基于替代模型的三维后体尾喷管优化设计

Surrogatebased optimization of 3D afterbody nozzle

  • 摘要: 三维后体尾喷管是吸气式高超声速飞行器产生推力、升力的关键部件,在设计过程中需引入优化方法,最大限度地提升其气动性能。但直接采用CFD程序求解3维NS方程进行优化设计会导致计算量过大而不适于实际应用,文中采用利用试验设计方法构建替代模型的思想,发展了一种基于替代模型的三维后体尾喷管优化设计方法。通过采用三维外形参数化、CATIA二次开发技术自动生成外形、三维喷管计算网格自动生成、试验设计方法抽取样本点进行CFD计算并构建Kriging替代模型以及NSGAⅡ多目标遗传算法等技术手段,对吸气式高超声速飞行器三维后体尾喷管进行了多目标优化设计。优化后的三维后体尾喷管与原始喷管相比,综合性能得到了较大的提升。

     

    Abstract: 3D afterbody nozzle is a main component to generate thrust and lift for airbreathing hypersonic vehicle. Optimization methods are needed in design process to maximum its aerodynamic performance, such as its lift and trust. However, to calculate the thrust and lift directly in the optimization process using 3D NS solver will costs too much time. In this article, a Kriging surrogate model is proposed adopting the method of design of experiment to replace direct CFD simulation in the optimization process of the 3D afterbody nozzle. Combining parameterized shape generating automatically using CATIA secondary development, 3D nozzle computation grid autogeneration, matured 3D N-S equation CFD solver, Kringing surrogate model and NSGAⅡ multiobjects optimization, a 3D nozzle configuration is optimized in multiobjective way with these techniques. The nozzle thrust and lift have been improved evidently, and this optimization method can be widely used in engineering owning to its great efficiency.

     

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