Digital Signal Processing with Examples in Matlab (Electrical Engineering & Applied Signal Processing Series)

Digital Signal Processing with Examples in Matlab (Electrical Engineering & Applied Signal Processing Series)

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  • 製本 Hardcover:ハードカバー版/ページ数 350 p.
  • 言語 ENG,ENG
  • 商品コード 9780849310911
  • DDC分類 621.3822

Table of Contents

  Introduction                                     1  (18)
Digital Signal Processing 1 (1)
How to Read this Text 2 (1)
Introduction to Matlab 2 (1)
Signals, Vectors, and Arrays 3 (2)
Review of Vector and Matrix Algebra Using 5 (7)
Matlab Notation
Geometric Series and Other Formulas 12 (2)
Matlab Functions in DSP 14 (1)
The Chapters Ahead 15 (4)
References 16 (3)
Least Squares, Orthogonality, and the Fourier 19 (20)
Series
Introduction 19 (1)
Least Squares 19 (5)
Orthogonality 24 (2)
The Discrete Fourier Series 26 (7)
Exercises 33 (6)
References 37 (2)
Correlation, Fourier Spectra, and the 39 (32)
Sampling Theorem
Introduction 39 (1)
Correlation 40 (2)
The Discrete Fourier Transform (DFT) 42 (1)
Redundancy in the DFT 43 (2)
The FFT algorithm 45 (3)
Amplitude and Phase Spectra 48 (3)
The Inverse DFT 51 (1)
Properties of the DFT 52 (6)
Continuous Transforms 58 (2)
The Sampling Theorem 60 (2)
Waveform Reconstruction and Aliasing 62 (4)
Exercises 66 (5)
References 69 (2)
Linear Systems and Transfer Functions 71 (40)
Continuous and Discrete Linear Systems 71 (1)
Properties of Discrete Linear Systems 71 (3)
Discrete Convolution 74 (1)
The z-Transform and Linear Transfer 75 (2)
Functions
Poles and Zeros 77 (4)
Transient Response and Stability 81 (2)
System Response via the Inverse z-Transform 83 (1)
Cascade, Parallel, and Feedback Structures 84 (3)
Direct Algorithms 87 (2)
State-Space Algorithms 89 (2)
Lattice Algorithms and Structures 91 (8)
FFT Algorithms 99 (4)
Discrete Linear Systems and Digital Filters 103(2)
Exercises 105(6)
References 108(3)
FIR Filter Design 111(24)
Introduction 111(1)
An Ideal Lowpass Filter 112(1)
The Realizable Version 113(3)
Improving an FIR Filter with Window 116(5)
Functions
Highpass, Bandpass, and Bandstop Filters 121(4)
A Complete FIR Filtering Example 125(1)
Other Types of FIR Filters 126(4)
Exercises 130(5)
References 133(2)
IIR Filter Design 135(32)
Introduction 135(1)
Linear Phase 136(1)
Butterworth Filters 137(4)
Chebyshev Filters 141(6)
Frequency Translations 147(2)
The Bilinear Transformation 149(4)
IIR Digital Filters 153(4)
Other Types of IIR Filters 157(5)
Exercises 162(5)
References 165(2)
Random Signals and Spectral Estimation 167(32)
Introduction 167(1)
Amplitude Distributions 168(3)
Uniform, Gaussian, and Other Distributions 171(6)
Power and Power Density Spectra 177(4)
Properties of the Power Spectrum 181(3)
Power Spectral Estimation 184(4)
Data Windows in Spectral Estimation 188(2)
The Cross-Power Spectrum 190(3)
Algorithms 193(1)
Exercises 194(5)
References 197(2)
Least-Squares System Design 199(42)
Introduction 199(1)
Applications of Least-Squares Design 200(3)
System Design via the Mean-Squared Error 203(4)
Design Example 207(3)
Least-Squares Design with Finite Signal 210(2)
Vectors
Correlation and Covariance Computation 212(3)
Channel Equalization 215(2)
System Identification 217(3)
Interference Canceling 220(3)
Linear Prediction and Recovery 223(5)
Effects of Independent Broadband Noise 228(2)
Exercises 230(11)
References 238(3)
Adaptive Signal Processing 241(36)
Introduction 241(1)
The Mean-Squared Error Performance Surface 242(2)
Searching the Performance Surface 244(5)
Steepest Descent and the LMS Algorithm 249(6)
LMS Examples 255(3)
Direct Descent and the RLS Algorithm 258(5)
Measures of Adaptive System Performance 263(4)
Other Adaptive Structures and Algorithms 267(1)
Exercises 268(9)
References 273(4)
Signal Information, Coding, and Compression 277(42)
Introduction 277(1)
Measuring Information 278(2)
Two Ways to Compress Signals 280(2)
Entropy Coding 282(9)
Transform Coding and the Discrete Cosine 291(7)
Transform
Multirate Signal Decomposition and Subband 298(10)
Coding
Time-Frequency Analysis and Wavelet 308(4)
Transforms
Exercises 312(7)
References 317(2)
Index 319