Optimization design for aerodynamic elements of high speed trains
Yao SB(姚拴宝); Guo DL(郭迪龙); Sun ZX(孙振旭); Yang GW(杨国伟); Chen DW(陈大伟)
刊名COMPUTERS & FLUIDS
2014-05-22
通讯作者邮箱sunzhenxu@imech.ac.cn
卷号95页码:56-73
关键词Wake flow Multi-objective optimization Cross-validation Kriging High speed trains
ISSN号0045-7930
通讯作者Sun, ZX (reprint author), Chinese Acad Sci, Inst Mech, Key Lab Mech Fluid Solid Coupling Syst, Beijing 100190, Peoples R China.
产权排序[Yao Shuanbao; Guo Dilong; Sun Zhenxu; Yang Guowei] Chinese Acad Sci, Inst Mech, Key Lab Mech Fluid Solid Coupling Syst, Beijing 100190, Peoples R China; [Chen Dawei] Qingdao Sifang Locomot Co Ltd, CSR, Qingdao 266111, Peoples R China
中文摘要The complex wake flow of high speed trains severely influences the running safety and amenity of the trailing car. In this paper, based on the streamlined shape of CRH380A high speed train, taking the aerodynamic lift force of the trailing car and the volume of the streamlined head as the objectives, an efficient multi-objective optimization process based on the response surface has been constructed. The Kriging model has been constructed based on the cross-validation method and genetic algorithm (GA). This approach could decrease the number of training samples and improve the optimization efficiency while without decreasing its generalization. After the Pareto optimal solutions being obtained, four design points are chosen for comparative study with the original shape, and one of these points is chosen for the unsteady aerodynamic study together with the original shape. The results reveal that the variation trends of the lift force and the side force of the trailing car are the same as that of the drag of the whole train. After optimization, the volume of the streamlined head is almost the same as that of the original shape. Compared to the original shape, the lift force of the trailing car decreases by 27.86% of and the drag of the whole train decreases by 3.34% in conditions without crosswind, and the lift force of the trailing car decreases by 5.43%, the side force of the whole train decreases by 72.09% and the drag of the whole train decreases by 2.1% in the crosswind conditions. The optimal train benefits from low fluctuations of lift and side force of the trailing car. Besides, better wake flow could be obtained, and the wake vortices are suppressed, too. Consequently, the running safety and amenity of HST are improved a lot after optimization. (C) 2014 Elsevier Ltd. All rights reserved.
学科主题Computer Science; Mechanics
分类号二类/Q2
收录类别SCI ; EI
资助信息This work was supported by 973 program (2011CB711100) and national key technology R&D program (2009BAQG12A03). Computing Facility for Computational Mechanics Institute of Mechanics, Chinese Academy of Sciences is gratefully acknowledged.
原文出处http://dx.doi.org/10.1016/j.compfluid.2014.02.018
语种英语
WOS记录号WOS:000335629800005
公开日期2014-06-19
内容类型期刊论文
源URL[http://dspace.imech.ac.cn/handle/311007/48864]  
专题力学研究所_流固耦合系统力学重点实验室(2012-)
推荐引用方式
GB/T 7714
Yao SB,Guo DL,Sun ZX,et al. Optimization design for aerodynamic elements of high speed trains[J]. COMPUTERS & FLUIDS,2014,95:56-73.
APA 姚拴宝,郭迪龙,孙振旭,杨国伟,&陈大伟.(2014).Optimization design for aerodynamic elements of high speed trains.COMPUTERS & FLUIDS,95,56-73.
MLA 姚拴宝,et al."Optimization design for aerodynamic elements of high speed trains".COMPUTERS & FLUIDS 95(2014):56-73.
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace