Farming 5.0: Deep Learning for Future-Generation Agriculture
暫譯: 農業5.0：未來世代農業的深度學習
Chouhan, Siddharth Singh, Patel, Rajneesh Kumar, Shukla, Anju
- 出版商: CRC
- 出版日期: 2026-07-14
- 售價: $4,680
- 貴賓價: 9.5 折 $4,446
- 語言: 英文
- 頁數: 436
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1041144121
- ISBN-13: 9781041144120
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相關分類:
DeepLearning
尚未上市，無法訂購
相關主題
商品描述
Agriculture is going through a technology renaissance with deep learning leading the way. This volume addresses how advanced AI methods are transforming the future of farming, food systems, and environmental sustainability. It is forward-looking guide to integrating smart systems in agriculture across all scales - from soil to satellite. The volume comprises contributions from international leaders in AI, agronomy, genomics, remote sensing, and robotics. It addresses a broad array of emerging topics, such as autonomous farming systems, UAVs, and deep reinforcement learning for field operations; computer vision and hybrid models for crop, weed, and livestock detection; and advanced edge and federated learning approaches to real-time, privacy-conscious decision-making. It also discusses explainable AI for transparent agricultural models, deep learning in crop genomics and trait prediction, biodiversity monitoring, and time-series forecasting of pests and climate stress. Generative AI for generating synthetic agricultural data and simulating digital farms with AR/VR and digital twins are also covered. With a focus on climate-smart agriculture, the book addresses the role that deep learning can play in promoting resilient, adaptive, and sustainable food systems under climate change and food insecurity globally. It concludes with an examination of the ethical, regulatory, and policy issues, presenting a vision for inclusive, human-centric AI in agriculture.
Key Features:
- Integrates autonomous agriculture, explainable artificial intelligence, edge/federated learning, genomics of crops, and biodiversity monitoring.
- Highlights climate-resilient agriculture and future-proof simulations.
- Incorporates real-world applications, case studies, and multidisciplinary viewpoints.
- Connects AI research, policy, and ethics with agricultural adoption.
商品描述(中文翻譯)
農業正經歷一場技術的文藝復興，深度學習引領著這一潮流。本書探討了先進的人工智慧（AI）方法如何改變農業、食品系統和環境可持續性的未來。這是一本前瞻性的指南，旨在將智慧系統整合到各種規模的農業中——從土壤到衛星。本書匯集了來自人工智慧、農學、基因組學、遙感技術和機器人領域的國際領袖的貢獻。它涵蓋了一系列新興主題，例如自動化農業系統、無人機（UAV）以及用於田間作業的深度強化學習；計算機視覺和混合模型在作物、雜草和牲畜檢測中的應用；以及針對實時、注重隱私的決策的先進邊緣學習和聯邦學習方法。書中還討論了可解釋的人工智慧在透明農業模型中的應用、作物基因組學和性狀預測中的深度學習、生物多樣性監測，以及害蟲和氣候壓力的時間序列預測。生成式人工智慧用於生成合成農業數據和模擬數位農場，結合擴增實境（AR）/虛擬實境（VR）和數位雙胞胎的內容也在書中有所涵蓋。專注於氣候智慧型農業，本書探討了深度學習在促進全球氣候變遷和食品不安全下的韌性、適應性和可持續食品系統中所能發揮的作用。最後，書中檢視了倫理、法規和政策問題，提出了在農業中實現包容性、人本導向的人工智慧的願景。
**主要特色：**
- 整合自動化農業、可解釋的人工智慧、邊緣/聯邦學習、作物基因組學和生物多樣性監測。
- 突出氣候韌性農業和未來可持續的模擬。
- 包含現實世界的應用、案例研究和多學科觀點。
- 將人工智慧研究、政策和倫理與農業採用相連結。
作者簡介
Dr. Siddharth Singh Chouhan is currently working as a Senior Assistant Professor Grade 2 in the School of Computing Science and Engineering, VIT Bhopal University, Sehore, India. He has a B.Tech. (with Honours) 2010, an MTech (with Honours), 2013 in Computer Science and Engineering from RGPV University, Bhopal, India, and a PhD in Computer Science and Engineering from Shri Mata Vaishno Devi University Katra, Jammu and Kashmir, India. He is a Post Doctorate from the University of Malta. His area of interest includes Artificial Intelligence, Computer Vision, Drone Technology, and Precision Agriculture. He had authored several research papers published in reputed journals and conferences.
Dr. Rajneesh Kumar Patel is an Assistant Professor in the School of Computing Science and Engineering, VIT Bhopal University, Sehore, India. He holds a B.E. and an M.Tech. in Electronics and Communication Engineering from RGPV University, Bhopal, India, and a PhD in Electronics and Communication Engineering from Maulana Azad National Institute of Technology, Bhopal, India. His areas of interest include developing image processing, Computer vision, Machine learning/Deep Learning, and Precision Agriculture. He has authored several research papers in many reputed journals and conferences.
Dr. Anju Shukla is an Assistant Professor in the School of Computing Science and Engineering at VIT Bhopal University, Sehore, India. She holds a Doctorate from Jaypee University of Engineering and Technology, Guna, and an MTech in Computer Engineering from Shobhit University, Meerut. Dr. Shukla has successfully guided many undergraduate (UG) students in Computer Science for their academic projects. She has presented and published research papers in international journals (including SCI- and Scopus-indexed journals) as well as in international conferences. She has also attended conferences, workshops, Faculty Development Programs (FDPs), and seminars. Dr. Shukla is an active researcher and has published articles in SCI-indexed journals. Her areas of interest include Cloud Computing, Distributed Computing, and Artificial Intelligence.
Dr. Uday Pratap Singh is a Professor in the Department of Mathematics, Central University of Jammu, Jammu, India. He completed his BSc and MSc (Mathematics and Statistics) from Dr. R.M.L. (Avadh) University, Ayodhya, India, and another MSc (Mathematics and Computing) from Indian Institute of Technology, Guwahati, India, and a PhD in Computer Science from Barkatullah University, Bhopal. His areas of interest include Soft Computing, Nonlinear Systems, and Image Processing. He had authored several research papers in the many reputed journals and conferences. He is a life member of Soft Computing Research Society (SCRC), Barata Ganita Parishad, Computer Society of India and Member of IEEE and AMS.
作者簡介(中文翻譯)
Dr. Siddharth Singh Chouhan 目前擔任印度塞霍爾 VIT Bhopal 大學計算科學與工程學院的二級高級助理教授。他於 2010 年獲得 RGPV 大學的計算機科學與工程學士學位（榮譽），2013 年獲得碩士學位（榮譽），並在印度查謨和克什米爾的 Shri Mata Vaishno Devi 大學獲得計算機科學與工程的博士學位。他曾在馬爾他大學進行博士後研究。他的研究興趣包括人工智慧、計算機視覺、無人機技術和精準農業。他已在多個知名期刊和會議上發表了多篇研究論文。
Dr. Rajneesh Kumar Patel 是印度塞霍爾 VIT Bhopal 大學計算科學與工程學院的助理教授。他擁有 RGPV 大學的電子與通信工程學士學位和碩士學位，並在印度 Maulana Azad 國立技術學院獲得電子與通信工程的博士學位。他的研究興趣包括圖像處理、計算機視覺、機器學習/深度學習和精準農業。他在多個知名期刊和會議上發表了多篇研究論文。
Dr. Anju Shukla 是印度塞霍爾 VIT Bhopal 大學計算科學與工程學院的助理教授。她在 Jaypee 工程與技術大學獲得博士學位，並在 Shobhit 大學獲得計算機工程的碩士學位。Dr. Shukla 成功指導了許多計算機科學本科生的學術專案。她在國際期刊（包括 SCI 和 Scopus 索引的期刊）以及國際會議上發表和展示了研究論文。她還參加了會議、研討會、教師發展計畫（FDP）和研討會。Dr. Shukla 是一位活躍的研究者，並在 SCI 索引的期刊上發表了文章。她的研究興趣包括雲計算、分散式計算和人工智慧。
Dr. Uday Pratap Singh 是印度查謨中央大學數學系的教授。他在印度 Ayodhya 的 Dr. R.M.L. (Avadh) 大學獲得數學和統計的學士和碩士學位，並在印度 Guwahati 的印度理工學院獲得數學和計算的碩士學位，最後在 Bhopal 的 Barkatullah 大學獲得計算機科學的博士學位。他的研究興趣包括軟計算、非線性系統和圖像處理。他在多個知名期刊和會議上發表了多篇研究論文。他是軟計算研究學會（SCRC）、巴拉特數學協會、印度計算機學會的終身會員，以及 IEEE 和 AMS 的成員。
