本文将粘性流场分析与数值优化方法结合起来,由粘性流场分析得到升力、阻力等气动参数作为样本训练神经网络,并用训练好的神经网络来预测优化目标函数,分别采用了多日标遗传算法与多目标粒子群算法,对一种跨音速翼型的气动性能进行了多目标优化设计,并采用模糊偏好信息的多属性决策方法对多个优化解进行评价选优.算例研究表明,两种多目标优化算法都能得到有限多个多目标优化解,通过多属性决策方法评价选优的优化翼型气动性能有明显提高.
参考文献
[1] | Lee J.;Hajela P. .PARALLEL GENETIC ALGORITHM IMPLEMENTATION IN MULTIDISCIPLINARY ROTOR BLADE DESIGN[J].Journal of aircraft,1996(5):962-969. |
[2] | Eckart Zitzler;Kalyanmoy Deb;Lothar Thiele .Comparison of Multiobjective Evolutionary Algorithms: Empirical Results[J].Evolutionary computation,2000(2):173-195. |
[3] | Hager J O;Eyi S;Lee K D .Multi-Point Design of Transonic Airfoils Using Optimization[AIAA 92-4225][R].,1992. |
[4] | Deb Kalynamoy;Samir Agrawal;Amrit Pratb et al.A Fast Elitist Non-Dominated Sorting Genetic Algorithm for Multi-Objective Optimization NSGA-Ⅱ.KanGAL Report 2001[R].Indian Institute of Technology,Kanpur,India,2001. |
[5] | Coello C A;Lechugal M S.A Proposal for Multiple Objective Particle Swarm Optimization[A].Honolulu,Hawaii,USA,2002 |
[6] | 毕荣山,杨霞,谭心舜,项曙光.基于动态Pareto解集的微粒群优化算法及其在多目标规划中的应用[J].计算机工程与应用,2004(32):85-88. |
[7] | Schott Jason R.Fault Tolerant Design Using Single and Multi-Criteria Genetic Algorithm Optimization[M].Department of Aeronautics and Astronautics,Massachusetts Institute of Technology,1995 |
[8] | 费奇,刘敬学.一种基于模糊偏好信息的多属性决策方法[J].武汉理工大学学报,2006(09):132-134,140. |
[9] | 齐照辉,张为华,范玉珠.一种新型的多属性决策权重计算方法[J].运筹与管理,2006(03):36-39,65. |
上一张
下一张
上一张
下一张
计量
- 下载量()
- 访问量()
文章评分
- 您的评分:
-
10%
-
20%
-
30%
-
40%
-
50%