Signal and Image Processing for Remote Sensing 3rd Edition

Chen, C. H.

Signal and Image Processing for Remote Sensing 3rd Edition
  • 出版商: CRC
  • 出版日期: 2024-06-11
  • 售價: $7,340
  • 貴賓價: 9.5 折 $6,973
  • 語言: 英文
  • 頁數: 414
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032437413
  • ISBN-13: 9781032437415

    • 海外代購書籍(需單獨結帳)

商品描述

Advances in signal and image processing for remote sensing have been tremendous in recent years. The progress has been particularly significant with the use of deep learning based techniques to solve remote sensing problems. These advancements are the focus of this third edition of Signal and Image Processing for Remote Sensing. It emphasizes the use of machine learning approaches for the extraction of remote sensing information. Other topics include change detection in remote sensing and compressed sensing. With 19 new chapters written by world leaders in the field, this book provides an authoritative examination and offers a unique point of view on signal and image processing.

Features

  • Includes all new content and does not replace the previous edition
  • Covers machine learning approaches in both signal and image processing for remote sensing
  • Studies deep learning methods for remote sensing information extraction that is found in other books
  • Explains SAR, microwave, seismic, GPR, and hyperspectral sensors and all sensors considered
  • Discusses improved pattern classification approaches and compressed sensing approaches
  • Provides ample examples of each aspect of both signal and image processing

This book is intended for university academics, researchers, postgraduate students, industry, and government professionals who use remote sensing and its applications.

商品描述(中文翻譯)

遙感信號和圖像處理的進展近年來非常驚人。特別是使用基於深度學習的技術解決遙感問題的進展更是顯著。這些進展是《遙感信號和圖像處理》第三版的重點。該書強調使用機器學習方法來提取遙感信息。其他主題包括遙感中的變化檢測和壓縮感知。該書由該領域的世界領先者撰寫了19個新章節，提供了權威的研究和獨特的觀點，關於信號和圖像處理。

特點：
- 包含全新內容，不替代之前的版本
- 涵蓋遙感信號和圖像處理中的機器學習方法
- 研究其他書籍中提到的遙感信息提取的深度學習方法
- 解釋了SAR、微波、地震、GPR和高光譜傳感器以及所有考慮的傳感器
- 討論了改進的模式分類方法和壓縮感知方法
- 提供了信號和圖像處理各個方面的豐富示例

本書適用於使用遙感及其應用的大學學者、研究人員、研究生、行業和政府專業人士。

作者簡介

Prof. C.H. Chen received his Ph. D in electrical engineering from Purdue University West Lafayette, Indiana, in 1965, his MSEE from the University of Tennessee, Knoxville, in 1962, and his BSEE from the National Taiwan University, Taipei in 1959. He is currently the chancellor professor emeritus of electrical and computer engineering at the University of Massachusetts Dartmouth, where he has been a faculty member since 1968. His research areas encompass statistical pattern recognition and signal/image processing with applications to remote sensing, medical imaging, geophysical, underwater acoustics, and nondestructive testing problems, as well as computer vision for video surveillance, time-series analysis, and neural networks. He has edited and authored 37 books in his areas of research, including Digital Waveform Processing and Recognition (CRC Press 1982), Signal and Image Processing for Remote Sensing (CRC Press, first edition 2006, second edition 2012), and Compressive Sensing of Earth Observations (CRC Press 2017). He served as associate editor of the IEEE Transactions on Acoustic, Speech, and Signal Processing for 4 years, associate editor of the IEEE Transactions on Geoscience and Remote Sensing for 15 years, and since 2008 he has been a board member/associate editor of Pattern Recognition particularly on remote sensing topics. Dr. Chen has been a Fellow of the Institute of Electrical and Electronic Engineers (IEEE) since 1988, a Life Fellow of the IEEE since 2003, and a Fellow of the International Association of Pattern Recognition (IAPR) since 1996. He is also the editor of the book series entitled Signal and Image Processing of Earth Observations, for CRC Press.

作者簡介(中文翻譯)

陳正雄教授於1965年在印第安納州西拉法葉市的普渡大學獲得電機工程博士學位，於1962年在田納西州諾克斯維爾的田納西大學獲得電機工程碩士學位，並於1959年在台北的國立臺灣大學獲得電機工程學士學位。他目前是麻薩諸塞州達特茅斯的電機與電腦工程名譽教授，自1968年以來一直擔任該校的教職員。他的研究領域包括統計模式識別和信號/圖像處理，應用於遙感、醫學影像、地球物理、水下聲學和非破壞性測試問題，以及用於視頻監控、時間序列分析和神經網絡的計算機視覺。他在研究領域編輯和撰寫了37本書籍，包括《數字波形處理和識別》（CRC Press 1982）、《遙感信號和圖像處理》（CRC Press，第一版2006年，第二版2012年）和《地球觀測的壓縮感知》（CRC Press 2017）。他曾擔任《IEEE聲學、語音和信號處理交易》的副編輯4年，擔任《IEEE地球科學和遙感交易》的副編輯15年，自2008年以來一直是《模式識別》的董事會成員/副編輯，專門研究遙感主題。陳博士自1988年起成為電機和電子工程師學會（IEEE）的會士，自2003年起成為IEEE的終身會士，並自1996年起成為國際模式識別協會（IAPR）的會士。他還是CRC Press出版的《地球觀測的信號和圖像處理》書系的編輯。

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