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Book
Model systems engineering documents for adaptive signal control technology (ASCT) systems
Authors: --- --- ---
Year: 2012 Publisher: Washington, D.C. : U.S. Department of Transportation, Federal Highway Administration,

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Book
2012 15th International Workshop on Computational Electronics
Author:
ISBN: 1467307076 146730705X 9781467307079 Year: 2012 Publisher: [Place of publication not identified] IEEE


Book
A rapid introduction to adaptive filtering
Authors: ---
ISSN: 21918112 ISBN: 364230298X 9786613924568 3642302998 1283612119 Year: 2012 Publisher: Berlin ; New York : Springer,

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Abstract

In this book, the authors provide insights into the basics of adaptive filtering, which are particularly useful for students taking their first steps into this field. They start by studying the problem of minimum mean-square-error filtering, i.e., Wiener filtering. Then, they analyze iterative methods for solving the optimization problem, e.g., the Method of Steepest Descent. By proposing stochastic approximations, several basic adaptive algorithms are derived, including Least Mean Squares (LMS), Normalized Least Mean Squares (NLMS) and Sign-error algorithms. The authors provide a general framework to study the stability and steady-state performance of these algorithms. The affine Projection Algorithm (APA) which provides faster convergence at the expense of computational complexity (although fast implementations can be used) is also presented. In addition, the Least Squares (LS) method and its recursive version (RLS), including fast implementations are discussed. The book closes with the discussion of several topics of interest in the adaptive filtering field.

Keywords

Adaptive filters. --- Adaptive signal processing. --- Radio frequency modulation, Narrow-band. --- Electrical & Computer Engineering --- Engineering & Applied Sciences --- Electrical Engineering --- Applied Physics --- Telecommunications --- Algorithms. --- Engineering. --- Artificial intelligence. --- Computational intelligence. --- Signal, Image and Speech Processing. --- Artificial Intelligence (incl. Robotics). --- Computational Intelligence. --- Intelligence, Computational --- Artificial intelligence --- Soft computing --- AI (Artificial intelligence) --- Artificial thinking --- Electronic brains --- Intellectronics --- Intelligence, Artificial --- Intelligent machines --- Machine intelligence --- Thinking, Artificial --- Bionics --- Cognitive science --- Digital computer simulation --- Electronic data processing --- Logic machines --- Machine theory --- Self-organizing systems --- Simulation methods --- Fifth generation computers --- Neural computers --- Construction --- Industrial arts --- Technology --- Algorism --- Algebra --- Arithmetic --- Filters, Adaptive --- Electric filters --- Foundations --- Artificial Intelligence. --- Signal processing. --- Image processing. --- Speech processing systems. --- Computational linguistics --- Electronic systems --- Information theory --- Modulation theory --- Oral communication --- Speech --- Telecommunication --- Singing voice synthesizers --- Pictorial data processing --- Picture processing --- Processing, Image --- Imaging systems --- Optical data processing --- Processing, Signal --- Information measurement --- Signal theory (Telecommunication)

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