DSP for MATLAB and LabVIEW, Volume IV: LMS Adaptive Filtering

Synthesis Lectures on Signal Processing......Page 3
Contents......Page 11
The Four Volumes of the Series......Page 15
Origin and Evolution of the Series......Page 16
In this Chapter......Page 19
Cost Function......Page 20
Coefficient Perturbation......Page 23
Method of Steepest Descent......Page 25
Two Variable Performance Surface......Page 32
An Improved Gradient Search Method......Page 37
Typical Arrangements......Page 38
Derivation......Page 39
Limitation on Mu......Page 42
NLMS Algorithm......Page 43
Contrast-True MSE......Page 52
LMS Adaptive FIR Summary......Page 55
Exercises......Page 57
Overview......Page 67
Active Noise Cancellation......Page 68
System Modeling......Page 69
Echo Cancellation......Page 72
Single-H......Page 75
Dual-H......Page 76
Sparse Computation......Page 78
Periodic Component Elimination or Enhancement......Page 79
Interference Cancellation......Page 83
Equalization/Deconvolution......Page 87
Simulation......Page 92
Spectral Effect of Reverberation......Page 94
Estimating Delay......Page 96
Estimating DecayRate......Page 97
Deconvolution......Page 98
References......Page 99
Exercises......Page 100
File Types and Naming Conventions......Page 117
Single-line function calls......Page 118
Multi-line m-code examples......Page 119
How to Successfully Copy-and-Paste M-code......Page 120
What You Need with MATLAB and LabVIEW......Page 121
Inner Product......Page 123
Matrix Multiplied by a Vector or Matrix......Page 124
Matrix Inverse and Pseudo-Inverse......Page 125
Biography......Page 127