Adaptive Filtering: Algorithms and Practical Implementation

Introduction to Adaptive Filtering; Fndamentals of Adaptive Filtering; The Least-Square Algorithm; LMS-Based Algorithms; Conventional RLS Adaptive Filter; Data-Selective Adaptive Filtering; Adaptive Lattice-Based RLS Algorithms; Fast Transversal RLS Algorithms; QR-Decomposition-Based RLS Filters; Adaptive IIR Filters; Nonlinear Adaptive Filtering; Subband Adaptive Filters; Blind Adaptive Filtering; Complex Differentiation; Quantization Effects in the LMS Algorithm; Quantization Effects in the RLS Algorithm; Kalman Filters.

Adaptive Filtering: Algorithms and Practical Implementation

Diniz, Paulo S.R

USA. Springer.

2013

Abstract

Introduction to Adaptive Filtering; Fndamentals of Adaptive Filtering; The Least-Square Algorithm; LMS-Based Algorithms; Conventional RLS Adaptive Filter; Data-Selective Adaptive Filtering; Adaptive Lattice-Based RLS Algorithms; Fast Transversal RLS Algorithms; QR-Decomposition-Based RLS Filters; Adaptive IIR Filters; Nonlinear Adaptive Filtering; Subband Adaptive Filters; Blind Adaptive Filtering; Complex Differentiation; Quantization Effects in the LMS Algorithm; Quantization Effects in the RLS Algorithm; Kalman Filters.

In the fourth edition of Adaptive Filtering: Algorithms and Practical Implementation, author Paulo S.R. Diniz presents the basic concepts of adaptive signal processing and adaptive filtering in a concise and straightforward manner. The main classes of adaptive filtering algorithms are presented in a unified framework, using clear notations that facilitate actual implementation.

The main algorithms are described in tables, which are detailed enough to allow the reader to verify the covered concepts. Many examples address problems drawn from actual applications. New material to this edition includes:

  • Analytical and simulation examples in Chapters 4, 5, 6 and 10
  • Appendix E, which summarizes the analysis of set-membership algorithm
  • Updated problems and references

Providing a concise background on adaptive filtering, this book covers the family of LMS, affine projection, RLS and data-selective set-membership algorithms as well as nonlinear, sub-band, blind, IIR adaptive filtering, and more.

Citation

Diniz, Paulo S.R. Adaptive Filtering: Algorithms and Practical Implementation. Springer, 2013.

Collection

Ngành CÔNG NGHỆ KỸ THUẬT MÁY TÍNH (7480108)

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