DocumentCode
593087
Title
Landing Risk Evaluation of Carrier-Based Aircraft Based on BP Neural Network
Author
Qi-dan Zhu ; Hui Li ; Meng-Zhu Yu ; Zhi Zhang ; Xing-Wei Jiang
Author_Institution
Dept. of Autom., Harbin Eng. Univ., Harbin, China
fYear
2012
fDate
8-10 Dec. 2012
Firstpage
1596
Lastpage
1601
Abstract
To realize quantitative forecast of carrier-based aircraft landing risk, this paper proposes a risk evaluation method implement the state description based on BP neural network, with "Wave-Off Surplus Distance: WOSD" as reference index. According to the establishment of wave-off system with integrated control of military power and fuzzy elevator, the WOSD is defined with reference of wave-off envelope division for "Ramp-Strike Risk". The burden of neural network training is reduced by establishment of "State Risk Modeling Area: SRMA" based on limit wave-off envelope, finally the quantitative expression of "Ramp-Strike Risk" in any flight states is realized through the design of BP neural network approaching risk evaluation function. Simulation results show that the outputs of BP network model designed basically accord with the expected ones, and the design of risk-evaluation method is feasible. This method can predict the "Ramp-Strike Risk" in any flight states of carrier-based airplane, in addition provide early-warning and auxiliary rectification for safe landing.
Keywords
aerospace computing; aircraft; backpropagation; entry, descent and landing (spacecraft); learning (artificial intelligence); neural nets; BP neural network training; SRMA; WOSD; auxiliary rectification; carrier-based aircraft landing risk; early-warning; fuzzy elevator; integrated control; landing risk evaluation method; military power; quantitative forecasting; ramp-strike risk; state risk modeling area; wave-off envelope division; wave-off surplus distance; Airplanes; Atmospheric modeling; Elevators; Military aircraft; Neural networks; Niobium; BP Neural Network; Landing Risk Evaluation; State Risk Modeling Area; Wave-Off Surplus Distance;
fLanguage
English
Publisher
ieee
Conference_Titel
Instrumentation, Measurement, Computer, Communication and Control (IMCCC), 2012 Second International Conference on
Conference_Location
Harbin
Print_ISBN
978-1-4673-5034-1
Type
conf
DOI
10.1109/IMCCC.2012.372
Filename
6429208
Link To Document