TY - GEN
T1 - Fault Identification and Diagnosis of Fly-by-wire Control System Based on Intelligent Learning
AU - Qian, Zhen
AU - Liang, Yan
AU - Ma, Cunbao
AU - Zhao, Zhenyao
AU - Yao, Aihua
AU - Qu, Jing
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - This paper analyzes the residual sequence between the output of the fitting model and the real flight parameter data, extracts time-domain eigenvalues that can represent the characteristics of the residual sequence through the fault injection method, reduces the dimension and makes mathematical statistics of time-domain eigenvalues of the residual sequence by using Principal Component Analysis, realizes the fault identification of aircraft fly-by-wire control system, and finally classifies time-domain eigenvalues of the aircraft residual sequence by using Extreme Learning Machine, realize the fault diagnosis of aircraft fly-by-wire control system.
AB - This paper analyzes the residual sequence between the output of the fitting model and the real flight parameter data, extracts time-domain eigenvalues that can represent the characteristics of the residual sequence through the fault injection method, reduces the dimension and makes mathematical statistics of time-domain eigenvalues of the residual sequence by using Principal Component Analysis, realizes the fault identification of aircraft fly-by-wire control system, and finally classifies time-domain eigenvalues of the aircraft residual sequence by using Extreme Learning Machine, realize the fault diagnosis of aircraft fly-by-wire control system.
KW - fault diagnosis
KW - fault identification
KW - fly-by-wire control system
KW - neural network
KW - residual sequence
UR - http://www.scopus.com/inward/record.url?scp=85138068392&partnerID=8YFLogxK
U2 - 10.1109/ICMSP55950.2022.9859019
DO - 10.1109/ICMSP55950.2022.9859019
M3 - 会议稿件
AN - SCOPUS:85138068392
T3 - 2022 4th International Conference on Intelligent Control, Measurement and Signal Processing, ICMSP 2022
SP - 915
EP - 922
BT - 2022 4th International Conference on Intelligent Control, Measurement and Signal Processing, ICMSP 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th International Conference on Intelligent Control, Measurement and Signal Processing, ICMSP 2022
Y2 - 8 July 2022 through 10 July 2022
ER -