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MULTI-OBJECTIVE OPTIMIZATION DESIGN METHOD FOR TANDEM COMPRESSOR CASCADE AT DESIGN AND OFF DESIGN CONDITIONS

机译:设计和非设计条件下串联压缩机级联的多目标优化设计方法

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Recently, there has been a renewed interest in the research of tandem compressor cascades due to the high stage pressure ratio and low control cost. Firstly, the computational fluid dynamics (CFD) method is employed to examine the particular aerodynamic performance of the tandem cascade. Then we propose an automatic multi-objective optimization design method of the tandem cascade for the superior aerodynamic performance under the multiple operation conditions. Particular efforts have been devoted to the gap geometry optimization in terms of the front and aft airfoil relative position, camber turning ratio as well as chord ratio. The multi-objective optimization algorithm comprises a refined multi-objective genetic algorithm (MOGA) and a developed artificial neural network (ANN) model which is used to fast approximate the aerodynamic performance of the tandem cascade. The results show that the tandem cascade outperforms the single cascade in terms of producing higher pressure ratio and lower losses while the operation range is rather narrow. The optimized all-better-than (ABT) tandem cascade has its design point performance significantly improved while the operation range slightly widened. We also find that a slight axial proximity and separation of the tandem airfoils are beneficial to widening the positive and negative operation range, respectively. This research is useful to the tandem compressor cascade design in minimizing the stage number of the engine compressors.
机译:最近,由于级压比高且控制成本低,对串联压缩机叶栅的研究引起了新的兴趣。首先,采用计算流体动力学(CFD)方法来检验串联叶栅的特殊空气动力学性能。然后,针对多工况下的优异空气动力学性能,提出了串联叶栅的多目标自动优化设计方法。在前翼和后翼的相对位置,外倾转弯比以及弦比方面,已经对间隙几何形状的优化做出了特别的努力。多目标优化算法包括改进的多目标遗传算法(MOGA)和改进的人工神经网络(ANN)模型,该模型用于快速估算串联叶栅的空气动力学性能。结果表明,串联叶栅在产生较高的压力比和较低的损失方面优于单个叶栅,而操作范围相当窄。经过优化的全胜串联(ABT)串联级联的设计点性能得到显着改善,而工作范围略有扩大。我们还发现,串联翼型的略微轴向接近和分离分别有利于扩大正向和负向操作范围。该研究对于串联压缩机级联设计在最小化发动机压缩机的级数方面是有用的。

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