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Adaptive aerodynamic optimization design method based on design variables space reconstruction concept

机译:基于设计变量空间重构概念的自适应气动优化设计方法

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摘要

Due to the strong empirical demand of setting the design space variation in optimization design process which strongly affect the design result and efficiency, the adaptive aerodynamic optimization design method based on design variables space reconstruction concept has been established by the spatial statistical analysis of the design variables spatial distribution in the optimization process, which resolves the issue of design variables spatial distribution selection and lead to a better flexibility and convergence capability of the optimization model. As the design variables distribution has been statistically analyzed in the optimization process with the concept of clustering level, on the one hand the design variables spatial variation is reconstructed, on the other hand the design variables of a part of samples is adjusted in the reconstructed design space, both of which result in a better population diversity and a faster convergence with reservation of good genetic information. The NACA 0012 airfoil and NLF(Ⅰ) 0416 airfoil have been optimized by this method, the results of which have been compared and analyzed with that of optimization of fixed design space variation. The design method approached has been proved of good feasibility with the optimization results, which results in an optimum solution in a larger variables distribution scale and shows better optimization efficiency.
机译:由于在优化设计过程中设置设计空间变化会强烈影响设计结果和效率的经验要求,通过对设计变量进行空间统计分析,建立了基于设计变量空间重构概念的自适应气动优化设计方法。优化过程中的空间分布,解决了设计变量空间分布选择的问题,并导致了优化模型更好的灵活性和收敛性。由于在优化过程中使用聚类水平的概念对设计变量的分布进行了统计分析,因此一方面重构了设计变量的空间变化,另一方面在重构的设计中调整了部分样本的设计变量空间,这两者都带来了更好的种群多样性,并在保留良好遗传信息的同时加快了融合速度。利用该方法对NACA 0012型和NLF(Ⅰ)0416型进行了优化,并与固定设计空间变化的优化结果进行了比较和分析。所证明的设计方法具有最优结果,具有很好的可行性,可以在较大的变量分布范围内得出最优解,并具有较好的优化效率。

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