Adaptive Signal Processing :Next Generation Solutions ( Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control )

Publication subTitle :Next Generation Solutions

Publication series :Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control

Author: Tülay Adali  

Publisher: John Wiley & Sons Inc‎

Publication year: 2010

E-ISBN: 9780470575741

P-ISBN(Hardback):  9780470195178

Subject: TN911.7 signal processing

Language: ENG

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Description

Leading experts present the latest research results in adaptive signal processing

Recent developments in signal processing have made it clear that significant performance gains can be achieved beyond those achievable using standard adaptive filtering approaches. Adaptive Signal Processing presents the next generation of algorithms that will produce these desired results, with an emphasis on important applications and theoretical advancements. This highly unique resource brings together leading authorities in the field writing on the key topics of significance, each at the cutting edge of its own area of specialty. It begins by addressing the problem of optimization in the complex domain, fully developing a framework that enables taking full advantage of the power of complex-valued processing. Then, the challenges of multichannel processing of complex-valued signals are explored. This comprehensive volume goes on to cover Turbo processing, tracking in the subspace domain, nonlinear sequential state estimation, and speech-bandwidth extension.

  • Examines the seven most important topics in adaptive filtering that will define the next-generation adaptive filtering solutions

  • Introduces the powerful adaptive signal processing methods developed within the last ten years to account for the characteristics of real-life data: non-Gaussianity, non-circularity, non-stationarity, and non-linearity

  • Features self-contained chapters, numerous examples to clarify concepts, and end-of-chapter problems to reinforce understanding of the material

  • Contains contributions from acknowledged leaders in the field

Adaptive Signal Processing is an invaluable tool for graduate students, researchers, and practitioners working in the areas of signal processing, communications, controls, radar, sonar, and biomedical engineering.

Chapter

CONTENTS

pp.:  1 – 7

Preface

pp.:  7 – 13

Contributors

pp.:  13 – 17

Chapter 3 Turbo Equalization

pp.:  105 – 161

Chapter 4 Subspace Tracking for Signal Processing

pp.:  161 – 229

Chapter 5 Particle Filtering

pp.:  229 – 289

Chapter 6 Nonlinear Sequential State Estimation for Solving Pattern-Classification Problems

pp.:  289 – 351

Chapter 7 Bandwidth Extension of Telephony Speech

pp.:  351 – 367

Index

pp.:  367 – 411

LastPages

pp.:  411 – 428

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