Robust design of compressor fan blades against erosion

被引:38
|
作者
Kumar, Apurva
Keane, Andy J.
Nair, Prasanth B. [1 ]
Shahpar, Shahrokh
机构
[1] Univ Southampton, Computat Engn & Design Grp, Sch Engn Sci, Southampton SO17 1BJ, Hants, England
[2] Rolls Royce Plc, Aerothermal Methods, Derby DE24 8BJ, England
关键词
robust design; multiobjective optimization; surrogate modeling; compressor blades; erosion;
D O I
10.1115/1.2202886
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper is concerned with robust aerodynamic design of compressor blades against erosion. The proposed approach combines a multiobjective genetic algorithm with geometry modeling methods, high-fidelity computational fluid dynamics, and surrogate models to arrive at robust designs on a limited computational budget. The multiobjective formulation used here allows explicit trade-off between the mean and variance of the performance to be carried out. Detailed numerical studies are presented for robust geometric design of a typical compressor fan blade section to illustrate the proposed methodology. The performance of a selected robust optimal solution on the Pareto front is compared to a deterministic optimal solution to demonstrate that significant improvements in the mean shift and variance can be achieved.
引用
收藏
页码:864 / 873
页数:10
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