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Adaptive Signal Processing

Next Generation Solutions
Langbeschreibung
Leading experts present the latest research results in adaptive signal processingRecent 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 fieldAdaptive 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.
TÜLAY ADALI, PhD, is Professor of ElectricalEngineering and Director of the Machine Learning for SignalProcessing Laboratory at the University of Maryland, BaltimoreCounty. Her research interests are in statistical and adaptivesignal processing, with emphasis on nonlinear and complex-valuedsignal processing, and applications in biomedical data analysis andcommunications.Simon Haykin, PhD, is Distinguished University Professorand Director of the Cognitive Systems Laboratory in the Faculty ofEngineering at McMaster University. A world-renowned authority onadaptive and learning systems, Dr. Haykin has pioneeredsignal-processing techniques and systems for radar andcommunication applications, culminating in the study of cognitivedynamic systems, which has become his research passion.
ISBN-13:
9780470575741
Veröffentl:
2010
Seiten:
424
Autor:
Tülay Adali
Serie:
1, Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control
eBook Typ:
PDF
eBook Format:
Reflowable
Kopierschutz:
2 - DRM Adobe
Sprache:
Englisch

136,99 €*

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