Adaptive Filtering Primer with MATLAB (Paperback)

Alexander D. Poularikas, Zayed M. Ramadan

  • 出版商: CRC
  • 出版日期: 2006-02-14
  • 售價: $1,700
  • 貴賓價: 9.5$1,615
  • 語言: 英文
  • 頁數: 238
  • 裝訂: Paperback
  • ISBN: 0849370434
  • ISBN-13: 9780849370434
  • 相關分類: Matlab
  • 立即出貨 (庫存=1)

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商品描述

Because of the wide use of adaptive filtering in digital signal processing and, because most of the modern electronic devices include some type of an adaptive filter, a text that brings forth the fundamentals of this field was necessary. The material and the principles presented in this book are easily accessible to engineers, scientists, and students who would like to learn the fundamentals of this field and have a background at the bachelor level.

Adaptive Filtering Primer with MATLAB® clearly explains the fundamentals of adaptive filtering supported by numerous examples and computer simulations. The authors introduce discrete-time signal processing, random variables and stochastic processes, the Wiener filter, properties of the error surface, the steepest descent method, and the least mean square (LMS) algorithm. They also supply many MATLAB® functions and m-files along with computer experiments to illustrate how to apply the concepts to real-world problems. The book includes problems along with hints, suggestions, and solutions for solving them. An appendix on matrix computations completes the self-contained coverage.

With applications across a wide range of areas, including radar, communications, control, medical instrumentation, and seismology, Adaptive Filtering Primer with MATLAB® is an ideal companion for quick reference and a perfect, concise introduction to the field.

商品描述(中文翻譯)

由於數位信號處理中適應性濾波的廣泛應用,以及現代電子設備中包含某種形式的適應性濾波,需要一本介紹這個領域基礎知識的書籍。本書所介紹的材料和原則對於希望學習這個領域基礎知識並具有學士學位背景的工程師、科學家和學生來說非常容易理解。

《Adaptive Filtering Primer with MATLAB®》清楚地解釋了適應性濾波的基礎知識,並提供了許多例子和電腦模擬來支持。作者介紹了離散時間信號處理、隨機變量和隨機過程、Wiener濾波器、誤差曲面的特性、最速下降法和最小均方(LMS)算法。他們還提供了許多MATLAB®函數和m文件,以及電腦實驗來說明如何應用這些概念解決實際問題。本書包含了問題以及解題提示、建議和解答。附錄中的矩陣計算完整地涵蓋了自包含的內容。

《Adaptive Filtering Primer with MATLAB®》適用於多個領域,包括雷達、通信、控制、醫療儀器和地震學等。它是快速參考的理想伴侶,也是這個領域的簡潔入門指南。