Wavelet Theory: An Elementary Approach with Applications (Hardcover)
暫譯: 小波理論:基礎方法與應用 (精裝版)
David K. Ruch, Patrick J. Van Fleet
- 出版商: Wiley
- 出版日期: 2009-11-01
- 售價: $4,890
- 貴賓價: 9.5 折 $4,646
- 語言: 英文
- 頁數: 504
- 裝訂: Hardcover
- ISBN: 0470388404
- ISBN-13: 9780470388402
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商品描述
Exploring the growing relevance of wavelets in the field of mathematics, Wavelet Theory: An Elementary Approach with Applications provides an introduction to the topic, detailing the fundamental concepts and presenting its major impacts in the world beyond academia. Drawing on concepts from calculus and linear algebra, this book helps readers sharpen their mathematical proof writing and reading skills through interesting, real-world applications.
The book begins with a brief introduction to the fundamentals of complex numbers and the space of square-integrable functions. Next, Fourier series and the Fourier transform are presented as tools for understanding wavelet analysis and the study of wavelets in the transform domain. Subsequent chapters provide a comprehensive treatment of various types of wavelets and their related concepts, such as Haar spaces, multiresolution analysis, Daubechies wavelets, and biorthogonal wavelets. In addition, the authors include two chapters that carefully detail the transition from wavelet theory to the discrete wavelet transformations. To illustrate the relevance of wavelet theory in the digital age, the book includes two in-depth sections on current applications: the FBI Wavelet Scalar Quantization Standard and image segmentation.
In order to facilitate mastery of the content, the book features more than 400 exercises that range from theoretical to computational in nature and are structured in a multi-part format in order to assist readers with the correct proof or solution. These problems provide an opportunity for readers to further investigate various applications of wavelets. All problems are compatible with software packages and computer labs that are available on the book's related Web site, allowing readers to perform various imaging/audio tasks, explore computer wavelet transformations and their inverses, and visualize the applications discussed throughout the book.
Requiring only a prerequisite knowledge of linear algebra and calculus, Wavelet Theory is an excellent book for courses in mathematics, engineering, and physics at the upper-undergraduate level. It is also a valuable resource for mathematicians, engineers, and scientists who wish to learn about wavelet theory on an elementary level.
商品描述(中文翻譯)
自成一體的基本小波理論與應用介紹
隨著小波在數學領域日益重要,《小波理論:基本方法與應用》提供了該主題的介紹,詳細說明了基本概念並展示了其在學術界以外的重大影響。本書借鑒了微積分和線性代數的概念,幫助讀者通過有趣的現實應用來提高數學證明的寫作和閱讀技能。
本書首先簡要介紹了複數的基本概念和平方可積函數的空間。接下來,傅立葉級數和傅立葉變換被介紹為理解小波分析和在變換域中研究小波的工具。隨後的章節全面探討了各種類型的小波及其相關概念,如Haar空間、多解析度分析、Daubechies小波和雙正交小波。此外,作者還包括了兩個章節,詳細說明了小波理論到離散小波變換的過渡。為了說明小波理論在數位時代的相關性,本書包含了兩個深入的部分,介紹當前的應用:FBI小波標量量化標準和圖像分割。
為了促進內容的掌握,本書設計了400多道練習題,這些題目涵蓋了理論和計算性質,並以多部分格式結構化,以幫助讀者找到正確的證明或解答。這些問題為讀者提供了進一步研究小波各種應用的機會。所有問題均與本書相關網站上可用的軟體包和計算機實驗室兼容,允許讀者執行各種影像/音頻任務,探索計算機小波變換及其逆變換,並可視化本書中討論的應用。
《小波理論》僅需具備線性代數和微積分的先備知識,是高年級本科數學、工程和物理課程的優秀教材。對於希望在基本層面學習小波理論的數學家、工程師和科學家來說,這也是一本寶貴的資源。