TY - GEN
T1 - Intelligent modeling of lateral aircraft dynamic based on flight test data
AU - Wang, Zhigang
AU - Li, Aijun
AU - Mi, Yi
AU - Wang, Lihao
AU - Sun, Jingchao
N1 - Publisher Copyright:
© 2021 IEEE
PY - 2021
Y1 - 2021
N2 - System identification technology is an important means of aircraft modeling. In order to make up for the shortcomings of traditional system identification technology, which are complicated in calculation and limited in applicability, this paper studies the aircraft intelligent system identification technology based on black and gray box modeling. The black box model which is based on the recurrent neural network establish the dynamic relationship between the input and output variables of the aircraft; while gray box model treats the motion equation and aerodynamic coefficients of the aircraft separately, assuming that the motion equation is known, and uses an extreme learning machine to establish the forward neural network model of the aerodynamic coefficients. Thus two intelligent models of the aircraft are established, the grey box model is mainly used for model prediction for a long period, and can be utilized for flight simulation, the black box model is mainly used for online model prediction, and can be applied for model predictive control.
AB - System identification technology is an important means of aircraft modeling. In order to make up for the shortcomings of traditional system identification technology, which are complicated in calculation and limited in applicability, this paper studies the aircraft intelligent system identification technology based on black and gray box modeling. The black box model which is based on the recurrent neural network establish the dynamic relationship between the input and output variables of the aircraft; while gray box model treats the motion equation and aerodynamic coefficients of the aircraft separately, assuming that the motion equation is known, and uses an extreme learning machine to establish the forward neural network model of the aerodynamic coefficients. Thus two intelligent models of the aircraft are established, the grey box model is mainly used for model prediction for a long period, and can be utilized for flight simulation, the black box model is mainly used for online model prediction, and can be applied for model predictive control.
KW - Aircraft modeling
KW - extreme learning machine
KW - intelligent system identification
KW - recurrent neural network
UR - http://www.scopus.com/inward/record.url?scp=85128011339&partnerID=8YFLogxK
U2 - 10.1109/CAC53003.2021.9727364
DO - 10.1109/CAC53003.2021.9727364
M3 - 会议稿件
AN - SCOPUS:85128011339
T3 - Proceeding - 2021 China Automation Congress, CAC 2021
SP - 2253
EP - 2257
BT - Proceeding - 2021 China Automation Congress, CAC 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 China Automation Congress, CAC 2021
Y2 - 22 October 2021 through 24 October 2021
ER -