JOURNAL ARTICLE

Post stall maneuver control of advanced fighter considering the unsteady aerodynamics

Abstract

This paper focuses on the problems of unsteady aerodynamic modeling and flight control during post stall maneuver. Firstly, considering serious nonlinearity, coupling and hysteresis of aerodynamic force when advanced fighter aircraft doing post stall maneuver, we propose the strategy of using the extreme learning machine (ELM) method to model the unsteady aerodynamics and using dynamic inversion method to design the control law. Secondly, the angle of attack and sideslip angle and other states variables are obtained and selected as input variables based on wind tunnel test data. And coefficients of aerodynamics force are chosen as output variables. The wind tunnel data is divided into two groups: training samples and testing samples. Then ELM method is used to establish accurate unsteady aerodynamic model. The model accuracy is tested by the determination coefficient based on testing samples, which determines parameters of ELM. Thus problem of ignoring the unsteady aerodynamic in traditional control is avoided. After that, dynamic inversion method and daisy chain distribution method based the control law of advanced fighter are designed, and the alternative formula of reduced frequency is derived. Finally, compared with result of steady aerodynamic modeling, simulations of typical cobra maneuver by unsteady aerodynamics show significance of taking consideration of unsteady aerodynamic effect during the post stall maneuver.

Keywords:
Aerodynamics Stall (fluid mechanics) Control theory (sociology) Angle of attack Wind tunnel Aerodynamic force Extreme learning machine Computer science Nonlinear system Reduced frequency Engineering Aerospace engineering Mechanics Physics Control (management) Artificial intelligence

Metrics

1
Cited By
0.30
FWCI (Field Weighted Citation Impact)
17
Refs
0.74
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Adaptive Dynamic Programming Control
Physical Sciences →  Computer Science →  Computational Theory and Mathematics
Machine Learning and ELM
Physical Sciences →  Computer Science →  Artificial Intelligence
Model Reduction and Neural Networks
Physical Sciences →  Physics and Astronomy →  Statistical and Nonlinear Physics

Related Documents

JOURNAL ARTICLE

Dynamic surface control design of post-stall maneuver under unsteady aerodynamics

Yongxi LyuYuyan CaoWeiguo ZhangJingping ShiXiaobo Qu

Journal:   Aerospace Science and Technology Year: 2018 Vol: 80 Pages: 269-280
JOURNAL ARTICLE

Design of Control Law of Post Stall Maneuver under Unsteady Aerodynamics Based on Improved Dynamic Inverse Method

Journal:   Springer Link (Chiba Institute of Technology) Year: 2019
JOURNAL ARTICLE

Design of Control Law of Post Stall Maneuver under Unsteady Aerodynamics Based on Improved Dynamic Inverse Method

Yongxi LyuWeiguo ZhangJingping ShiXiaobo QuHuakun Chen

Journal:   Xibei Gongye Daxue Xuebao/Journal of Northwestern Polytechnical University Year: 2019 Vol: 37 (3)Pages: 523-531
BOOK-CHAPTER

Parallel CFD Simulations of Unsteady Control Maneuver Aerodynamics

Jubaraj Sahu

Lecture notes in computational science and engineering Year: 2008 Pages: 417-424
© 2026 ScienceGate Book Chapters — All rights reserved.