System identification method for Hammerstein processes

被引:64
作者
Sung, SW
机构
[1] Korea Adv Inst Sci & Technol, Dept Chem & Biomol Engn, Yuseong Gu, Taejon 305701, South Korea
[2] Korea Adv Inst Sci & Technol, Ctr Ultramicrochem Proc Syst, Yuseong Gu, Taejon 305701, South Korea
关键词
D O I
10.1021/ie0109206
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
A new strategy is proposed to identify Hammerstein-type nonlinear processes composed of a nonlinear static function and a linear dynamic. subsystem.; It completely separates, the identification problem of the linear. dynamic subsystem from that of the nonlinear static function using a special test signal. Then, quite useful, advantage over previous approaches ate guaranteed: we can use existing well-established linear system identification methods and their asymptotic properties of parameter estimates a,well as excellent techniques for minimal parametrization to identify the linear dynamic subsystem of the Hammerstein, process. Also, we can identify the nonlinear static function of the Hammerstein process analytically without any iterative optimization.
引用
收藏
页码:4295 / 4302
页数:8
相关论文
共 22 条
[1]  
AlDuwaish H, 1997, AUTOMATICA, V33, P1871
[2]   An optimal two-stage identification algorithm for Hammerstein-Wiener nonlinear systems [J].
Bai, EW .
AUTOMATICA, 1998, 34 (03) :333-338
[3]   Automatic nonlinear auto-tuning method for Hammerstein modeling of electrical drives [J].
Balestrino, A ;
Landi, A ;
Ould-Zmirli, M ;
Sani, L .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2001, 48 (03) :645-655
[4]   USE OF HAMMERSTEIN MODELS IN IDENTIFICATION OF NONLINEAR-SYSTEMS [J].
ESKINAT, E ;
JOHNSON, SH ;
LUYBEN, WL .
AICHE JOURNAL, 1991, 37 (02) :255-268
[5]   STRUCTURE IDENTIFICATION OF NONLINEAR DYNAMIC-SYSTEMS - A SURVEY ON INPUT OUTPUT APPROACHES [J].
HABER, R ;
UNBEHAUEN, H .
AUTOMATICA, 1990, 26 (04) :651-677
[6]   Structure identification for block-oriented nonlinear models using relay feedback tests [J].
Huang, HP ;
Lee, MW ;
Tsai, CY .
JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 2001, 34 (06) :748-756
[7]   Identification of wiener model using relay feedback test [J].
Huang, HP ;
Lee, MW ;
Tang, YT .
JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 1998, 31 (04) :604-612
[8]  
LARIMORE WE, 1990, PROCEEDINGS OF THE 29TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-6, P596, DOI 10.1109/CDC.1990.203665
[9]  
Ljung L, 1987, SYSTEM IDENTIFICATIO
[10]   NONLINEAR AUTO-TUNE IDENTIFICATION [J].
LUYBEN, WL ;
ESKINAT, E .
INTERNATIONAL JOURNAL OF CONTROL, 1994, 59 (03) :595-626