摘要
The nozzle is one of the key components in the integrated design of the aircraft body/propulsion,which directly affects the thrust-drag matching and pitching moment matching and other characteristics of the aircraft. In order to improve the efficiency of the optimal design of the nozzle,a multi-objective optimization model based on multi-fidelity surrogate model is established. The CFD results based on coarse mesh and inviscid model are used as low-fidelity data,and the CFD results based on fine mesh and SST k-ω turbulence model are used as high-fidelity data,the Cokriging models are constructed with the maximization of thrust coefficient,lift coefficient and pitching moment coefficient as optimization objectives,and the Pareto solution set is obtained by combining NSGA-Ⅱ algorithm. The optimization results show that the three aforementioned objectives are improved by 2.94%,13.0% and 40.6% respectively with the error less than 0.5%,and the sensitivity analysis is completed;the optimized flow field wave system structure is more complex which changes the wall pressure distribution law;compared with Kriging model,Cokriging model has considerable prediction performance and saves 62% of the construction cost.
| 投稿的翻译标题 | Optimal Design of Nozzle Based on Multi-fidelity Surrogate Model |
|---|---|
| 源语言 | 繁体中文 |
| 页(从-至) | 29-39 |
| 页数 | 11 |
| 期刊 | Advances in Aeronautical Science and Engineering |
| 卷 | 13 |
| 期 | 6 |
| DOI | |
| 出版状态 | 已出版 - 12月 2022 |
关键词
- integrated design
- multi-fidelity
- multi-objective optimization
- nozzle
- surrogate model
学术指纹
探究 '基 于 多 可 信 度 代 理 模 型 的 尾 喷 管 优 化 设 计' 的科研主题。它们共同构成独一无二的学术指纹。引用此
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