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Research Topics for Agricultural Monitoring and Control in Edge Computing

Research Topics for Agricultural Monitoring and Control in Edge Computing

Essential Research Topics for Agricultural Monitoring and Control in Edge Computing

Research on Agricultural Monitoring and Control in Edge Computing focuses on deploying distributed edge devices and intelligent computing frameworks to monitor crops, soil, weather, and irrigation systems in real-time, enabling precision agriculture and optimized resource utilization. This area addresses challenges such as heterogeneous sensors, intermittent connectivity, energy constraints, and the need for low-latency decision-making to support timely interventions. Key research directions include edge-based data aggregation and analytics for soil moisture, nutrient levels, and crop health, AI- and machine learning-driven predictive modeling for yield estimation and pest detection, and real-time control of irrigation and climate systems. Other emerging topics involve IoT–edge–cloud collaborative architectures for scalable farm management, energy-efficient sensor and computation deployment, and adaptive resource allocation for dynamic agricultural environments. Additionally, research on privacy-preserving agricultural data collection, fault-tolerant edge systems, and automated decision-making frameworks represents significant avenues for advancing intelligent, efficient, and sustainable agricultural monitoring and control solutions.