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| Title: | Construction of a multilayer perceptron architecture for predicting the aerodynamic characteristics of aircraft with different aerodynamic configurations |
| Other Titles: | |
| Authors: | Guerra Guerra D.J. Hoang V. H. Kurkina E. V. Lukyanov О. Е. |
| Keywords: | aerodynamic characteristics aircraft architecture hyperparameter multilayer perceptron |
| Issue Date: | 2025 |
| Publisher: | Publisher |
| Citation: | Construction of a multilayer perceptron architecture for predicting the aerodynamic characteristics of aircraft with different aerodynamic configurations / О. Е. Lukyanov, V. H. Hoang, D.J. Guerra Guerra, E. V. Kurkina // Информационные технологии и нанотехнологии (ИТНТ-2025) : материалы XI междунар. конф. и молодеж. шк. (г. Самарканд, Узбекистан, 7-9 окт. 2025 г.) / М-во науки и высш. образования Рос. Федерации, Самар. нац. исслед. ун-т им. С. П. Королева (Самар. ун-т). - Самара : Изд-во Самар. ун-та, 2025. - С. 030642. |
| Abstract: | The proposed method has built a complete MLP model topredict the three main aerodynamic properties of the aircraftwith high accuracy (R2 up to 0.993, 0.997 and 0.995 for Cd,Cl, Cm respectively) as well as significantly reduced therequired computational time and cost when compared withnumerical mathematical models based on the vortex latticemethod and empirical equations. |
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| Other Identifiers: | RU\НТБ СГАУ\582263 |
| Appears in Collections: | Информационные технологии и нанотехнологии |
Files in This Item:
| File | Size | Format | |
|---|---|---|---|
| 978-5-7883-2262-9_2025-177-178.pdf | 128.37 kB | Adobe PDF | View/Open |
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