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Advances in Modern Blind Signal Separation Algorithms (Synthesis Lectures on Algorithms and Software in Engineering)

Advances in Modern Blind Signal Separation Algorithms (Synthesis Lectures on Algorithms and Software in Engineering)

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Advances in Modern Blind Signal Separation Algorithms (Synthesis Lectures on Algorithms and Software in Engineering)

Advances in Modern Blind Signal Separation Algorithms (Synthesis Lectures on Algorithms and Software in Engineering)

Category

Algorithms

Software Engineering

Author

Kostas Kokkinakis

Philipos C. Loizou

Andreas Spanias

Publication

Morgan and Claypool Publishers

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With human-computer interactions and hands-free communications becoming overwhelmingly important in the new millennium, recent research efforts have been increasingly focusing on state-of-the-art multi-microphone signal processing solutions to improve speech intelligibility in adverse environments. One such prominent statistical signal processing technique is blind signal separation (BSS). This booklet investigates one of the most commercially attractive applications of BSS, which is the simultaneous recovery of signals inside a reverberant (naturally echoing) environment, using two (or more) microphones. In this paradigm, each microphone captures not only the direct contributions from each source, but also several reflected copies of the original signals at different propagation delays. These recordings are referred to as the convolutive mixtures of the original sources. The goal of this booklet in the lecture series is to provide insight on recent advances in algorithms, which are ideally suited for blind signal separation of convolutive speech mixtures. More importantly, specific emphasis is given in practical applications of the developed BSS algorithms associated with real-life scenarios.

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ISBN-10

1608451062

ISBN-13

978-1608451067

Publisher

Morgan and Claypool Publishers

Price

0

File Type

PDF

Page No.

100

Kostas Kokkinakis

Kostas Kokkinakis

Philipos C. Loizou

Philipos C. Loizou

Andreas Spanias

Andreas Spanias

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