Theory and Design of Adaptive Filters (Hardcover)
暫譯: 自適應濾波器的理論與設計 (精裝版)

Michael G. Larimore, C. Richard Johnson, John R. Treichler

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商品描述

Designed for graduate level courses in adaptive filtering and to serve as a valuable reference for practicing engineers.

The authors develop the basic rules and algorithms for filter performance and provide tools for design, along with an appreciation of the complexity of behavioral analysis. Derivations and convergence discussions are kept to a basic level. The presentation focuses on a few principles and applies them to a series of motivating examples, that include in-depth discussion of implementation aspects for filter design not found in other texts. Rather than superficially examining an extensive list of possible applications benefiting from adaptive filter use, the authors examine four such problems in detail and review the common attributes that are shared with many other applications of adaptive filtering

Table of Contents

1. The Need for Adaptive Filtering.
2. Basic Principles.
3. Framework for Algorithm Development.
4. Adaptive FIR Filters.
5. Adaptive IIR Filters.
6. Adaptive Algorithms for Restoring Signal Properties.
7. Implementational Issues.
8. Design Example: Hum Removal.
9. Design Example: Multipath Corrections.
10. Design Example: Channel Modeling.
11. Design Example: Antenna Array.
12. Epilogue.
Bibliography.

商品描述(中文翻譯)

設計用於研究生級別的自適應濾波課程,並作為實務工程師的寶貴參考資料。

作者發展了濾波性能的基本規則和算法,並提供設計工具,同時對行為分析的複雜性有一定的認識。推導和收斂的討論保持在基本水平。內容重點集中在幾個原則上,並將其應用於一系列激勵性的範例,這些範例深入討論了濾波設計的實施方面,這在其他書籍中並不常見。作者並未表面上檢視一個廣泛的自適應濾波應用清單,而是詳細探討了四個此類問題,並回顧了與許多其他自適應濾波應用共享的共同特徵。

目錄
1. 自適應濾波的需求。
2. 基本原則。
3. 算法開發框架。
4. 自適應有限脈衝響應濾波器 (FIR)。
5. 自適應無限脈衝響應濾波器 (IIR)。
6. 恢復信號特性的自適應算法。
7. 實施問題。
8. 設計範例:去除雜音。
9. 設計範例:多徑修正。
10. 設計範例:通道建模。
11. 設計範例:天線陣列。
12. 結語。
參考文獻。