PREDICTION-ERROR ESTIMATION ALGORITHM FOR NON-LINEAR OUTPUT-AFFINE SYSTEMS

被引:13
作者
CHEN, S
BILLINGS, SA
机构
[1] Univ of Sheffield, Sheffield, Engl, Univ of Sheffield, Sheffield, Engl
关键词
CONTROL SYSTEMS; NONLINEAR - Analysis - MATHEMATICAL TECHNIQUES - Algorithms;
D O I
10.1080/00207178808906012
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 prediction-error estimation algorithm is developed for nonlinear discrete-time systems which can be represented by the output-affine difference equation model. The theory of hypothesis testing is employed to select a model with the correct structure. Problems relating to the use of output-affine models in the identification of nonlinear systems are discussed, and a comparison with the NARMAX (nonlinear ARMAX) model is given.
引用
收藏
页码:309 / 332
页数:24
相关论文
共 13 条
[1]  
Bierman G. J., 1977, FACTORIZATION METHOD
[2]   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
[3]  
BILLINGS SA, 1986, INT J CONTROL, V44, P235, DOI 10.1080/00207178608933593
[4]   LEAST-SQUARES PARAMETER-ESTIMATION ALGORITHMS FOR NON-LINEAR SYSTEMS [J].
BILLINGS, SA ;
VOON, WSF .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1984, 15 (06) :601-615
[5]  
BILLINGS SA, 1988, IN PRESS INT J SYSTE
[6]  
CYROTNORMAND D, 1980, IFAC S AUTOMATIC CON, P449
[7]  
DRAPER NR, 1981, APPLIED REGRESSION A
[8]  
Goodwin G.C., 1977, DYNAMIC SYSTEM IDENT, V1st ed.
[9]  
KORENBERG MJ, 1988, IN PRESS INT J CONTR
[10]   INPUT OUTPUT PARAMETRIC MODELS FOR NON-LINEAR SYSTEMS .1. DETERMINISTIC NON-LINEAR SYSTEMS [J].
LEONTARITIS, IJ ;
BILLINGS, SA .
INTERNATIONAL JOURNAL OF CONTROL, 1985, 41 (02) :303-328