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Influence of shape parameterisation on a benchmark aerodynamic optimisation problem

机译:形状参数化对基准空气动力学优化问题的影响

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摘要

This paper presents an investigation into the influence of shape parameterisation and dimensionality on the optimisation of a benchmark case described by the AIAA Aerodynamic Design Optimisation Discussion Group. This problem concerns the drag minimisation of a NACA0012 under inviscid flowconditions at M = 0.85 and α = 0 subject to a local thickness constraint. The work presented here applies six different shape parameterisation schemes to this optimisation problem with between 4 and 40 design variables. The parameterisation methods used are: Bezier Surface FFD; B-Splines; CSTs; `Hicks-Henne bump functions; a Radial Basis Function domain element method (RBF-DE) and a Singular Value Decomposition (SVD) method. The optimisation framework used consists of a gradient based SQP optimiser coupled with the SU2 adjoint Euler solver which enables the efficient calculation of the design variable gradients. Results for all the parameterisation methods are presented with the best results for each technique converging to two distinct optimised aerofoil shapes with drag counts ranging between 25 and 56 (from an initial value of 469). The optimal result was achieved with the B-Spline method with 16 design variables. Further analysis of results is then presented to investigatethe design spaces, numerical error, flow behaviour and the presence of hysteresis.
机译:本文对AIAA空气动力学设计优化讨论小组描述的形状参数化和尺寸对基准案例优化的影响进行了研究。这个问题涉及在局部厚度约束下,在M = 0.85和α= 0的无粘性流动条件下,NACA0012的阻力最小化。此处介绍的工作将六个不同的形状参数化方案应用于具有4至40个设计变量的此优化问题。使用的参数化方法为:Bezier Surface FFD; B样条; CST; `Hicks-Henne凹凸功能;径向基函数域元素方法(RBF-DE)和奇异值分解(SVD)方法。所使用的优化框架由基于梯度的SQP优化器和SU2伴随式Euler求解器组成,可高效计算设计变量梯度。呈现了所有参数化方法的结果,每种技术的最佳结果都收敛到两个不同的优化翼型形状,阻力数在25到56之间(初始值为469)。使用具有16个设计变量的B样条方法可以达到最佳效果。然后提供结果的进一步分析,以研究设计空间,数值误差,流动特性和滞后现象。

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