《Nonparametric System Identification》是2008年Cambridge University Press出版的圖書，作者是Wlodzimierz Greblicki 、 Miroslaw Pawlak。
基本介紹
- 書名：Nonparametric System Identification
- 作者：Wlodzimierz Greblicki 、 Miroslaw Pawlak
- 出版社：Cambridge University Press
- 出版時間：2008年6月16日
- ISBN：9780521868044
內容簡介
Presenting a thorough overview of the theoretical foundations of non-parametric system identification for nonlinear block-oriented systems, this 2008 book shows that non-parametric regression can be successfully applied to system identification, and it highlights the achievements in doing so. With emphasis on Hammerstein, Wiener systems, and their multidimensional extensions, the authors show how to identify nonlinear subsystems and their characteristics when limited information exists. Algorithms using trigonometric, Legendre, Laguerre, and Hermite series are investigated, and the kernel algorithm, its semirecursive versions, and fully recursive modifications are covered. The theories of modern non-parametric regression, approximation, and orthogonal expansions, along with new approaches to system identification (including semiparametric identification), are provided. Detailed information about all tools used is provided in the appendices. This book is for researchers and practitioners in systems theory, signal processing, and communications and will appeal to researchers in fields like mechanics, economics, and biology, where experimental data are used to obtain models of systems.
