Airfoil optimization using Design-by-Morphing

被引:4
|
作者
Sheikh, Haris Moazam [1 ]
Lee, Sangjoon [1 ]
Wang, Jinge [1 ]
Marcus, Philip S. [1 ]
机构
[1] Univ Calif Berkeley, Dept Mech Engn, Berkeley, CA 94720 USA
基金
美国国家科学基金会;
关键词
design-by-morphing (DbM); topology optimization; airfoil; WIND TURBINE BLADE; ROBUST DESIGN; SHAPE; REDUCTION; CFD;
D O I
10.1093/jcde/qwad059
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Design-by-Morphing (DbM) is a novel design methodology that creates a search space for topology optimization. Traditional design techniques often impose geometric constraints and, sometimes, the designer's biases on the design space, which restricts the novelty of the designs and allows for only small local changes. On the contrary, we show in this paper that DbM does not impose such restrictions on the design space, thus allowing for a radical and expansive search space with only a few design parameters. We compare DbM with other methods in the case of design space generation for 2D airfoils and find that DbM can reconstruct the entire UIUC database with >99.5% accuracy. Furthermore, using a bi-objective genetic algorithm, we optimize the airfoil designs created by DbM to maximize both the lift-over-drag ratio, CLDmax, and stall angle tolerance, & UDelta;& alpha;, which results in a Pareto-front of innovative airfoils that exhibit substantial improvements in both objectives.
引用
收藏
页码:1443 / 1459
页数:17
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