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
[1]   A PREDICTION-ERROR AND STEPWISE-REGRESSION ESTIMATION ALGORITHM FOR NONLINEAR-SYSTEMS [J].
BILLINGS, SA ;
VOON, WSF .
INTERNATIONAL JOURNAL OF CONTROL, 1986, 44 (03) :803-822
[2]   Frequency-domain identification of gas turbine dynamics [J].
Evans, C ;
Rees, D ;
Hill, D .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 1998, 6 (05) :651-662
[3]   Identification of aircraft gas turbine dynamics using frequency-domain techniques [J].
Evans, C ;
Rees, D ;
Borrell, A .
CONTROL ENGINEERING PRACTICE, 2000, 8 (04) :457-467
[4]  
EVANS C, 1998, THESIS U GLAMORGAN W
[5]   IDENTIFYING LINEAR-MODELS OF SYSTEMS SUFFERING NONLINEAR DISTORTIONS, WITH A GAS-TURBINE APPLICATION [J].
EVANS, DC ;
REES, D ;
JONES, DL .
IEE PROCEEDINGS-CONTROL THEORY AND APPLICATIONS, 1995, 142 (03) :229-240
[6]   Multiobjective optimization and multiple constraint handling with evolutionary algorithms - Part I: A unified formulation [J].
Fonseca, CM ;
Fleming, PJ .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1998, 28 (01) :26-37
[7]   CREST-FACTOR MINIMIZATION USING NONLINEAR CHEBYSHEV-APPROXIMATION METHODS [J].
GUILLAUME, P ;
SCHOUKENS, J ;
PINTELON, R ;
KOLLAR, I .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 1991, 40 (06) :982-989
[8]  
Guillaume P, 1992, THESIS VRIJE U BRUSS
[9]  
JACKSON D, 1988, 9331 ROLLS ROYC PLC
[10]  
KOLLAR I, 1997, FREQUENCY DOMAIN SYS