Analog and Digital Signal Analysis: From Basics to Applications (Modern Acoustics and Signal Processing)
暫譯: 類比與數位信號分析:從基礎到應用(現代聲學與信號處理)
Frédéric Cohen Tenoudji
- 出版商: Springer
- 出版日期: 2018-06-14
- 售價: $2,800
- 貴賓價: 9.5 折 $2,660
- 語言: 英文
- 頁數: 630
- 裝訂: Paperback
- ISBN: 3319825658
- ISBN-13: 9783319825656
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其他版本:
Analog and Digital Signal Analysis: From Basics to Applications
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商品描述
This book provides comprehensive, graduate-level treatment of analog and digital signal analysis suitable for course use and self-guided learning. This expert text guides the reader from the basics of signal theory through a range of application tools for use in acoustic analysis, geophysics, and data compression. Each concept is introduced and explained step by step, and the necessary mathematical formulae are integrated in an accessible and intuitive way. The first part of the book explores how analog systems and signals form the basics of signal analysis. This section covers Fourier series and integral transforms of analog signals, Laplace and Hilbert transforms, the main analog filter classes, and signal modulations. Part II covers digital signals, demonstrating their key advantages. It presents z and Fourier transforms, digital filtering, inverse filters, deconvolution, and parametric modeling for deterministic signals. Wavelet decomposition and reconstruction of non-stationary signals are also discussed. The third part of the book is devoted to random signals, including spectral estimation, parametric modeling, and Tikhonov regularization. It covers statistics of one and two random variables and the principles and methods of spectral analysis. Estimation of signal properties is discussed in the context of ergodicity conditions and parameter estimations, including the use of Wiener and Kalman filters. Two appendices cover the basics of integration in the complex plane and linear algebra. A third appendix presents a basic Matlab toolkit for computer signal analysis. This expert text provides both a solid theoretical understanding and tools for real-world applications.
商品描述(中文翻譯)
本書提供全面的研究生級別的類比與數位信號分析,適合課程使用和自學。這本專業書籍引導讀者從信號理論的基礎開始,涵蓋在聲學分析、地球物理學和數據壓縮中使用的一系列應用工具。每個概念都逐步介紹和解釋,必要的數學公式以易於理解和直觀的方式整合進去。本書的第一部分探討類比系統和信號如何構成信號分析的基礎。這一部分涵蓋了類比信號的傅立葉級數和積分變換、拉普拉斯變換和希爾伯特變換、主要的類比濾波器類別以及信號調變。第二部分涵蓋數位信號,展示其主要優勢。它介紹了 z 變換和傅立葉變換、數位濾波、逆濾波、去卷積以及確定性信號的參數建模。還討論了小波分解和非平穩信號的重建。本書的第三部分專注於隨機信號,包括頻譜估計、參數建模和 Tikhonov 正則化。它涵蓋了一個和兩個隨機變數的統計以及頻譜分析的原則和方法。在遍歷性條件和參數估計的背景下討論信號特性的估計,包括使用 Wiener 濾波器和 Kalman 濾波器。兩個附錄涵蓋了複平面積分的基礎和線性代數。第三個附錄提供了一個基本的 Matlab 工具包,用於計算機信號分析。這本專業書籍提供了堅實的理論理解和實際應用的工具。