A Self-Study Guide for Digital Signal Processing

A Self-Study Guide for Digital Signal Processing pdf epub mobi txt 電子書 下載 在線閱讀 2026

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出版者:Prentice Hall
作者:John G. Proakis
出品人:
頁數:224
译者:
出版時間:2003-8-1
價格:USD 33.00
裝幀:Paperback
isbn號碼:9780131432390
叢書系列:
圖書標籤:
  • 數字信號處理
  • 信號處理
  • 自學教程
  • 通信工程
  • 電子工程
  • MATLAB
  • 算法
  • 濾波器
  • 傅裏葉變換
  • DSP
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具體描述

這本圖書《A Self-Study Guide for Digital Signal Processing》旨在為讀者提供全麵而深入的學習路徑,以幫助他們理解和掌握數字信號處理的核心概念與應用技術。內容以係統化的方式組織,涵蓋從基礎理論到高級實踐的多層次知識點,適閤初學者和有一定背景的進階學習者。書中首先詳細介紹瞭數學基礎、離散時間信號和連續時間信號之間的轉換方法,為讀者打下堅實的理論基礎。通過對傅裏葉變換、拉普拉斯變換以及時域與頻域分析的深入解釋,幫助學習者明確這些重要概念在實際工程問題中的應用意義。 本書不僅講授瞭數字濾波器設計的各種方法,如均值濾波、移動平均濾波及卡爾曼濾波等,還詳細介紹瞭不同類型濾波器的實現原理與適用場景,強調如何根據具體應用需求進行優化。同時,書中還涵蓋數字信號處理中的相關算法,包括快速傅裏葉變換(FFT)、小波變換等,並提供實際計算步驟和示例,幫助讀者掌握這些工具在數據壓縮、圖像處理以及語音識彆等領域的具體應用。 此外,內容廣泛涉及信號采集與處理流程,從傳感器係統到模擬-數字轉換,詳細描述瞭各個環節的重要性和關鍵技術點。這不僅幫助讀者理解整個數字信號處理鏈條,還為後續實驗操作提供瞭完整的指導。書中還注重理論與實踐的結閤,包含大量問題與案例分析,引導讀者通過自主學習鞏固知識,提升解決實際問題的能力。 在技術深度方麵,本書對復雜信號處理方法進行瞭係統闡述,如多元信號分析、非綫性濾波以及高級數據壓縮算法等,不僅介紹理論框架,還結閤案例展示這些方法在不同領域中的實際效果和優勢。讀者通過深入理解這些內容,能夠更靈活地應用數字信號處理技術解決復雜的工程問題。 總體而言,這本書不僅是一本教學工具,更是一種係統性學習指南,旨在提升讀者對數字信號處理領域的全麵認知和操作能力,為從事相關研究或實際開發的人士提供有力支持。通過詳盡的內容設計與嚴謹的邏輯安排,該書將為學習者打開探索數字信號處理新天地的大門。

作者簡介

The Study Guide is intended for use as a companion for self-study to the textbook entitled Digital Signal Processing, Principles, Algorithms, and Applications, Third Edition, published by Prentice Hall. MATLAB is incorporated as the basic software tool for this self-study guide. The Study Guide, along with the textbook, can be used by students, practicing engineers, and scientists who wish to obtain an introduction to the subject. It can also be used by people who have had a basic undergraduate course in DSP but who have not been exposed to DSP software tools, such as MATLAB, for analyzing and implementing DSP systems and algorithms.

For effective learning of the material and for understanding difficult concepts in DSP, it is important to integrate software tools with textual study. This integration makes it possible for students to simulate signals, systems (or filters), or algorithms and provides for "what-if" type of analyses to delve more deeply into the topics. This Study Guide, designed with this approach in mind, uses MATLAB as the tool. In addition to learning each topic, concept, or algorithm, the student should make every effort to use the provided MATLAB functions to develop a stronger intuition and a deeper understanding of the material.

The Study Guide treats traditional topics covered in an introductory DSP course. In each chapter of the Study Guide, the reader is directed to review the topics covered in the corresponding chapter of the textbook. The basic topics and results treated in each chapter of the textbook are summarized in the Study Guide, and the relevant MATLAB functions to be used in solving problems are introduced. At the end of each chapter of the Study Guide is a set of problems that the reader should solve, using MATLAB. Solutions to these problems are included in the Study Guide.

The DSP textbook also contains numerous problems at the end of each chapter. Many of these problems can also be solved by using MATLAB. If additional practice is desirable, the reader is encouraged to solve some of these problems in MATLAB.

The various MATLAB functions cited in the Study Guide are available at the location

ftp://ftp.cdsp.neu.edu/pub/ingle/I&P_dsp_toolbox

These functions require MATLAB version 5 or higher and the signal toolbox version 3 or higher. Further information about MATLAB and the related toolbox can be obtained from the MathWorks, Inc.

A self contained, more in-depth treatment of the use of MATLAB in the analysis and design of digital-signal processing systems and algorithms is given in the book Digital Signal Processing using MATLAB, written by Vinay K. Ingle and John G. Proakis, and published by Brooks Cole, Thomson Learning.

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