Three-dimensional aerodynamic optimization design of high-speed train nose based on GA-GRNN | |
Yao SB(姚拴宝); Guo DL(郭迪龙); Yang GW(杨国伟) | |
发表期刊 | Science China Technological Sciences |
2012 | |
期号 | 5 |
ISSN | 1674-7321 |
摘要 | With the speed upgrade of the high-speed train, the aerodynamic drag becomes one of the key factors to restrain the train speed and energy saving. In order to reduce the aerodynamic drag of train head, a new parametric approach called local shape function (LSF) was adopted based on the free form surface deformation (FFD) method and a new efficient optimization method based on the response surface method (RSM) of GA-GRNN. The optimization results show that the parametric method can control the large deformation with a few design parameters, and can ensure the deformation zones smoothness and smooth transition of different deformation regions. With the same sample points for training, GA-GRNN performs better than GRNN to get the global optimal solution. As an example, the aerodynamic drag for a simplified shape with head + one carriage + tail train is reduced by 8.7%. The proposed optimization method is efficient for the engineering design of high-speed train. |
关键词 | Aerodynamic Drag |
URL | 查看原文 |
收录类别 | SCI ; EI |
语种 | 英语 |
WOS记录号 | WOS:000310031400016 |
课题组名称 | LMFS流固耦合与数值计算(LHO) |
论文分区 | 二类/Q3 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://dspace.imech.ac.cn/handle/311007/45662 |
专题 | 流固耦合系统力学重点实验室 |
推荐引用方式 GB/T 7714 | Yao SB,Guo DL,Yang GW. Three-dimensional aerodynamic optimization design of high-speed train nose based on GA-GRNN[J]. Science China Technological Sciences,2012,5,. |
APA | Yao SB,Guo DL,&Yang GW.(2012).Three-dimensional aerodynamic optimization design of high-speed train nose based on GA-GRNN.Science China Technological Sciences(5). |
MLA | Yao SB,et al."Three-dimensional aerodynamic optimization design of high-speed train nose based on GA-GRNN".Science China Technological Sciences .5(2012). |
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LHO0293.pdf(1451KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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