Complex Valued Nonlinear Adaptive Filters: Noncircularity, Widely Linear and Neural Models

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    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.

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    Number of Pages: 344
    Format(s): Hardback - ISBN: 9780470066355
    Publication Date:
    Listed in: Communications engineering / telecommunications, Signal processing
    Publisher: Wiley-Blackwell (an imprint of John Wiley & Sons Ltd)

    Books by Danilo Mandic

    Hardback

    RRP: £84.50

    Sale Price: £53.16

    Save: £31.34 per copy!

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