Health monitoring,of a helicopter rotor in forward flight using fuzzy logic

被引:34
作者
Ganguli, R [1 ]
机构
[1] Indian Inst Sci, Dept Aerosp Engn, Bangalore 560012, Karnataka, India
关键词
D O I
10.2514/2.1588
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A fuzzy logic system is developed for helicopter rotor system fault isolation. Inputs to the fuzzy logic system are measurement deviations of blade bending and torsion response and vibration from a "good" undamaged helicopter rotor. The rotor system measurements used are flap and lag bending tip deflections, elastic twist deflection at the tip, and three forces and three moments at the rotor hub. The fuzzy logic system uses rules developed from an aeroelastic model of the helicopter rotor with implanted faults to isolate the fault while accounting for uncertainty in the measurements. The faults modeled include moisture absorption, loss of trim mass, damaged lag damper, damaged pitch control system, misadjusted pitch link, and damaged flap. Tests with simulated data show that the fuzzy system isolates rotor system faults with an accuracy of about 90-100%. Furthermore, the fuzzy system is robust and gives excellent results, even when some measurements are not available. A rule-based expert system based on similar rules from the aeroelastic model performs much more poorly than the fuzzy system in the presence of high levels of uncertainty.
引用
收藏
页码:2373 / 2381
页数:9
相关论文
共 41 条
[11]  
Cybenko G., 1989, Mathematics of Control, Signals, and Systems, V2, P303, DOI 10.1007/BF02551274
[12]  
FERRER R, 2001, P AM HEL SOC 57 ANN, P1128
[13]   Detection of helicopter rotor system simulated faults using neural networks [J].
Ganguli, R ;
Chopra, I ;
Haas, DJ .
JOURNAL OF THE AMERICAN HELICOPTER SOCIETY, 1997, 42 (02) :161-171
[14]   Formulation of a helicopter rotor system damage detection methodology [J].
Ganguli, R ;
Chopra, I ;
Haas, DJ .
JOURNAL OF THE AMERICAN HELICOPTER SOCIETY, 1996, 41 (04) :302-312
[15]   Simulation of helicopter rotor-system structural damage, blade mistracking, friction, and freeplay [J].
Ganguli, R ;
Chopra, I ;
Haas, DJ .
JOURNAL OF AIRCRAFT, 1998, 35 (04) :591-597
[16]   Helicopter rotor system fault detection using physics-based model and neural networks [J].
Ganguli, R ;
Chopra, I ;
Haas, DJ .
AIAA JOURNAL, 1998, 36 (06) :1078-1086
[17]  
GARGA A, 2001, P AM HEL SOC 57 ANN, P1268
[18]  
GHOSHAL A, 2000, P AM HEL SOC 56 ANN, P963
[19]  
HAAS DJ, 1996, P AM HEL SOC 52 ANN, P1717
[20]  
HAAS DJ, 1999, P AM HEL SOC 55 AHS, P2357