Nonlinear system modeling based on bilinear Laguerre orthonormal bases

被引:15
作者
Garna, Tarek [1 ]
Bouzrara, Kais [1 ]
Ragot, Jose [2 ]
Messaoud, Hassani [1 ]
机构
[1] Ecole Natl Ingenieurs Monastir, Unite Rech Automat Traitement Signal & Image, Monastir 5019, Tunisia
[2] CNRS, Ctr Rech Automat Nancy, UPRES A 7039, F-54516 Vandoeuvre Les Nancy, France
关键词
Bilinear model; Laguerre bases; Bilinear-Laguerre; Pole optimization; IDENTIFICATION;
D O I
10.1016/j.isatra.2012.12.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new representation of discrete bilinear model by developing its coefficients associated to the input, to the output and to the crossed product on three independent Laguerre orthonormal bases. Compared to classical bilinear model, the resulting model entitled bilinear-Laguerre model ensures a significant parameter number reduction as well as simple recursive representation. However, such reduction still constrained by an optimal choice of Laguerre pole characterizing each basis. To do so, we develop a pole optimization algorithm which constitutes an extension of that proposed by Tanguy et al. [22]. The bilinear-Laguerre model as well as the proposed pole optimization algorithm are illustrated and tested on a numerical simulations and validated on the Continuous Stirred Tank Reactor (CSTR) System. (C) 2012 ISA. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:301 / 317
页数:17
相关论文
共 23 条
  • [1] Bazaraa M. S., 2006, NONLINEAR PROGRAMMIN
  • [2] Boukhris A., 1998, THESIS INPL
  • [3] Decomposition of an ARX model on Laguerre orthonormal bases
    Bouzrara, Kais
    Garna, Tarek
    Ragot, Jose
    Messaoud, Hassani
    [J]. ISA TRANSACTIONS, 2012, 51 (06) : 848 - 860
  • [4] Demuth H, 2007, NEURLA NETWORK TOOLB
  • [5] NARMAX modelling and robust control of internal combustion engines
    Glass, JW
    Franchek, MA
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 1999, 72 (04) : 289 - 304
  • [6] Gómez JC, 2000, IEEE DECIS CONTR P, P2849, DOI 10.1109/CDC.2000.914241
  • [8] Hacioglu R., 2001, EURASIP Journal on Applied Signal Processing, V2001, P257, DOI 10.1155/S1110865701000324
  • [9] Identification of discrete-time bilinear systems through equivalent linear models
    Hizir, N. Berk
    Phan, Minh Q.
    Betti, Raimondo
    Longman, Richard W.
    [J]. NONLINEAR DYNAMICS, 2012, 69 (04) : 2065 - 2078
  • [10] A bootstrap method for structure detection of NARMAX models
    Kukreja, SL
    Galiana, HL
    Kearney, RE
    [J]. INTERNATIONAL JOURNAL OF CONTROL, 2004, 77 (02) : 132 - 143