Artificial Intelligence for Precision Agriculture
暫譯: 精準農業的人工智慧
Raj, Pethuru, Gayathri, N., Kathrine, G. Jaspher Willsie
- 出版商: Auerbach Publication
- 出版日期: 2024-12-19
- 售價: $6,760
- 貴賓價: 9.5 折 $6,422
- 語言: 英文
- 頁數: 307
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032462345
- ISBN-13: 9781032462349
-
相關分類:
人工智慧
海外代購書籍(需單獨結帳)
相關主題
商品描述
Precision agriculture is a next-generation farming management concept that optimizes resource use, productivity, quality, profitability, and sustainability by observing and responding to crop variability. Precision agriculture employs digital technologies such as the Internet of Things (IoT), artificial intelligence (AI), 5G communication, cybersecurity, edge computing, cloud-native principles, and blockchain to ensure crops and soil receive exactly what they need for optimal health and productivity.
Artificial Intelligence for Precision Agriculture explores the latest developments in precision agriculture, detailing how AI contributes to its goals. The book discusses how precision agriculture solutions use IoT devices, data storage, AI analytics, connectivity, and cloud infrastructures to analyze factors such as soil type, terrain, weather, plant growth, and yield data. It also examines edge technologies--sensors, microchips, beacons, RFID tags, robots, drones, and actuators--that collect field data and transmit it to cloud-based AI platforms for analysis. The book shows how AI-driven insights guide actions in the field, such as crop rotation, optimal planting and harvesting times, and soil management, and help farmers apply the right amounts of water, fertilizers, and pesticides, reducing waste and environmental impact. Applications covered in the book include:
- Drone-based high-resolution field mapping
- Tracking crops
- Crop yield assessments
- Data collection for irrigation, fertilization, and crop management
- Advanced weather monitoring
- Equipment management
With chapters on AI model development, plant disease detection and remediation, sustainable farming techniques, data integration, AI-enabled data analytics, and knowledge visualization, this book is a comprehensive guide to technologies and applications in precision agriculture.
商品描述(中文翻譯)
精準農業是一種下一代的農業管理概念,透過觀察和回應作物變異性來優化資源使用、生產力、品質、盈利能力和可持續性。精準農業運用數位技術,如物聯網 (IoT)、人工智慧 (AI)、5G 通訊、網路安全、邊緣計算、雲原生原則和區塊鏈,以確保作物和土壤獲得其所需的最佳健康和生產力。
《人工智慧在精準農業中的應用》探討了精準農業的最新發展,詳細說明了 AI 如何貢獻於其目標。該書討論了精準農業解決方案如何利用 IoT 裝置、數據儲存、AI 分析、連接性和雲基礎設施來分析土壤類型、地形、天氣、植物生長和產量數據等因素。它還檢視了邊緣技術——感測器、微晶片、信標、RFID 標籤、機器人、無人機和執行器——這些技術收集田間數據並將其傳輸到雲端 AI 平台進行分析。該書展示了 AI 驅動的見解如何指導田間行動,例如作物輪作、最佳種植和收穫時間以及土壤管理,並幫助農民施用適量的水、肥料和農藥,減少浪費和環境影響。書中涵蓋的應用包括:
- 基於無人機的高解析度田野繪圖
- 作物追蹤
- 作物產量評估
- 灌溉、施肥和作物管理的數據收集
- 先進的天氣監測
- 設備管理
本書包含有關 AI 模型開發、植物疾病檢測與修復、可持續農業技術、數據整合、AI 驅動的數據分析和知識視覺化的章節,是一本精準農業技術和應用的綜合指南。
作者簡介
Pethuru Raj Chellah is the chief architect at Edge AI Division, Reliance Jio Platforms Ltd. (JPL), Bangalore, India.
N.Gayathri is an assistant professor in the Department of Computer Science and Engineering at GITAM University, Bengaluru, India.
G. Jaspher Willsie Kathrine, is an associate professor, and programme oordinator - CSE at the Department of Computing Science and Engineering, Kayruna Institute of Technology and Sciences, Coimbatore, India.
作者簡介(中文翻譯)
Pethuru Raj Chellah 是印度班加羅爾 Reliance Jio Platforms Ltd. (JPL) 邊緣人工智慧部門的首席架構師。
N.Gayathri 是印度班加羅爾 GITAM 大學計算機科學與工程系的助理教授。
G. Jaspher Willsie Kathrine 是印度 Coimbatore Kayruna 科技與科學學院計算科學與工程系的副教授及課程協調員。