Multirate Statistical Signal Processing
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Beschreibung
The ?eld of multirate signal processing has witnessed a great deal of progress and an increasingly wide range of applications since the publication of the ?rst textbook by Crochiere and Rabiner (1983). However, this progress has been mainly in the area of deterministic systems with emphasis on perfe- reconstruction and/or orthogonal systems. This book introduces a statistical theory for extracting information from signals that have di?erent sampling rates. This new theory generalizes the conventional (deterministic) theory of multirate systems beyond many of its constraints.Furthermore,itallowsfortheformulationofseveralnewproblems such as spectrum estimation, time-delay estimation and sensor fusion in the realm of multirate signal processing. I have arrived at the theory presented here by integrating concepts from diverse areas such as information theory, inverse problems and theory of - equalities. The process of merging a variety of concepts of di?erent origin results in both merits and shortcomings. The former include the fresh and - di?erentiated view of an amateur, providing scope of application. The latter include a lack of in-depth experience in each of the original ?elds. Granted, this may lead to gaps in continuity, however it goes without saying that a complete theory can seldom be achieved by one person and in a short time. My goal in writing this book has been to inspire the reader to initiate his own research and add to the theory of multirate statistical signal processing.
Presents original theoretical results in the field for the first time in book form Covers a range of topics through a unified and rigorous theory Basis for graduate courses in multirate statistical signal processing Design techniques and examples provide a valuable resource for practicing professionals Covers the necessary mathematical background, discusses numerous applications of the theory, and provides directions for future research
Autor*in
Omid S. Jahromi
Themen in »Multirate Statistical Signal Processing«
Sensor Signal algorithm communication digital signal processor filter information information theory integrated circuit linear optimization signal processing static-induction transistor complexity
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From the reviews:
"The book presents the set of results, obtained by a thorough study of a variety of signal processing problems … . The main goal of the author in writing this book is to inspire the reader to initiate his own research … . The book will be of interest for all specialists working in the area of digital signal processing. It will be very useful for the students, postgraduates and researchers, which are looking for new directions of their studies."(Tzvetan Semerdjiev, Zentralblatt MATH, Vol. 1141, 2008)
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