Cluster analysis of NARMAX models for signaldependent systems

IEE Proceedings: Control Theory and Applications

Volumn 145, Issue 4, 1998, Pages 409-414

  Aguirre, L A ^a,b   Jacome, C R F ^a  

^a FEDERAL UNIVERSITY OF MINAS GERAIS   (Brazil)

^b Federaçào das Indûstrias do Estado de Minas Gérais FIEMG   (Brazil)

Author keywords

Cluster analysis; Grey box identification; Narafax models

Indexed keywords

CONTROL NONLINEARITIES; CONTROL SYSTEM ANALYSIS; MATHEMATICAL MODELS; POLYNOMIALS; REGRESSION ANALYSIS;

NONLINEAR AUTOREGRESSIVE MOVING AVERAGE MODEL WITH EXOGENOUS VARIABLE; SIGNAL-DEPENDENT SYSTEMS;

NONLINEAR CONTROL SYSTEMS;

EID: 0032118250     PISSN: 13502379     EISSN: None     Source Type: Journal    
DOI: 10.1049/ip-cta:19982112     Document Type: Article

References (13)

1. LEONTARITIS, I.J., and BILLINGS, S.A.: 'Input^utput parametric models for nonlinear systems part I: deterministic nonlinear systems', Int. J. Control, 1985, 41, (2), pp. 303-328
2. NORTON, J.P.: 'An introduction to identification' (Academic Press, London, 1986)
3. KORTMANN, M., and UNBEHAUEN, H.: 'Structure detection in the identification of nonlinear systems', Traitement du Signal, 1988, 22, (5), pp. 5-25
4. BILLINGS, S.A., CHEN, S., and KORENBERG, M.J.: 'Identification of MIMO nonlinear systems using a forward-regression orthogonal estimator', Int. J. Control, 1989, 49, (6), pp. 21572189
5. HABER, R., and UNBEHAUEN, H.: 'Structure identification of nonlinear dynamic systems. A survey on input/output approaches', Automatica, 1990, 26, (4), pp. 651-677
6. AGUIRRE, L.A., and BILLINGS, S.A.: 'Dynamical effects of overparametrization in nonlinear models', Physica D, 1995, 80, (1, 2), pp. 26-40
7. HABER, R., and KEVICZKY, L.: 'Identification of 'linear' systems having signal-dependent parameters', Int. J. Systems Sei., 1985, 16, (7), pp. 869-884
8. AGUIRRE, L.A., and BILLINGS, S.A.: 'Improved structure selection for nonlinear models based on term clustering', Int. J Control, 1995, 62, (3), pp. 569-587
9. CHEN, S., BILLINGS, S.A., and LUO, W.: 'Orthogonal least squares methods and their application to nonlinear system identification', Int. J. Control, 1989, 50, (5), pp. 1873-1896
10. KORENBERG, M.J., and PAARMANN, L.D.: 'Orthogonal approaches to time-scries analysis and system identification', IEEE signal Process. Mag., 1991, 8, (3), pp. 29-43
11. KORENBERG, M.J., BILLINGS, S.A., LIU, Y.P., and MCILROY, P.J.: 'Orthogonal parameter estimation algorithm for nonlinear stochastic systems', Int. J. Control, 1988, 48, (1), pp. 193210
12. GOOIJER, J.G., ABRAHAM, B., GOULD, A., and ROBINSON, L.: 'Methods for determining the order of an autoregressive-moving average process: a survey', Int. Statistical Rev., 1985, 53, (3), pp. 301-329
13. BILLINGS, S.A., and CHEN, S.: 'Extended model set, global data and threshold model identification of severely nonlinear systems', Int. J. Control, 1989, 50, (5), pp. 1897-1923