Adaptive Filtering: Fundamentals Of Least Mean Squares With Matlab®
by Alexander D. Poularikas /
2014 / English / PDF
21 MB Download
Adaptive filters are used in many diverse applications, appearing
in everything from military instruments to cellphones and home
appliances.
Adaptive filters are used in many diverse applications, appearing
in everything from military instruments to cellphones and home
appliances.Adaptive Filtering: Fundamentals of Least Mean
Squares with MATLAB®
Adaptive Filtering: Fundamentals of Least Mean
Squares with MATLAB® covers the core concepts of this
important field, focusing on a vital part of the statistical
signal processing area—the least mean square (LMS) adaptive
filter.
covers the core concepts of this
important field, focusing on a vital part of the statistical
signal processing area—the least mean square (LMS) adaptive
filter.
This largely self-contained text:
This largely self-contained text:Discusses random variables, stochastic processes, vectors,
matrices, determinants, discrete random signals, and probability
distributions
Discusses random variables, stochastic processes, vectors,
matrices, determinants, discrete random signals, and probability
distributionsExplains how to find the eigenvalues and eigenvectors of a
matrix and the properties of the error surfaces
Explains how to find the eigenvalues and eigenvectors of a
matrix and the properties of the error surfacesExplores the Wiener filter and its practical uses, details
the steepest descent method, and develops the Newton’s algorithm
Explores the Wiener filter and its practical uses, details
the steepest descent method, and develops the Newton’s algorithmAddresses the basics of the LMS adaptive filter
algorithm
Addresses the basics of the LMS adaptive filter
algorithm,
, considers LMS adaptive filter variants, and
provides numerous examples
considers LMS adaptive filter variants, and
provides numerous examplesDelivers a concise introduction to MATLAB®, supplying
problems, computer experiments, and more than 110 functions and
script files
Delivers a concise introduction to MATLAB®, supplying
problems, computer experiments, and more than 110 functions and
script files
Featuring robust appendices complete with mathematical tables and
formulas,
Featuring robust appendices complete with mathematical tables and
formulas,Adaptive Filtering: Fundamentals of Least Mean
Squares with MATLAB®
Adaptive Filtering: Fundamentals of Least Mean
Squares with MATLAB® clearly describes the key principles of
adaptive filtering and effectively demonstrates how to apply them
to solve real-world problems.
clearly describes the key principles of
adaptive filtering and effectively demonstrates how to apply them
to solve real-world problems.
