Soil Degradation, Desertification and Restoration: Application of Geospatial Technology and Modeling
暫譯: 土壤退化、沙漠化與修復：地理空間技術與建模的應用

Pal, Subodh Chandra, Chatterjee, Uday, Ruidas, Dipankar

Soil Degradation, Desertification and Restoration: Application of Geospatial Technology and Modeling
  • 出版商: Springer
  • 出版日期: 2025-11-22
  • 售價: $8,810
  • 貴賓價: 9.5 折 $8,370
  • 語言: 英文
  • 頁數: 490
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 303192276X
  • ISBN-13: 9783031922763
  • 相關分類: Data-mining、Machine Learning

    • 海外代購書籍(需單獨結帳)

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商品描述

This book presents a comprehensive geospatial technology approach to data mining, data analysis, modeling, risk assessment, visualization, and management strategies, with a specific focus on various aspects of soil degradation-induced land degradation and desertification. It explores advanced methodologies leveraging open-source software, R statistical programming, Google Earth Engine, and modern artificial intelligence techniques. Particular emphasis is placed on recent advancements in data mining and robust modeling approaches related to extreme events associated with land degradation crises.


The volume brings together recent developments and rigorous applications of geospatial and geostatistical techniques in the context of soil degradation and desertification. It covers a wide range of analytical methods, including the Analytic Hierarchy Process (AHP), Multi-Criteria Decision Making (MCDM), Logistic Regression (LR), Evidential Belief Function (EBF), as well as supervised and unsupervised classification algorithms. Additionally, it highlights the use of Artificial Neural Networks (ANN), Machine Learning Algorithms (MLA), Support Vector Machines (SVM), Fuzzy Logic (FZ), Radial Basis Function (RBF) networks, General Regression Neural Networks (GRNN), Probabilistic Neural Networks (PNN), Mixture Density Networks (MDN), Self-Organizing Maps (SOM), and various hybrid computational techniques.

商品描述(中文翻譯)

本書提供了一種全面的地理空間技術方法，涵蓋數據挖掘、數據分析、建模、風險評估、可視化和管理策略，特別關注由土壤退化引起的土地退化和沙漠化的各個方面。它探討了利用開源軟體、R統計程式設計、Google Earth Engine以及現代人工智慧技術的先進方法論。特別強調了與土地退化危機相關的極端事件的數據挖掘和穩健建模方法的最新進展。

本書匯集了在土壤退化和沙漠化背景下，地理空間和地質統計技術的最新發展和嚴謹應用。它涵蓋了廣泛的分析方法，包括層級分析法（Analytic Hierarchy Process, AHP）、多準則決策（Multi-Criteria Decision Making, MCDM）、邏輯回歸（Logistic Regression, LR）、證據信念函數（Evidential Belief Function, EBF），以及監督式和非監督式分類演算法。此外，它還強調了人工神經網絡（Artificial Neural Networks, ANN）、機器學習演算法（Machine Learning Algorithms, MLA）、支持向量機（Support Vector Machines, SVM）、模糊邏輯（Fuzzy Logic, FZ）、徑向基函數（Radial Basis Function, RBF）網絡、一般回歸神經網絡（General Regression Neural Networks, GRNN）、概率神經網絡（Probabilistic Neural Networks, PNN）、混合密度網絡（Mixture Density Networks, MDN）、自組織映射（Self-Organizing Maps, SOM）以及各種混合計算技術的應用。

作者簡介

Dr. Subodh Chandra Pal, Assistant Professor has been working in the Postgraduate Department of Geography, The University of Burdwan, Purba Bardhaman, West Bengal, India. He received his Ph.D. in Geography from Visva-Bharati (Central University in India) in 2015. His main fields of expertise are fluvial geomorphology, pedo-geomorphology, land degradation, soil erosion, gully erosion, landslide vulnerability, climate change, water resources monitoring and management and published more than hundreds international and national research articles in various renowned journals. His research work has been funded by the University Grants Commission (UGC), Govt. of India and Department of Science and Technology (DST), Govt. of India. Dr. Pal has served as a reviewer for many International reputed journals.

Dr. Uday Chatterjee is an Assistant Professor at the Department of Geography, Bhatter College, Dantan, affiliated with Vidyasagar University, West Bengal, India. He earned his Doctoral Degree in Applied Geography from Ravenshaw University, Cuttack, Odisha. His research interests encompass Urban Planning, Social and Human Geography, Applied Geomorphology, Indigenous knowledge and Hazards and Disasters, Risk Assessment and Resilience, Community Response and Environmental Issues. Dr. Chatterjee has been actively involved in editing scholarly works, including the Special Issue on Urbanism, Smart Cities, and Modelling for GeoJournal, Springer, Special issue in Global Social Welfare, Springer and Frontiers Environmental Science journal, Geological journal Wiley, Editorial Board Member of Scientific Report (Nature Portfolio) journal and serving as a Book Series Editor for Developments in Environmental Science, Elsevier and Sustainability Solutions-An Interdisciplinary and Transdisciplinary Nexus, Springer Nature. His extensive research and editorial contributions highlight his commitment to advancing geographical knowledge and its applications. His research work has been funded by the West Bengal Pollution Control Board (WBPCB) Govt. of West Bengal, India Indian Council of Social Science Research (ICSSR), Govt. of India. He has published research papers in reputed journals, edited books with reputed publisher like Springer, Elsevier, CRC Press, and author books, book chapters, and conference proceedings. Currently, Dr. Chatterjee doing an international project, in collaboration with Indonesia, Malaysia, and Japan funded by APN (Asia Pacific- Global Change Research, Grant, and visited Saudi Arabia for International collaboration and conference session chair and Keio University, Tokyo, Japan as a Visiting Professor.

Dipankar Ruidas is currently engaging as a M.Phil. Research Scholar in the Department of Geography, The University of Burdwan, Purba Bardhaman, West Bengal, India. His prior fields of expertise are Water Resources Management and Water Quality. He has published more than ten international and national research articles in various renowned journals like Springer and Elsevier group. His research work has been funded by the University Grants Commission (UGC), India.

作者簡介(中文翻譯)

Subodh Chandra Pal 博士是印度西孟加拉邦布爾萬大學地理研究所的助理教授。他於2015年在印度中央大學維斯瓦-巴拉提獲得地理學博士學位。他的主要專業領域包括河流地貌學、土壤地貌學、土地退化、土壤侵蝕、溝蝕、山崩脆弱性、氣候變遷、水資源監測與管理，並在各大知名期刊上發表了數百篇國際和國內研究文章。他的研究工作得到了印度政府大學資助委員會（UGC）和印度政府科學與技術部（DST）的資助。Pal 博士曾擔任多本國際知名期刊的審稿人。

Uday Chatterjee 博士是印度西孟加拉邦達坦的巴特爾學院地理系的助理教授，該學院隸屬於維迪亞薩加大學。他在奧里薩邦卡塔克的拉文肖大學獲得應用地理學博士學位。他的研究興趣包括城市規劃、社會與人文地理學、應用地貌學、原住民知識、災害風險評估與韌性、社區反應及環境問題。Chatterjee 博士積極參與學術作品的編輯工作，包括為 Springer 的《GeoJournal》編輯城市主義、智慧城市和建模的特刊，為 Springer 的《Global Social Welfare》特刊及《Frontiers Environmental Science》期刊編輯，並擔任《Scientific Report (Nature Portfolio)》期刊的編輯委員會成員，以及 Elsevier 的《Developments in Environmental Science》系列書籍和 Springer Nature 的《Sustainability Solutions-An Interdisciplinary and Transdisciplinary Nexus》系列書籍的編輯。他的廣泛研究和編輯貢獻突顯了他對推進地理知識及其應用的承諾。他的研究工作得到了印度西孟加拉邦污染控制委員會（WBPCB）和印度社會科學研究委員會（ICSSR）的資助。他在知名期刊上發表了研究論文，並與知名出版社如 Springer、Elsevier、CRC Press 編輯書籍、書章和會議論文。目前，Chatterjee 博士正在進行一個國際項目，與印尼、馬來西亞和日本合作，該項目由亞太地區全球變遷研究（APN）資助，並曾前往沙烏地阿拉伯進行國際合作及會議會議主席，並在日本東京的慶應義塾大學擔任訪問教授。

Dipankar Ruidas目前在印度西孟加拉邦布爾萬大學地理系擔任 M.Phil. 研究學者。他的專業領域包括水資源管理和水質。他在各大知名期刊如 Springer 和 Elsevier 集團上發表了十多篇國際和國內研究文章。他的研究工作得到了印度政府大學資助委員會（UGC）的資助。

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