DocumentCode
3215165
Title
Identification of Nonlinear Systems Using Hybrid Functions
Author
Dosthosseini, R. ; Sheikholeslam, F. ; Kouzani, A.Z.
Author_Institution
Sch. of Eng., Deakin Univ., Geelong, VIC, Australia
fYear
2010
fDate
9-11 June 2010
Firstpage
1994
Lastpage
1998
Abstract
Most real systems have nonlinear behavior and thus model linearization may not produce an accurate representation of them. This paper presents a method based on hybrid functions to identify the parameters of nonlinear real systems. A hybrid function is a combination of two groups of orthogonal functions: piecewise orthogonal functions (e.g. Block-Pulse) and continuous orthogonal functions (e.g. Legendre polynomials). These functions are completed with an operational matrix of integration and a product matrix. Therefore, it is possible to convert nonlinear differential and integration equations into algebraic equations. After mathematical manipulation, the unknown linear and nonlinear parameters are identified. As an example, a mechanical system with single degree of freedom is simulated using the proposed method and the results are compared against those of an existing approach.
Keywords
identification; integration; nonlinear control systems; nonlinear differential equations; algebraic equations; continuous orthogonal functions; hybrid functions; integration equations; nonlinear behavior; nonlinear differential equations; nonlinear real systems identification; operational matrix of integration; piecewise orthogonal functions; product matrix; Automatic control; Differential algebraic equations; Matrix converters; Mechanical systems; Nonlinear dynamical systems; Nonlinear equations; Nonlinear systems; Optimal control; Parameter estimation; Polynomials;
fLanguage
English
Publisher
ieee
Conference_Titel
Control and Automation (ICCA), 2010 8th IEEE International Conference on
Conference_Location
Xiamen
ISSN
1948-3449
Print_ISBN
978-1-4244-5195-1
Electronic_ISBN
1948-3449
Type
conf
DOI
10.1109/ICCA.2010.5524064
Filename
5524064
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