艺使用Bayesian推理安装到空气弹性型速度,并用作仿真器,其可以以相当较少的计算工作运行。需要多个仿真器,因为临界不稳定速度是非光滑的。将不确定性引入光束的上下凸缘的帘布层方向和模数,并使用“层压参数”来防止输入尺寸随着层数而生长。使用Monte Carlo集成确定灵敏度指数。结果表明,Ply取向的不确定性通常对输出方差有显着贡献;然而,在其他输入中不能忽略不确定性,因为不稳定速度对不同的汇总的不同模量非常敏感。

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