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|---|---|---|---|---|---|
Searching... | 30000010019184 | TK5102.9 M53 2002 | Open Access Book | Book | Searching... |
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Summary
Summary
Statistical digital signal processing (DSP) has a wide range of applications in the areas of speech, image, video and data for the world of wireless communication, as well as in acoustics, radar, sonar, remote sensing, digital instrumentation and consumer electronics. Covering the fundamentals of this technology, this book provides a technical reference and research tool for practising engineers and for graduate students in both electrical and computer engineering.
Author Notes
George J. Miao holds M.S. degree from Columbia University and Ph.D. degree in Electrical Engineering from the Georgia Institute of Technology.
Dr. Miao specializes in digital signal processing with applications in telecommunications. Dr. Miao works on DSP and communication system design for companies including Motorola, Fujitsu Network Communications, Hewlett-Packard, and Intel Corporation. Dr. Miao is an author and co-author of numerous technical publications. Dr. Miao was listed in International WhoÂs Who of Information Technology in 1999.
050
Table of Contents
| Preface |
| Introduction |
| Discrete-Time Signal Processing-Introduction |
| Discrete-Time Signals |
| Discrete-Time Systems |
| Linear Time-Invariant Systems |
| The z-Transform |
| The Inverse z-transform |
| Frequency-Domain of Discrete-Time Signals and Systems |
| Summary |
| Discrete-Time Transforms---Introduction |
| The Discrete Fourier Transform |
| The Fast Fourier Transform |
| The Discrete Cosine Transform |
| The Discrete Hilbert Transforms |
| Summary |
| Digital Filtering-Introduction |
| Filter Specifications |
| FIR Filter Design |
| IIR Filter Design |
| Implementation of Filter Flowgraph |
| Adaptive Filters |
| Summary |
| Discrete-Time Multirate Signal Processing-Introduction |
| Decimation and Interpolation System |
| Efficient Polyphase Architecture for Implementing Multirate Signal System |
| Efficient Design Techniques of Multiband Filters |
| The Narrowband Filter and the Wideband Filter Design |
| Multistage Design of Multirate Signal Processing |
| Summary |
| Multirate Data Converters-Introduction |
| Quantization Noise |
| Multirate A/D Converter |
| Multirate D/A Converter |
| Oversampling A/D Converters |
| Sigma-Delta A/D Converter |
| Hybrid QMF Bank A/D and D/A Converter |
| Summary |
| Multidimensional Statistical Digital Signal Classification-Introduction |
| Digital Signal Preprocessor |
| Selection of Digital Measurement Features |
| Cluster Analysis |
| Feature Extraction Theory |
| Digital Signal Classification |
| Estimated Probability of Misclassification |
| Summary |
| Transform-Based Statistical Digital Signal Classification-Introduction |
| System Architectures of Transform-based Statistical Digital Signal Classification |
| Matrix Algebra of Linear Transform |
| Generalized Principal Component Transform |
| Canonical Correlation Transform |
| Canonical Discrimination Transform |
| Generalized Optimal De-clustering Transform |
| Transform-based Statistical Digital Signal Classifiers |
| Summary |
| Bibliography |
| Index |
