Efficient global optimization for S-duct diffuser shape design

被引:19
作者
Bae, HyoGil [1 ]
Park, SooHyung [2 ]
Kwon, JangHyuk [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Dept Aerosp Engn, Taejon 305701, South Korea
[2] Konkuk Univ, Dept Aerosp Informat Engn, Seoul, South Korea
关键词
Efficient global optimization; expected improvement; kriging model; S-duct; AUTOMATED DESIGN;
D O I
10.1177/0954410012457891
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The efficient global optimization method is a global optimization technique based on the stochastic kriging model to efficiently search the global optimum in a design space. Efficient global optimization selects the next sample point in the view of the probability that a global minimum is located. To present the probability, the efficient global optimization method introduces the expected improvement function. The mean and variance at the untried point provided from the kriging model are used to calculate the expected improvement function. Efficient global optimization selects the maximum expected improvement point as the next sample point. After validating the efficient global optimization method by several test functions, we applied it to a diffusing S-duct shape design problem which needs a computationally expensive turbulent computational fluid dynamics analysis. The design objective is to improve the total pressure recovery of the S-duct. The improved S-duct shape was searched globally through the efficient global optimization method. Our results confirmed that the efficient global optimization method can efficiently provide a meaningful engineering result in the S-duct shape design.
引用
收藏
页码:1516 / 1532
页数:17
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