Remote Sensing and Digital Image Processing with R
暫譯: 遙感與數位影像處理使用 R

de Carvalho Alves, Marcelo, Sanches, Luciana

  • 出版商: CRC
  • 出版日期: 2023-06-30
  • 售價: $4,870
  • 貴賓價: 9.5$4,627
  • 語言: 英文
  • 頁數: 526
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1032359226
  • ISBN-13: 9781032359229
  • 相關分類: 數位影像處理 Digital-image
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This new textbook on remote sensing and digital image processing of natural resources includes numerous practical, problem-solving exercises, applications of sensors and satellite systems using remote sensing data collection resources with emphasis on free and open-source platform R. It explains basic concepts of remote sensing and multidisciplinary applications using R language and R packages, by engaging students in learning theory through hands-on, real-life projects. All chapters are structured with learning objectives, computation, questions, solved exercises, resources and research suggestions.

Features

1. Explains the theory of passive and active remote sensing and its applications in water, soil, vegetation, and atmosphere.

2. Covers data analysis in free and open-source (FOSS) R platform, which makes remote sensing accessible to anyone with a computer.

3. Includes case studies from different environments with free software algorithm and R toolset for active learning and learn-by-doing.

4. Provides hands-on exercises at the end of each chapter and encourages readers to understand the potential and the limitations of the environments, remote sensing targets and process.

5. Explores current trends and developments in remote sensing in homework assignments with data to further explore the use of free multispectral remote sensing data, including very high spatial resolution data sources for target recognition with image processing techniques.

While the focus of the book is on environmental and agriculture engineering, it can be applied widely to a variety of subjects such as physical, natural, and social sciences. Students in upper-level undergraduate or graduate programs, taking courses in Remote Sensing, Geoprocessing, Civil and Environmental Engineering, Geosciences, Environmental Sciences, Electrical Engineering, Biology, and Hydrology will also benefit from the learning objectives in the book. Professionals who use remote sensing and digital processing will also find this text enlightening.

商品描述(中文翻譯)

這本關於自然資源的遙感與數位影像處理的新教科書包含了許多實用的問題解決練習,應用傳感器和衛星系統,利用遙感數據收集資源,並強調免費和開源平台 R。它解釋了遙感的基本概念及其多學科應用,通過實際的真實項目讓學生參與學習理論。所有章節都結構化地包含學習目標、計算、問題、已解決的練習、資源和研究建議。

**特點**

1. 解釋被動和主動遙感的理論及其在水、土壤、植被和大氣中的應用。
2. 涵蓋在免費和開源 (FOSS) R 平台上的數據分析,使遙感對任何擁有電腦的人都可及。
3. 包含來自不同環境的案例研究,使用免費軟體算法和 R 工具集進行主動學習和實踐學習。
4. 在每章結尾提供實作練習,鼓勵讀者理解環境、遙感目標和過程的潛力與限制。
5. 在家庭作業中探索遙感的當前趨勢和發展,提供數據以進一步探索免費多光譜遙感數據的使用,包括用於目標識別的非常高空間解析度數據源及影像處理技術。

雖然本書的重點在於環境和農業工程,但它也可以廣泛應用於物理、自然和社會科學等多種主題。修習遙感、地理處理、土木與環境工程、地球科學、環境科學、電機工程、生物學和水文學的高年級本科生或研究生將從本書的學習目標中受益。使用遙感和數位處理的專業人士也會發現這本書的啟發性。

作者簡介

Marcelo de Carvalho Alves

Dr. Alves is an associate professor at the Federal University de Lavras, Brazil. His education includes master's, doctoral, and post-doctoral degrees in Agricultural Engineering at Federal University of Lavras, Brazil. He has varied research interests and has published on surveying, remote sensing, geocomputation, and agriculture applications. He has over 20 years of extensive experience in data science, digital image processing, and modeling using multiscale, multidisciplinary, multispectral, and multitemporal concepts applied to different environments. Experimental field sites included a tropical forest, savanna, wetland, and agricultural fields in Brazil. His research has been predominantly funded by CNPq, CAPES, FAPEMIG, and FAPEMAT. Over the years, he has built a large portfolio of research grants, mostly relating to applied and theoretical remote sensing, broadly in the context of vegetation cover, plant diseases, and related impacts of climate change.

Luciana Sanches

Dr. Sanches graduated with a degree in Sanitary Engineering from the Federal University of Mato Grosso, Brazil, a master's degree in Sanitation, Environment, and Water Resources from the Federal University of Minas Gerais, a PhD in Road Engineering, Hydraulic Channels, and Ports from Universidad de Cantabria, Spain, a post-doctorate degree in Environmental Physics, Brazil, and a post-doctorate degree in Environmental Sciences from the University of Reading, United Kingdom. Her education includes postgraduate degreees in Workplace Safety Engineering at Federal University of Mato Grosso, Brazil, and in Project Development and Management for Municipal Water Resources Management by the National Water Agency, Brazil. She is currently an associate professor at the Federal University of Mato Grosso, and worked for more than 20 years in research on atmosphere-biosphere interaction, hydrometeorology in various temporal-spatial scales with interpretation based in environmental modeling and remote sensing. She has been applying remote sensing in teaching and research activities to support the interpretation of environmental dynamics.

作者簡介(中文翻譯)

**Marcelo de Carvalho Alves**
Alves博士是巴西拉夫拉斯聯邦大學的副教授。他擁有巴西拉夫拉斯聯邦大學的農業工程碩士、博士及博士後學位。他的研究興趣多樣,已在測量、遙感、地理計算及農業應用等領域發表過論文。他在數據科學、數位影像處理及建模方面擁有超過20年的豐富經驗,並運用多尺度、多學科、多光譜及多時相的概念應用於不同環境。實驗場地包括巴西的熱帶森林、草原、濕地及農田。他的研究主要由CNPq、CAPES、FAPEMIG及FAPEMAT資助。多年來,他建立了大量的研究經費,主要與應用及理論遙感有關,廣泛涉及植被覆蓋、植物疾病及氣候變遷相關影響的背景。

**Luciana Sanches**
Sanches博士畢業於巴西馬托格羅索聯邦大學的衛生工程學士學位,並獲得巴西米納斯吉拉斯聯邦大學的衛生、環境及水資源碩士學位,西班牙坎塔布里亞大學的道路工程、水力通道及港口博士學位,巴西的環境物理學博士後學位,以及英國雷丁大學的環境科學博士後學位。她的教育背景還包括巴西馬托格羅索聯邦大學的職業安全工程研究生學位,以及巴西國家水資源局的市政水資源管理項目開發與管理研究生學位。她目前是巴西馬托格羅索聯邦大學的副教授,並在大氣-生物圈互動、各種時間-空間尺度的水文氣象學研究方面工作了超過20年,並基於環境建模和遙感進行解釋。她在教學和研究活動中應用遙感,以支持對環境動態的解釋。