Stabilizing predictive control of nonlinear ARX models

被引:35
作者
DeNicolao, G
Magni, L
Scattolini, R
机构
[1] Dipto. di Informatica e Sistemistica, Università di Pavia, 27100 Pavia
关键词
predictive control; nonlinear systems; nonlinear control; optimal control; integral control;
D O I
10.1016/S0005-1098(97)00079-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper a predictive control algorithm for nonlinear discrete-time systems is presented. Starting from a state-space model, conditions for the asymptotic tracking of constant reference signals in a neighbourhood of a given equilibrium are first derived. Then it is shown that the system under control can be locally described in terms of a suitable NARX (Nonlinear ARX) model, which, in practice, can be identified by means of well-established techniques. For the NARX model, a receding-horizon predictive control algorithm is proposed which guarantees local stability and robust asymptotic tracking in the neighbourhood of the equilibrium. Conditions for local stability and tracking are given in terms of reachability, observability and transmission zeros of the linearization of the original state-space system around the equilibrium. An example is reported to illustrate the effectiveness of the proposed method. (C) 1997 Elsevier Science Ltd.
引用
收藏
页码:1691 / 1697
页数:7
相关论文
共 20 条
[1]  
Bitmead RR, 1990, ADAPTIVE OPTIMAL CON
[2]  
Camacho E.F., 1995, Model Predictive Control in the Process Industry, V1st
[3]   ORTHOGONAL LEAST-SQUARES METHODS AND THEIR APPLICATION TO NON-LINEAR SYSTEM-IDENTIFICATION [J].
CHEN, S ;
BILLINGS, SA ;
LUO, W .
INTERNATIONAL JOURNAL OF CONTROL, 1989, 50 (05) :1873-1896
[4]  
Clarke D. W., 1994, ADV MODEL BASED PRED
[5]   CONSTRAINED RECEDING-HORIZON PREDICTIVE CONTROL [J].
CLARKE, DW ;
SCATTOLINI, R .
IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1991, 138 (04) :347-354
[6]  
DENICOLAO G, 1996, IMACS MULTICONFERENC
[7]   STRUCTURE IDENTIFICATION OF NONLINEAR DYNAMIC-SYSTEMS - A SURVEY ON INPUT OUTPUT APPROACHES [J].
HABER, R ;
UNBEHAUEN, H .
AUTOMATICA, 1990, 26 (04) :651-677
[8]  
Kailath T., 1980, Linear systems
[9]   OPTIMAL INFINITE-HORIZON FEEDBACK LAWS FOR A GENERAL-CLASS OF CONSTRAINED DISCRETE-TIME-SYSTEMS - STABILITY AND MOVING-HORIZON APPROXIMATIONS [J].
KEERTHI, SS ;
GILBERT, EG .
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 1988, 57 (02) :265-293
[10]   STABLE GENERALIZED PREDICTIVE CONTROL - AN ALGORITHM WITH GUARANTEED STABILITY [J].
KOUVARITAKIS, B ;
ROSSITER, JA ;
CHANG, AOT .
IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1992, 139 (04) :349-362