TY - GEN
T1 - Post stall maneuver control of advanced fighter considering the unsteady aerodynamics
AU - Lyu, Yongxi
AU - Zhang, Weiguo
AU - Shi, Jingping
AU - Qu, Xiaobo
AU - Che, Jun
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/1/20
Y1 - 2017/1/20
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85015241975&partnerID=8YFLogxK
U2 - 10.1109/CGNCC.2016.7828957
DO - 10.1109/CGNCC.2016.7828957
M3 - 会议稿件
AN - SCOPUS:85015241975
T3 - CGNCC 2016 - 2016 IEEE Chinese Guidance, Navigation and Control Conference
SP - 1193
EP - 1199
BT - CGNCC 2016 - 2016 IEEE Chinese Guidance, Navigation and Control Conference
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 7th IEEE Chinese Guidance, Navigation and Control Conference, CGNCC 2016
Y2 - 12 August 2016 through 14 August 2016
ER -