Optimization of a Tip Appendage for the Control of Tip Leakage Vortices in Axial Flow Fans

T. O. Meyer, S. V. D. Spuy, C. Meyer, A. Corsini
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引用次数: 1

Abstract

This paper presents the numerical optimization of a tip appendage design for the passive control of tip leakage vortices in subsonic axial flow cooling fans. The studied class of fan was designed in the conventional manner without the consideration of tip clearance effects. As such, the objective of this investigation is the improvement of the aerodynamic performance characteristics of the datum fan through consideration of the blade tip geometry. Based on previous studies involving fan performance enhancement using various tip end-plate configurations, the most promising end-plate geometry which is found to best improve the fan’s performance characteristics is selected for further development through optimization. Before the optimization process can begin, initialization of the chosen end-plate’s design space using the Design of Experiments (DoE) technique is performed. Formulation of the response surface is based on a multi-objective multi-point objective function which considers the fan’s various performance metrics. Considering the optimization process, the Design and Analysis of Computer aided Experiments (DACE) method is used in the development of the Kriging based surrogate model’s (SM) database. The resulting database is coupled with an Efficient Global Optimization (EGO) algorithm which completes the workflow of the optimization routine. The Pareto-front of non-dominated solutions is used to guide the optimal design selection, on which the experimental evaluations are based. The experimental results of the optimized design indicate improved fan performance characteristics at greater than peak efficiency flow rates. This design is found to increase the datum fan’s design point performance characteristics by a value of 32.90 percent in total-to-static pressure rise and a 7.66 percentage point increase in total-to-static efficiency at the fan’s design speed of 722 rpm.
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控制轴流风机叶顶泄漏涡的叶顶附件优化设计
针对亚声速轴流冷却风扇叶顶泄漏涡的被动控制,对叶顶附件设计进行了数值优化。所研究的这类风机采用常规设计方法,不考虑叶尖间隙的影响。因此,本研究的目的是通过考虑叶尖几何形状来改善基准风扇的气动性能特征。在前人研究的基础上,采用不同的端板结构来提高风机的性能,选择最能提高风机性能的端板几何形状进行进一步的优化开发。在优化过程开始之前,使用实验设计(DoE)技术对所选端板的设计空间进行初始化。响应面是基于多目标的多点目标函数,考虑风机的各种性能指标。考虑到优化过程,采用计算机辅助实验设计与分析(DACE)方法开发基于Kriging的代理模型(SM)数据库。生成的数据库与高效全局优化(EGO)算法相结合,完成了优化例程的工作流程。利用非支配解的Pareto-front来指导最优设计选择,并以此为基础进行实验评价。优化设计的实验结果表明,在大于峰值效率流量时,风扇的性能特性得到改善。在风机的设计转速为722 rpm时,该设计将基准风机的设计点性能特性提高了32.90%的总静压上升值和7.66个百分点的总静压效率提高。
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