| Surrogate Based Optimization of Aerodynamic Noise for Streamlined Shape of High Speed Trains | |
Sun ZX(孙振旭); Zhang Y; Yang GW(杨国伟) ; Sun, ZX (reprint author), Chinese Acad Sci, Inst Mech, Key Lab Mech Fluid Solid Coupling Syst, Beijing 100190, Peoples R China.
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| Source Publication | APPLIED SCIENCES-BASEL
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| 2017-02-01 | |
| Volume | 7Issue:2 |
| ISSN | 2076-3417 |
| Abstract | Aerodynamic noise increases with the sixth power of the running speed. As the speed increases aerodynamic noise becomes predominant and begins to be the main noise source at a certain high speed. As a result aerodynamic noise has to be focused on when designing new high-speed trains. In order to perform the aerodynamic noise optimization the equivalent continuous sound pressure level (SPL) has been used in the present paper which could take all of the far field observation probes into consideration. The Non-Linear Acoustics Solver (NLAS) approach has been utilized for acoustic calculation. With the use of Kriging surrogate model a multi-objective optimization of the streamlined shape of high-speed trains has been performed which takes the noise level in the far field and the drag of the whole train as the objectives. To efficiently construct the Kriging model the cross validation approach has been adopted. Optimization results reveal that both the equivalent continuous sound pressure level and the drag of the whole train are reduced in a certain extent. |
| Keyword | Aerodynamic Noise Nlas Kriging Model Cross Validation Equivalent Continuous Spl |
| DOI | 10.3390/app7020196 |
| Indexed By | SCI |
| Language | 英语 |
| WOS ID | WOS:000395488900087 |
| WOS Keyword | KRIGING MODEL ; NOSE SHAPE ; IDENTIFICATION |
| WOS Research Area | Chemistry ; Materials Science ; Physics |
| WOS Subject | Chemistry, Multidisciplinary ; Materials Science, Multidisciplinary ; Physics, Applied |
| Funding Organization | National Natural Science Foundation of China(11302233) |
| Department | LMFS流固耦合与数值计算(LHO) |
| Classification | Q3 |
| Ranking | 1 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://dspace.imech.ac.cn/handle/311007/60592 |
| Collection | 流固耦合系统力学重点实验室 高温气体动力学国家重点实验室 |
| Corresponding Author | Sun, ZX (reprint author), Chinese Acad Sci, Inst Mech, Key Lab Mech Fluid Solid Coupling Syst, Beijing 100190, Peoples R China. |
| Recommended Citation GB/T 7714 | Sun ZX,Zhang Y,Yang GW,et al. Surrogate Based Optimization of Aerodynamic Noise for Streamlined Shape of High Speed Trains[J]. APPLIED SCIENCES-BASEL,2017,7,2,. |
| APA | 孙振旭,Zhang Y,杨国伟,&Sun, ZX .(2017).Surrogate Based Optimization of Aerodynamic Noise for Streamlined Shape of High Speed Trains.APPLIED SCIENCES-BASEL,7(2). |
| MLA | 孙振旭,et al."Surrogate Based Optimization of Aerodynamic Noise for Streamlined Shape of High Speed Trains".APPLIED SCIENCES-BASEL 7.2(2017). |
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| JouAr-2017-028.pdf（6165KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | View Download | |
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