Abstract
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.
| Translated title of the contribution | Optimal Design of Nozzle Based on Multi-fidelity Surrogate Model |
|---|---|
| Original language | Chinese (Traditional) |
| Pages (from-to) | 29-39 |
| Number of pages | 11 |
| Journal | Advances in Aeronautical Science and Engineering |
| Volume | 13 |
| Issue number | 6 |
| DOIs | |
| State | Published - Dec 2022 |
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