Nonlinear System Identification by Haar Wavelets
Author | : Przemysław Sliwinski |
Publisher | : Springer Science & Business Media |
Total Pages | : 146 |
Release | : 2012-10-12 |
ISBN-13 | : 9783642293962 |
ISBN-10 | : 3642293964 |
Rating | : 4/5 (64 Downloads) |
Download or read book Nonlinear System Identification by Haar Wavelets written by Przemysław Sliwinski and published by Springer Science & Business Media. This book was released on 2012-10-12 with total page 146 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 resulting identification algorithms are impractical, mainly due to their computational complexity. One of the alternatives offering fast identification algorithms is the block-oriented approach, in which systems of relatively simple structures are considered. The book provides nonparametric identification algorithms designed for such systems together with the description of their asymptotic and computational properties.