Application of system identification techniques to aircraft gas turbine engines

被引:37
作者
Evans, C [1 ]
Fleming, PJ
Hill, DC
Norton, JP
Pratt, I
Rees, D
Rodríquez-Vàzquez, K
机构
[1] Univ Glamorgan, Sch Elect, Pontypridd CF37 1DL, M Glam, Wales
[2] Univ Sheffield, Sheffield S10 2TN, S Yorkshire, England
[3] Rolls Royce PLC, Derby DE2 8BJ, England
[4] Univ Birmingham, Birmingham B15 2TT, W Midlands, England
关键词
gas turbines; system identification; frequency domain; multisine signals; least-squares estimation; time-varying systems; genetic algorithms; structure selection;
D O I
10.1016/S0967-0661(00)00091-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A variety of system identification techniques are applied to the modelling of aircraft gas turbine dynamics. The motivation behind the study is to improve the efficiency and cost-effectiveness of system identification techniques currently used in the industry. Three system identification approaches are outlined in this paper. They are based upon: multisine testing and frequency-domain identification, time-varying models estimated using extended least squares with optimal smoothing, and multiobjective genetic programming to select model structure. (C) 2001 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:135 / 148
页数:14
相关论文
共 24 条
[11]  
Koza JR, 1992, Genetic programming
[12]  
LEONTARITIS IJ, 1985, INT J CONTROL, V41, P304
[13]  
LJUNG L, 1996, P 13 IFAC WORLD C SA, P141
[14]  
Norton J. P., 1986, An Introduction to Identification
[15]   OPTIMAL SMOOTHING IN IDENTIFICATION OF LINEAR TIME-VARYING SYSTEMS [J].
NORTON, JP .
PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1975, 122 (06) :663-668
[16]  
PILIDIS P, 1986, ASME GAS TURB C, P1
[17]   IDENTIFICATION OF LINEAR-SYSTEMS CAPTURED IN A FEEDBACK LOOP [J].
PINTELON, R ;
GUILLAUME, P ;
ROLAIN, Y ;
VERBEYST, F .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 1992, 41 (06) :747-754
[18]   Multi-objective genetic programming for nonlinear system identification [J].
Rodriguez-Vazquez, K ;
Fleming, PJ .
ELECTRONICS LETTERS, 1998, 34 (09) :930-931
[19]  
RODRIGUEZVAZQUE.K, 1997, P 2 IEE IEEE INT C G, P409
[20]  
RODRIGUEZVAZQUE.K, 1999, THESIS U SHEFFIELD