Complex Valued Nonlinear Adaptive Filters
Noncircularity, Widely Linear and Neural Models
Book Details:
| Publisher: | Wiley-Blackwell |
| Series: | Wiley |
| Author: | Danilo P. Mandic |
| Edition: | 1 |
| ISBN-10: | 0470066350 |
| ISBN-13: | 9780470066355 |
| Pages: | 344 |
| Published: | Apr 17 2009 |
| Posted: | May 13 2017 |
| Language: | English |
| Book format: | |
| Book size: | 10.66 MB |
Book Description:
This book was written in response to the growing demand for a text that provides a unified treatment of linear and nonlinear complex valued adaptive filters, and methods for the processing of general complex signals (circular and noncircular). It brings together adaptive filtering algorithms for feedforward (transversal) and feedback architectures and the recent developments in the statistics of complex variable, under the powerful frameworks of CR (Wirtinger) calculus and augmented complex statistics. This offers a number of theoretical performance gains, which is illustrated on both stochastic gradient algorithms, such as the augmented complex least mean square (ACLMS), and those based on Kalman filters. This work is supported by a number of simulations using synthetic and real world data, including the noncircular and intermittent radar and wind signals.
Download Link:
Related Books:
Statistical Signal Processing of Complex-Valued Data
The Theory of Improper and Noncircular Signals
Complex-valued random signals are embedded in the very fabric of science and engineering, yet the usual assumptions made about their statistical behavior are often a poor representation of the underlying physics. This book deals with improper and noncircular complex signals, which do not conform to classical assumptions, and it demonstrates how correct treatment of these signals can have significant payoffs. The book begins with detailed coverage of the fundamental theory and presents a variety of tools and algorithms for dealing with improper and noncircular signals. It provides a comprehensive account of the main applications, covering detection, estimation, and signal analysis of stationary, nonstationary, and cyclostationary processes. Providing ...
Nonlinear Dynamics in Complex Systems
Theory and Applications for the Life-, Neuro- and Natural Sciences
With many areas of science reaching across their boundaries and becoming more and more interdisciplinary, students and researchers in these fields are confronted with techniques and tools not covered by their particular education. Especially in the life- and neurosciences quantitative models based on nonlinear dynamics and complex systems are becoming as frequently implemented as traditional statistical analysis. Unfamiliarity with the terminology and rigorous mathematics may discourage many scientists to adopt these methods for their own work, even though such reluctance in most cases is not justified.This book bridges this gap by introducing the procedures and methods used for analyzing nonlinear dynamical systems. In Part I, the concepts of fixed ...
Adaptive Digital Filters
2nd Edition
This text emphasizes the intricate relationship between adaptive filtering and signal analysis - highlighting stochastic processes, signal representations and properties, analytical tools, and implementation methods. This second edition includes new chapters on adaptive techniques in communications and rotation-based algorithms. It provides practical applications in information, estimation, and circuit theories....
2007 - 2021 © eBooks-IT.org