DocumentCode
325374
Title
Discretization of nonlinear models using a modified Carleman linearization technique
Author
Al-Tuwaim, Mohammad S. ; Crisalle, Oscar D. ; Svoronos, Spyros A.
Author_Institution
Dept. of Chem. Eng., Florida Univ., Gainesville, FL, USA
Volume
5
fYear
1998
fDate
21-26 Jun 1998
Firstpage
3084
Abstract
A modification of the Carleman linearization procedure (1932) is proposed for discretizing nonlinear dynamic models for digital control applications. Neglected terms of a truncated Taylor series are approximated as linear combinations of kept terms. The process involves a series of adjustable parameters which are determined via optimization. Integration of the resulting linear model over a sampling period yields an analytic discrete-time model. Excellent discrete models of low orders are obtained in a study involving the nonlinear model of an isothermal continuous stirred tank reactor. The technique displays improved accuracy over a standard Carleman approach of the same order
Keywords
digital control; discrete time systems; linearisation techniques; modelling; nonlinear dynamical systems; optimisation; series (mathematics); CSTR; adjustable parameters; analytic discrete-time model; digital control applications; discretization; isothermal continuous stirred tank reactor; linear combinations; modified Carleman linearization technique; nonlinear dynamic models; optimization; truncated Taylor series; Input variables; Linear approximation; Linear systems; Linearization techniques; State estimation; Vectors; Yield estimation;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference, 1998. Proceedings of the 1998
Conference_Location
Philadelphia, PA
ISSN
0743-1619
Print_ISBN
0-7803-4530-4
Type
conf
DOI
10.1109/ACC.1998.688425
Filename
688425
Link To Document