Theory Of Multirate Statistical Signal Processing And Applications
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Multirate Statistical Signal Processing
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Author : Omid S. Jahromi
language : en
Publisher: Springer Science & Business Media
Release Date : 2007-05-15
Multirate Statistical Signal Processing written by Omid S. Jahromi and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007-05-15 with Technology & Engineering categories.
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.
Theory Of Multirate Statistical Signal Processing And Applications
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Author :
language : en
Publisher:
Release Date : 2005
Theory Of Multirate Statistical Signal Processing And Applications written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005 with Electrical engineering categories.
This dissertation develops basic theory and applications of statistical multirate signal processing. Specific tools and terminology for describing multirate systems in the time and frequency domains are presented. An optimal multirate estimator is derived in both a direct form and recursive form. The Recursive form of the optimal estimator allows calculation of the relative change in performance when input signals are added or removed from the multirate system. The optimal multirate filtering problem also is specialized to the case of optimal multirate linear prediction. An efficient method for calculating the multirate linear prediction coefficients and error variances is developed through the use of the multichannel Levinson recursion and generalized triangular UL factorization. Finally, a multirate sequential classifier is derived and applied to the problem of target classification. It is shown that classifier parameters needed for implementing the multirate sequential classifier are the same as those for multirate linear prediction. The methods presented in this dissertation are useful for multisensor fusion particularly when the sensors are operating at different rates.
Algorithms For Statistical Signal Processing
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Author : John G. Proakis
language : en
Publisher:
Release Date : 2002
Algorithms For Statistical Signal Processing written by John G. Proakis and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Computers categories.
Keeping pace with the expanding, ever more complex applications of DSP, this authoritative presentation of computational algorithms for statistical signal processing focuses on "advanced topics" ignored by other books on the subject. Algorithms for Convolution and DFT. Linear Prediction and Optimum Linear Filters. Least-Squares Methods for System Modeling and Filter Design. Adaptive Filters. Recursive Least-Squares Algorithms for Array Signal Processing. QRD-Based Fast Adaptive Filter Algorithms. Power Spectrum Estimation. Signal Analysis with Higher-Order Spectra. For Electrical Engineers, Computer Engineers, Computer Scientists, and Applied Mathematicians.
Embedded Dsp Processor Design
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Author : Dake Liu
language : en
Publisher: Elsevier
Release Date : 2008-07-09
Embedded Dsp Processor Design written by Dake Liu and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-07-09 with Computers categories.
This book provides design methods for Digital Signal Processors and Application Specific Instruction set Processors, based on the author's extensive, industrial design experience. Top-down and bottom-up design methodologies are presented, providing valuable guidance for both students and practicing design engineers. Coverage includes design of internal-external data types, application specific instruction sets, micro architectures, including designs for datapath and control path, as well as memory sub systems. Integration and verification of a DSP-ASIP processor are discussed and reinforced with extensive examples. - Instruction set design for application specific processors based on fast application profiling - Micro architecture design methodology - Micro architecture design details based on real examples - Extendable architecture design protocols - Design for efficient memory sub systems (minimizing on chip memory and cost) - Real example designs based on extensive, industrial experiences
A Textbook Of Digital Signal Processing
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Author : R.S. Kaler
language : en
Publisher: I K International Pvt Ltd
Release Date : 2009-07-11
A Textbook Of Digital Signal Processing written by R.S. Kaler and has been published by I K International Pvt Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-07-11 with Technology & Engineering categories.
This book presents theoretical and application topics in digital signal processing (DSP). The topics here comprise clever DSP "tricks of the trade" not covered in traditional DSP textbooks. Here we go beyond the standard DSP fundamentals textbook and present new, but tried-n-true, clever implementations of digital filter design, spectrum analysis, signal generation, high-speed function approximation and various other DSP functions. With this book we wished to create a resource that is relevant to the needs of the working DSP engineer by helping bridge the theory-to-practice gap between introductory DSP textbooks and the esoteric, difficult to understand, academic journals. This book will be useful to experienced DSP engineers, due to its gentle tutorial style it will also be of considerable value to the DSP beginner. The mathematics used herein is simple algebra and the arithmetic of complex numbers, making this material accessible to a wide engineering and scientific audience. Fortunately, the chapter topics in this book are written in a standalone manner, so the subject matter can be read in any desired order.
Digital Signal Processing World Class Designs
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Author : Kenton Williston
language : en
Publisher: Newnes
Release Date : 2009-03-18
Digital Signal Processing World Class Designs written by Kenton Williston and has been published by Newnes this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-03-18 with Technology & Engineering categories.
All the design and development inspiration and direction an digital engineer needs in one blockbuster book! Kenton Williston, author, columnist, and editor of DSP DesignLine has selected the very best digital signal processing design material from the Newnes portfolio and has compiled it into this volume. The result is a book covering the gamut of DSP design'from design fundamentals to optimized multimedia techniques'with a strong pragmatic emphasis. In addition to specific design techniques and practices, this book also discusses various approaches to solving DSP design problems and how to successfully apply theory to actual design tasks. The material has been selected for its timelessness as well as for its relevance to contemporary embedded design issues. CONTENTS:Chapter 1 ADCs, DACs, and Sampling TheoryChapter 2 Digital FiltersChapter 3 Frequency Domain ProcessingChapter 4 Audio CodingChapter 5 Video ProcessingChapter 6 Modulation Chapter 7 DSP Hardware OptionsChapter 8 DSP Processors and Fixed-Point ArithmeticChapter 9 Code Optimization and Resource PartitioningChapter 10 Testing and Debugging DSP Systems - Hand-picked content selected by Kenton Williston, Editor of DSP DesignLine - Proven best design practices for image, audio, and video processing - Case histories and design examples get you off and running on your current project
Statistical Digital Signal Processing And Modeling
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Author : Monson H. Hayes
language : en
Publisher: John Wiley & Sons
Release Date : 1996-04-19
Statistical Digital Signal Processing And Modeling written by Monson H. Hayes and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996-04-19 with Technology & Engineering categories.
This new text responds to the dramatic growth in digital signal processing (DSP) over the past decade, and is the product of many years of teaching an advanced DSP course at Georgia Tech. While the focal point of the text is signal modeling, it integrates and explores the relationships of signal modeling to the important problems of optimal filtering, spectrum estimation, and adaptive filtering. Coverage is equally divided between the theory and philosophy of statistical signal processing, and the algorithms that are used to solve related problems. The text reflects the author's philosophy that a deep understanding of signal processing is accomplished best through working problems. For this reason, the book is loaded with worked examples, homework problems, and MATLAB computer exercises. While the examples serve to illustrate the ideas developed in the book, the problems seek to motivate and challenge the student and the computer exercises allow the student to experiment with signal processing algorithms on complex signals. Professor Hayes is recognized as a leader in the signal processing community, particularly for his work in signal reconstruction and image processing. This text is suitable for senior/graduate level courses in advanced DSP or digital filtering found in Electrical Engineering Departments. Prerequisites include basic courses in DSP and probability theory.
Fundamentals Of Statistical Signal Processing Detection Theory
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Author : Steven M. Kay
language : en
Publisher: Pearson
Release Date : 1998
Fundamentals Of Statistical Signal Processing Detection Theory written by Steven M. Kay and has been published by Pearson this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Computers categories.
V.2 Detection theory -- V.1 Estimation theory.
Multirate And Multiphase Switched Capacitor Circuits
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Author : Adam Dabrowski
language : en
Publisher: Springer Science & Business Media
Release Date : 1997
Multirate And Multiphase Switched Capacitor Circuits written by Adam Dabrowski and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Computers categories.
Written by an author with extensive practical experience of applying the techniques, this book is aimed at advanced students and researchers as well as professional design engineers. The text focuses on finite impulse response (FIR) filter structures and on infinite impulse response (IIR) SC filters which simulate classical lossless circuits . It includes coverage of the so-called pseudo-lossless SC circuits and especially multirate SC circuits with recovery of the effective pseudo-energy. There is also discussion of other promising approaches to the design of SC circuits; special attention has been paid to the analysis of multirate and multiphase SC circuits using signal flow graphs.
Lessons In Estimation Theory For Signal Processing Communications And Control
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Author : Jerry M. Mendel
language : en
Publisher: Pearson Education
Release Date : 1995-03-14
Lessons In Estimation Theory For Signal Processing Communications And Control written by Jerry M. Mendel and has been published by Pearson Education this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995-03-14 with Technology & Engineering categories.
Estimation theory is a product of need and technology. As a result, it is an integral part of many branches of science and engineering. To help readers differentiate among the rich collection of estimation methods and algorithms, this book describes in detail many of the important estimation methods and shows how they are interrelated. Written as a collection of lessons, this book introduces readers o the general field of estimation theory and includes abundant supplementary material.