A Fast Method for Determining the Forces and Moments Acting on Aircraft in a Vortex Wake

A method based on artificial neural networks is proposed for real-time determination of additional forces and moments acting on aircraft moving in the vortex wake of another aircraft. The method is based on neural network approximation of additional forces and moments caused by the influence of individual vortex segments. A dataset for training neural networks is generated by a software program designed to compute transonic flow around an aircraft configuration, namely, by solving equations for the complete potential in the outer flow and equations for a three-dimensional boundary layer on the aircraft surface. The accuracy and speed of the proposed method are estimated.

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Publication Details

Journal
Computational Mathematics and Mathematical Physics
Published
2025-05-01
DOI
https://doi.org/10.1134/s0965542525700320
Primary Topic
Fluid dynamics and aerodynamics studies
Type
article
Field-Weighted Citation Impact
0.00
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article

A Fast Method for Determining the Forces and Moments Acting on Aircraft in a Vortex Wake

А. М. Гайфуллин, O. V. Karas, Yu. N. Sviridenko
Computational Mathematics and Mathematical Physics
Fluid dynamics and aerodynamics studies
article

A Fast Method for Determining the Forces and Moments Acting on Aircraft in a Vortex Wake

А. М. Гайфуллин, O. V. Karas, Yu. N. Sviridenko
article en

Abstract

A method based on artificial neural networks is proposed for real-time determination of additional forces and moments acting on aircraft moving in the vortex wake of another aircraft. The method is based on neural network approximation of additional forces and moments caused by the influence of individual vortex segments. A dataset for training neural networks is generated by a software program designed to compute transonic flow around an aircraft configuration, namely, by solving equations for the complete potential in the outer flow and equations for a three-dimensional boundary layer on the aircraft surface. The accuracy and speed of the proposed method are estimated.

Computational Mathematics and Mathematical PhysicsVol. 65(5)
Central Aerohydrodynamic Institute (RU)
Openalex Percentile: Top 83%
Fluid dynamics and aerodynamics studies
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