Nonlinear System Identification

Name: Nonlinear System Identification
Brand: VDM Verlag
SKU: 9783639219746
Price: 407.12 RON
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A Wavelet based State Dependent Parameter Modeling Approach

Autor: Nguyen-Vu Truong

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Editura: VDM Verlag

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The work documented in this book presents a new, efficient and systematic approach to the identifica...

Informații despre carte

Autor

Nguyen-Vu Truong

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2009

Pagini

212

EAN

9783639219746

ISBN

3639219740

Enbook ID

06829824

Editura

VDM Verlag

Greutate

318

Dimensiuni

152 x 229 x 12

Descriere completă

The work documented in this book presents a new, efficient and systematic approach to the identification of nonlinear dynamic systems using Wavelet based State Dependent Parameter (SDP) models, from structure determination to parameter estimation. In this approach, the system's nonlinearities are analyzed and effectively represented by a SDP model structure in the form of wavelets. This provides a computationally efficient tool to open up the `black-box', offering valuable insights into the system's dynamics. Here, 1- dimensional (1-D) approach is first developed based on a conventional SDP model structure which relies on a single state variable dependency. It is then extended into a multi-dimensional approach in order to solve the identification problem of systems with significant multi-variable dependence nonlinear dynamics. The research as well investigates the aspects of noise, stability and other engineering application of the proposed approaches, including: nonlinear identification in the presence of noise, BIBO stability analysis and application studies where the developed approaches have been used in various engineering applications.

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Nonlinear System Identification

A Wavelet based State Dependent Parameter Modeling Approach

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