Precision Agriculture for Sustainability

图书简介

This new book delves into how modern technologies—i.e., global positioning systems (GPS), unmanned aerial vehicles (drones), image processing methods, artificial intelligence, machine learning, and deep learning—are being used to make agriculture more farmer-friendly and more economically profitable. The volume focuses on the use of smart sensors, actuators, and decision support systems to provide intelligent data about crop health and for monitoring for yield prediction, soil quality, nutrition requirement prediction, etc. The authors discuss robotic-based innovations in agriculture, soft computing methodologies for crop forecasting, machine learning techniques to classify and identify plant diseases, deep convolutional neural networks for recognizing nutrient deficiencies, and more.

PART I: AI IN AGRICULTURE 1. Review of Various Technologies Involved in Precision Farming Automation Rajeev Karothia and Manju K. Chattopadhyay 2. State-of-the-Art Technologies for Crop Health Monitoring in Modern Precision Agriculture E. Fantin Irudaya Raj, M. Appadurai, D. Thiyaharajan, and T. Lurthu Pushparaj 3. Comprehensive Study of Artificial Intelligence Techniques for Early-Stage Disease Identification System in Plants Senthil Kumar Ramu, Leninpugalhanthi Ponnuswamy, Dhanyaa Nataraj, and Kaviyanjali Venkatachalam 4. Understanding the Relationship between Normalized Difference Vegetation Index and Meteorological Attribute Using Clustering Algorithm Hemanta Medhi, Pramod Soni, Vikas Kumar Vidyarthi, and Shikha Chourasiya 5. Agricultural Productivity Improvement: Role of AI and Yield Prediction Using Machine Learning Chhaya Narvekar and Madhuri Rao PART II: ROBOTIC-BASED INNOVATIONS IN AGRICULTURE 6. Comprehensive Review of Agricultural Robotics: A Post-Covid Perspective of Advanced Robotics with Smart Farming Nikunj S. Yagnik 7. Autonomous Aerial Robot Application for Crop Survey and Mapping Ajay Sudhir Bale, Varsha S. N., Anish Sagar Naidu, Vinay N., and Subhashish Tiwari 8. Structural Design and Analysis of 6-DOF Cylindrical Robotic Manipulators for Automated Agriculture Jordan Kurian Kuruvilla, Atirav Seth, Jyotishka Duttagupta, Shashwat Sharma, and Ankur Jaiswal 9. Robot-Based Weed Identification and Control System Rashmi Bangale and Mohit Kumar 10. Design and Development of a Quadruped Robot for Precision Agriculture Applications Sivayazi Kappagantula 11. Design and Fabrication of a Solar-Powered Bl

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Precision Agriculture for Sustainability（AAP Research Notes on Optimization and Decision Making Theories） 精准农业可持续发展：使用智能传感器、执行器与决策支持系统 农业史

Precision Agriculture for Sustainability（AAP Research Notes on Optimization and Decision Making Theories）

精准农业可持续发展：使用智能传感器、执行器与决策支持系统
农业史