Rotorcraft parameter estimation using radial basis function neural network

被引:24
作者
Kumar, Rajan [1 ]
Ganguli, Ranjan [1 ]
Omkar, S. N. [1 ]
机构
[1] Indian Inst Sci, Dept Aerosp Engn, Bangalore 560012, Karnataka, India
关键词
System identification; Parameter estimation; Neural networks; Radial basis function; Numerical differentiation; TIME-VARYING DELAYS; IDENTIFICATION; STABILITY;
D O I
10.1016/j.amc.2010.01.081
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Increased emphasis on rotorcraft performance and operational capabilities has resulted in accurate computation of aerodynamic stability and control parameters. System identification is one such tool in which the model structure and parameters such as aerodynamic stability and control derivatives are derived. In the present work, the rotorcraft aerodynamic parameters are computed using radial basis function neural networks (RBFN) in the presence of both state and measurement noise. The effect of presence of outliers in the data is also considered. RBFN is found to give superior results compared to finite difference derivatives for noisy data. (C) 2010 Elsevier Inc. All rights reserved.
引用
收藏
页码:584 / 597
页数:14
相关论文
共 32 条
[1]  
*AGARD, 1991, 280LS178 AGARD AR
[2]  
[Anonymous], 1980, TP1431 NASA
[3]  
BARALDI A, 2000, P IGARSS HON HI
[4]   Numerical differentiation of 2D functions from noisy data [J].
Bozzini, M ;
Rossini, M .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2003, 45 (1-3) :309-327
[5]   A MULTIDISCIPLINARY OPTIMIZATION USING SEMIANALYTICAL SENSITIVITY ANALYSIS PROCEDURE AND MULTILEVEL DECOMPOSITION [J].
CHATTOPADHYAY, A ;
PAGALDIPTI, N .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1995, 29 (07) :55-66
[6]   A MULTIDISCIPLINARY OPTIMIZATION APPROACH FOR VIBRATION REDUCTION IN HELICOPTER ROTOR BLADES [J].
CHATTOPADHYAY, A ;
MCCARTHY, TR .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1993, 25 (02) :59-72
[7]  
CHEN RTN, 1987, CP2496 NASA
[8]   Financial distress prediction by a radial basis function network with logit analysis learning [J].
Cheng, CB ;
Chen, CL ;
Fu, CJ .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2006, 51 (3-4) :579-588
[9]   Robust control of a class of neural networks with bounded uncertainties and time-varying delays [J].
Cheng, Chao-Jung .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 56 (05) :1245-1254
[10]   A note on the meshless method using radial basis functions [J].
Duan, Yong .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2008, 55 (01) :66-75