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自适应滤波算法及其实现-Adaptive Filtering: Algorithms and Practical Implementation

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上传于 2020-03-02 33次下载 2723次围观
文件编号:6131
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标题(title):Adaptive Filtering: Algorithms and Practical Implementation
自适应滤波算法及其实现
作者(author):Paulo S. R. Diniz
出版社(publisher):Springer International Publishing
大小(size):14 MB (14770068 bytes)
格式(extension):pdf
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In the fifth edition of this textbook, author Paulo S.R. Diniz presents updated text on the basic concepts of adaptive signal processing and adaptive filtering. He first introduces the main classes of adaptive filtering algorithms in a unified framework, using clear notations that facilitate actual implementation. Algorithms are described in tables, which are detailed enough to allow the reader to verify the covered concepts. Examples address up-to-date problems drawn from actual applications. Several chapters are expanded and a new chapter ‘Kalman Filtering’ is included. The book provides a concise background on adaptive filtering, including the family of LMS, affine projection, RLS, set-membership algorithms and Kalman filters, as well as nonlinear, sub-band, blind, IIR adaptive filtering, and more. Problems are included at the end of chapters. A MATLAB package is provided so the reader can solve new problems and test algorithms. The book also offers easy access to working algorithms for practicing engineers.



Table of contents :
Front Matter ....Pages i-xviii
Introduction to Adaptive Filtering (Paulo S. R. Diniz)....Pages 1-8
Fundamentals of Adaptive Filtering (Paulo S. R. Diniz)....Pages 9-60
The Least-Mean-Square (LMS) Algorithm (Paulo S. R. Diniz)....Pages 61-102
LMS-Based Algorithms (Paulo S. R. Diniz)....Pages 103-155
Conventional RLS Adaptive Filter (Paulo S. R. Diniz)....Pages 157-187
Set-Membership Adaptive Filtering (Paulo S. R. Diniz)....Pages 189-229
Adaptive Lattice-Based RLS Algorithms (Paulo S. R. Diniz)....Pages 231-261
Fast Transversal RLS Algorithms (Paulo S. R. Diniz)....Pages 263-274
QR-Decomposition-Based RLS Filters (Paulo S. R. Diniz)....Pages 275-305
Adaptive IIR Filters (Paulo S. R. Diniz)....Pages 307-346
Nonlinear Adaptive Filtering (Paulo S. R. Diniz)....Pages 347-370
Subband Adaptive Filters (Paulo S. R. Diniz)....Pages 371-406
Blind Adaptive Filtering (Paulo S. R. Diniz)....Pages 407-430
Kalman Filters (Paulo S. R. Diniz)....Pages 431-456
Back Matter ....Pages 457-495
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