Transforming Agricultural Management for a Sustainable Future: Climate Change and Machine Learning Perspectives
暫譯: 轉型農業管理以實現可持續未來：氣候變遷與機器學習的視角
Kanga, Shruti, Singh, Suraj Kumar, Shevkani, Khetan
- 出版商: Springer
- 出版日期: 2024-08-07
- 售價: $7,160
- 貴賓價: 9.5 折 $6,802
- 語言: 英文
- 頁數: 285
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031634292
- ISBN-13: 9783031634291
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相關分類:
Machine Learning
海外代購書籍(需單獨結帳)
商品描述
"Transforming Agricultural Management for a Sustainable Future: Climate Change and Machine Learning Perspectives" is an essential read for anyone interested in the future of agriculture and the role that technology can play in mitigating the impact of climate change. The book delves into the challenges facing agriculture today, such as climate change, soil degradation, and water scarcity. It then explores how machine learning can be used to overcome these challenges and promote sustainable agricultural practices.
One of the key takeaways from the book is the importance of data-driven decision-making in agriculture. With the help of machine learning algorithms, farmers can analyze vast amounts of data, such as weather patterns, soil quality, and crop yields, to make informed decisions about planting, irrigation, and fertilizer use. By using this data, farmers can optimize their yields while minimizing their impact on the environment.
Another important aspect of the book is its focus on climate change. Agriculture is one of the largest contributors to greenhouse gas emissions, and farmers are already feeling the impact of climate change through droughts, floods, and other extreme weather events. The book provides a comprehensive overview of the ways in which machine learning can be used to reduce the impact of agriculture on the environment, such as by optimizing irrigation and reducing fertilizer use.
The book also explores the role of technology in promoting sustainable agriculture practices. For example, precision agriculture techniques, such as GPS-guided tractors and drones, can help farmers reduce waste and improve crop yields. The book provides examples of how these techniques are already being used in practice, and how they can be further developed to promote sustainability.
Overall, "Transforming Agricultural Management for a Sustainable Future: Climate Change and Machine Learning Perspectives" is an insightful and informative read for anyone interested in the future of agriculture. The book provides a comprehensive overview of the challenges facing agriculture today and the ways in which technology can be used to overcome these challenges and promote sustainable practices. It is a must-read for farmers, policymakers, and anyone interested in the future of our planet.
商品描述(中文翻譯)
《轉型農業管理以實現可持續未來：氣候變遷與機器學習的視角》是任何對農業未來及技術在減輕氣候變遷影響中所扮演角色感興趣的讀者必讀的書籍。本書深入探討當前農業面臨的挑戰，例如氣候變遷、土壤退化和水資源短缺。接著，書中探討了如何利用機器學習來克服這些挑戰並促進可持續的農業實踐。
本書的一個關鍵要點是數據驅動決策在農業中的重要性。在機器學習算法的幫助下，農民可以分析大量數據，例如氣候模式、土壤質量和作物產量，以便對種植、灌溉和施肥做出明智的決策。通過使用這些數據，農民可以在最小化對環境影響的同時優化產量。
本書的另一個重要方面是其對氣候變遷的關注。農業是溫室氣體排放的主要來源之一，農民已經感受到氣候變遷的影響，例如乾旱、洪水和其他極端天氣事件。本書提供了機器學習如何用於減少農業對環境影響的全面概述，例如通過優化灌溉和減少施肥來實現。
本書還探討了技術在促進可持續農業實踐中的角色。例如，精準農業技術，如GPS導航拖拉機和無人機，可以幫助農民減少浪費並提高作物產量。書中提供了這些技術在實踐中已經被使用的例子，以及如何進一步發展這些技術以促進可持續性。
總體而言，《轉型農業管理以實現可持續未來：氣候變遷與機器學習的視角》是一本對任何對農業未來感興趣的讀者來說都非常有見地和資訊豐富的讀物。本書全面概述了當前農業面臨的挑戰以及技術如何用於克服這些挑戰並促進可持續實踐。對於農民、政策制定者以及任何對我們星球的未來感興趣的人來說，這是一本必讀的書籍。
作者簡介
Dr. Shruti Kanga, M.Sc., Ph.D. is currently working as Associate Professor and Head in the Department of Geography, School of Earth and Environmental Science, Central University of Punjab, India. Previously she worked as Associate Professor at, the Centre for Climate Change and Water Research, Suresh Gyan Vihar University, Jaipur, India. She has also worked as an Assistant Professor in the Centre for Land Resource Management, Central University of Jharkhand (CUJ), Ranchi, and also served as a Research Associate in the Ministry of Environment, Forest and Climate Change (MoEF) sponsored research project. She received her PhD in 2013 from the Department of Remote Sensing, Birla Institute of Technology, Ranchi. She has worked in the areas of forest fire risk modeling and management, tourism, resource management, etc. She has published 130 journal articles, 15 edited and authored books, and 32 book chapters. Her numerous research interests include geographic information science in forest fire modeling, natural hazards, natural resource management, geographic information systems, land use management, risk assessment, fire ecology, satellite image analysis, satellite image processing, land use modeling, land degradation, and desertification.
Dr. Suraj Kumar Singh, M.Sc., Ph.D. is an Associate professor and coordinator, at the Centre for Climate Change & water Research, Suresh Gyan Vihar University, Jaipur. Previously he worked as an Assistant Professor at the Central University of Jharkhand (CUJ), Ranchi. He has also served as a Research Associate at the National Remote Sensing Center (NRSC), an Indian Space Research Organization (ISRO) sponsored research project. He earned his Ph.D. degree in 2012 from the Department of Remote Sensing, Birla Institute of Technology, Ranchi. He has experience in the area of waterlogging and flood hazards, geospatial applications in water resources, disaster management, hydro-geomorphology, urban planning, and wasteland mapping. He has published nearly 145 articles in peer-reviewed journals, 18 books, and 35 book chapters. He has also organized and attended various workshops, seminars, and international conferences.
Dr. Khetan Shevkani is an Assistant Professor of Food Science and Technology at the Department of Applied Agriculture, Central University of Punjab, India. He completed his doctorate in 2015 from Guru Nanak Dev University, India. His research interests include chemistry and technology of alternative proteins and starches, value-added product development, and food by-product utilisation. His research output includes 32 journal articles and 10 book chapters.
Dr Vamdev Pathak is an assistant professor of geology at the Central University of Punjab, Bathinda, with a PhD from the University of Delhi (2016). Previously, he spent nine years as a scientist at the Ministry of Earth Sciences, New Delhi, and served various ministerial responsibilities in the Seismology and Geosciences division. His expertise spans Paleomagnetism, environmental magnetism, lava flow dynamics, and CO2 sequestration in basaltic lava flows. Dr. Pathak's notable achievements include establishing the magnetostratigraphy of the Mandla lobe in the eastern DVP and being the sole Indian scientist selected for the International Ocean Discovery Program for Expedition 399, April-June, 2023 at Atlantis Massif (30°N; Mid-Atlantic Ridge).
Dr. Bhartendu Sajan currently working as an Assistant Professor at, the Centre for Climate Change and Water Research, Suresh Gyan Vihar University, Jaipur. He is an accomplished professional in Remote Sensing & Geographic Information Systems (GIS). He did his Ph.D. degree in Geography from SGVU, Jaipur; he brings a wealth of experience from roles such as GIS Engineer, GIS Analyst, and positions in government departments. His expertise extends to diverse projects including glacier mapping, geological survey, and forest boundary mapping, reflecting his proficiency in remote sensing and GIS applications. Actively engaged in continuous learning, he participates in various training programs, conferences, and webinars while contributing significantly through authored papers. Beyond his professional endeavors, Dr. Sajan enjoys music, travel, and internet exploration, showcasing a multifaceted personality dedicated to excellence in his field.
作者簡介(中文翻譯)
Dr. Shruti Kanga, M.Sc., Ph.D. 目前擔任印度旁遮普中央大學地理系的副教授及系主任。她曾在印度齋浦爾的蘇雷什·吉安·維哈大學氣候變遷與水資源研究中心擔任副教授。她也曾在印度賈坎德中央大學（CUJ）擔任助理教授，並在環境、森林與氣候變遷部（MoEF）贊助的研究項目中擔任研究助理。她於2013年在比爾拉科技學院（Birla Institute of Technology, Ranchi）的遙感系獲得博士學位。她的研究領域包括森林火災風險建模與管理、旅遊、資源管理等。她已發表130篇期刊文章、15本編輯及著作的書籍，以及32章書籍章節。她的研究興趣包括森林火災建模中的地理資訊科學、自然災害、自然資源管理、地理資訊系統、土地使用管理、風險評估、火災生態學、衛星影像分析、衛星影像處理、土地使用建模、土地退化及沙漠化。
Dr. Suraj Kumar Singh, M.Sc., Ph.D. 是印度齋浦爾蘇雷什·吉安·維哈大學氣候變遷與水資源研究中心的副教授及協調員。他曾在印度賈坎德中央大學（CUJ）擔任助理教授。他也曾在印度空間研究組織（ISRO）贊助的國家遙感中心（NRSC）擔任研究助理。他於2012年在比爾拉科技學院（Birla Institute of Technology, Ranchi）的遙感系獲得博士學位。他在水淹與洪水災害、水資源的地理空間應用、災害管理、水文地貌學、城市規劃及荒地映射等領域擁有經驗。他已在同行評審的期刊上發表近145篇文章、18本書籍及35章書籍章節。他還組織並參加了各種研討會、研習營及國際會議。
Dr. Khetan Shevkani 是印度旁遮普中央大學應用農業系的食品科學與技術助理教授。他於2015年在古魯納納克大學（Guru Nanak Dev University）獲得博士學位。他的研究興趣包括替代蛋白質與澱粉的化學與技術、增值產品開發及食品副產品利用。他的研究成果包括32篇期刊文章及10章書籍章節。
Dr. Vamdev Pathak 是印度旁遮普中央大學（Bathinda）的地質學助理教授，於2016年獲得德里大學的博士學位。他曾在新德里的地球科學部工作九年，並在地震學與地球科學部門擔任各種部門職責。他的專業領域包括古地磁學、環境磁學、熔岩流動力學及玄武岩熔岩流中的二氧化碳封存。Pathak博士的顯著成就包括建立東部德干高原的曼德拉葉片的磁層序，並成為唯一被選為2023年4月至6月在亞特蘭提斯大塊（30°N; 中大西洋脊）進行國際海洋發現計畫第399次考察的印度科學家。
Dr. Bhartendu Sajan 目前在印度齋浦爾的蘇雷什·吉安·維哈大學氣候變遷與水資源研究中心擔任助理教授。他在遙感與地理資訊系統（GIS）方面是一位成就卓越的專業人士。他在SGVU（齋浦爾）獲得地理學博士學位，並擁有GIS工程師、GIS分析師及政府部門職位等豐富經驗。他的專業涵蓋多樣化的項目，包括冰川映射、地質調查及森林邊界映射，顯示出他在遙感與GIS應用方面的專業能力。他積極參與持續學習，參加各種培訓計畫、會議及網路研討會，並通過撰寫論文做出重要貢獻。除了專業工作外，Sajan博士喜愛音樂、旅行及網路探索，展現出他在其領域追求卓越的多面向個性。
