Fundamentals of Nonlinear Digital Filtering: 1st Edition (Hardback) book cover

Fundamentals of Nonlinear Digital Filtering

1st Edition

By Jaakko Astola, Pauli Kuosmanen

CRC Press

288 pages

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Hardback: 9780849325700
pub: 1997-05-21
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Description

Fundamentals of Nonlinear Digital Filtering is the first book of its kind, presenting and evaluating current methods and applications in nonlinear digital filtering. Written for professors, researchers, and application engineers, as well as for serious students of signal processing, this is the only book available that functions as both a reference handbook and a textbook. Solid introductory material, balanced coverage of theoretical and practical aspects, and dozens of examples provide you with a self-contained, comprehensive information source on nonlinear filtering and its applications.

Table of Contents

Nonlinear Signal Processing

Signal Processing Model

Signal and Noise Models

Fundamental Problems in Noise Removal

Algorithms

Statistical Preliminaries

Random Variables and Distributions

Signal and Noise Models

Estimation

Some Useful Distributions

1001 Solutions

Trimmed Mean Filters

Other Trimmed Mean Filters

L-Filters

C-Filters (Ll-Filters)

Weighted Median Filters

Ranked-Order and Weighted Order Statistic Filters

Multistage Median Filters

Median Hybrid Filters

Edge-Enhancing Selective Filters

Rank Selection Filters

M-Filters

R-Filters

Weighted Majority with Minimum Range Filters

Nonlinear Mean Filters

Stack Filters

Generalizations of Stack Filters

Morphological Filters

Soft Morphological Filters

Polynomial Filters

Data-Dependent Filters

Decision-Based Filters

Iterative, Cascaded, and Recursive Filters

Some Numerical Measures of Nonlinear Filters

Discussion

Statistical Analysis and Optimization of Nonlinear Filters

Methods Based on Order Statistics

Stack Filters

Multistage and Hybrid Filters

Discussion

Exercises

Bibliography

Index

About the Series

Electronic Engineering Systems

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Subject Categories

BISAC Subject Codes/Headings:
TEC007000
TECHNOLOGY & ENGINEERING / Electrical
TEC008000
TECHNOLOGY & ENGINEERING / Electronics / General
TEC008010
TECHNOLOGY & ENGINEERING / Electronics / Circuits / General