Nonlinear System Identification by Haar Wavelets

• Main Author: Śliwiński, Przemysław (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2013.
• Series: Lecture Notes in Statistics, 210
• Subjects: Statistics.; Statistical Theory and Methods.

In order to precisely model real-life systems or man-made devices, both nonlinear and dynamic properties need to be taken into account. The generic, black-box model based on Volterra and Wiener series is capable of representing fairly complicated nonlinear and dynamic interactions, however, the resu...

Table of Contents:

• Introduction
• Hammerstein systems
• Identification goal
• Haar orthogonal bases
• Identification algorithms
• Computational algorithms. – Final remarks. - Technical derivations.