Statistical Signal Processing in Engineering (Hardcover)

Umberto Spagnolini

商品描述

A problem-solving approach to statistical signal processing for practicing engineers, technicians, and graduate students 

This book takes a pragmatic approach in solving a set of common problems engineers and technicians encounter when processing signals. In writing it, the author drew on his vast theoretical and practical experience in the field to provide a quick-solution manual for technicians and engineers, offering field-tested solutions to most problems engineers can encounter. At the same time, the book delineates the basic concepts and applied mathematics underlying each solution so that readers can go deeper into the theory to gain a better idea of the solution’s limitations and potential pitfalls, and thus tailor the best solution for the specific engineering application. 

Uniquely, Statistical Signal Processing in Engineering can also function as a textbook for engineering graduates and post-graduates. Dr. Spagnolini, who has had a quarter of a century of experience teaching graduate-level courses in digital and statistical signal processing methods, provides a detailed axiomatic presentation of the conceptual and mathematical foundations of statistical signal processing that will challenge students’ analytical skills and motivate them to develop new applications on their own, or better understand the motivation underlining the existing solutions.  

Throughout the book, some real-world examples demonstrate how powerful a tool statistical signal processing is in practice across a wide range of applications.

  • Takes an interdisciplinary approach, integrating basic concepts and tools for statistical signal processing
  • Informed by its author’s vast experience as both a practitioner and teacher
  • Offers a hands-on approach to solving problems in statistical signal processing
  • Covers a broad range of applications, including communication systems, machine learning, wavefield and array processing, remote sensing, image filtering and distributed computations
  • Features numerous real-world examples from a wide range of applications showing the mathematical concepts involved in practice
  • Includes MATLAB code of many of the experiments in the book

Statistical Signal Processing in Engineering is an indispensable working resource for electrical engineers, especially those working in the information and communication technology (ICT) industry. It is also an ideal text for engineering students at large, applied mathematics post-graduates and advanced undergraduates in electrical engineering, applied statistics, and pure mathematics, studying statistical signal processing.

商品描述(中文翻譯)

《統計信號處理的問題解決方法:針對實踐工程師、技術人員和研究生的途徑》

這本書以解決工程師和技術人員在信號處理中遇到的一系列常見問題為目標,採用務實的方法。作者在書中結合了自己在該領域的廣泛理論和實踐經驗,為技術人員和工程師提供了一本快速解決方案手冊,提供了經過現場測試的解決方案,以應對工程師可能遇到的大多數問題。同時,本書還闡述了每個解決方案背後的基本概念和應用數學,讓讀者能夠深入研究理論,更好地了解解決方案的限制和潛在問題,從而為特定的工程應用量身定制最佳解決方案。

獨特的是,《統計信號處理的問題解決方法:針對實踐工程師、技術人員和研究生的途徑》還可以作為工程研究生的教材。作者Spagnolini博士在數字和統計信號處理方法的研究生課程中擁有25年的教學經驗,他提供了統計信號處理的概念和數學基礎的詳細公理化介紹,這將挑戰學生的分析能力,激發他們自己開發新應用,或更好地理解現有解決方案的動機。

在整本書中,一些實際的例子展示了統計信號處理在各種應用中的強大工具性。

本書的特點包括:
- 採用跨學科的方法,整合統計信號處理的基本概念和工具
- 作者作為實踐者和教師的豐富經驗為基礎
- 提供了解決統計信號處理問題的實踐方法
- 涵蓋了廣泛的應用領域,包括通信系統、機器學習、波場和陣列處理、遙感、圖像濾波和分布式計算
- 提供了許多實際應用的數學概念示例
- 包含了書中許多實驗的MATLAB代碼

《統計信號處理的問題解決方法:針對實踐工程師、技術人員和研究生的途徑》是電氣工程師的必備工作資源,尤其是在信息和通信技術(ICT)行業工作的工程師。它也是大型工程學生、應用數學研究生和電氣工程、應用統計學和純數學的高級本科生的理想教材,用於學習統計信號處理。