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Circuits, Systems, and Signal Processing | Vol.37, Issue.6 | | Pages 2374–2393

Circuits, Systems, and Signal Processing

A Recursive Identification Algorithm for Wiener Nonlinear Systems with Linear State-Space Subsystem

Liang Hua   Juping Gu   Junhong Li   Wei Xing Zheng  
Abstract

This paper addresses the problem of recursive identification of Wiener nonlinear systems whose linear subsystems are observable state-space models. The maximum likelihood principle and the recursive identification technique are employed to develop a recursive maximum likelihood identification algorithm which estimates the unknown parameters and the system states interactively. In comparison with the developed recursive maximum likelihood algorithm, a recursive generalized least squares algorithm is also proposed for identification of such Wiener systems. The performance of the developed algorithms is validated by two illustrative examples.

Original Text (This is the original text for your reference.)

A Recursive Identification Algorithm for Wiener Nonlinear Systems with Linear State-Space Subsystem

This paper addresses the problem of recursive identification of Wiener nonlinear systems whose linear subsystems are observable state-space models. The maximum likelihood principle and the recursive identification technique are employed to develop a recursive maximum likelihood identification algorithm which estimates the unknown parameters and the system states interactively. In comparison with the developed recursive maximum likelihood algorithm, a recursive generalized least squares algorithm is also proposed for identification of such Wiener systems. The performance of the developed algorithms is validated by two illustrative examples.

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Liang Hua,Juping Gu,Junhong Li,Wei Xing Zheng,.A Recursive Identification Algorithm for Wiener Nonlinear Systems with Linear State-Space Subsystem. 37 (6),2374–2393.

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