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Advanced UAV-WSN System for Intelligent Monitoring in Precision Agriculture
Dan Popescu1, Florin Stoican1, Grigore Stamatescu1
1Faculty of Automatic Control and Computers, University Politehnica of Bucharest, 060042 Bucharest, Romania.
This study introduces a collaborative system of unmanned aerial vehicles (UAVs) and wireless sensor networks (WSNs) for advanced crop monitoring in precision agriculture. This integrated approach enhances agricultural performance and sustainability through efficient data collection and analysis.
Area of Science:
- Agricultural Science
- Computer Science
- Engineering
Background:
- Global food demand necessitates advancements in agricultural technology for increased productivity and sustainability.
- Precision agriculture requires sophisticated monitoring and decision-making tools for efficient crop management.
Purpose of the Study:
- To present a hierarchical structure integrating unmanned aerial vehicles (UAVs) with federated wireless sensor networks (WSNs) for enhanced crop monitoring.
- To evaluate the efficacy of this collaborative UAV-WSN-IoT system in precision and ecological agriculture.
Main Methods:
- Designing optimized UAV trajectories for efficient data collection.
- Implementing in situ data processing algorithms (consensus and symbolic aggregate approximation) at the network level.
- Integrating UAVs with intelligent ground WSNs and the Internet of Things (IoT) for data management.
Main Results:
- The collaborative UAV-WSN-IoT system demonstrated robust and efficient data collection, control, analysis, and decision-making.
- Optimized UAV trajectories and network-level data processing effectively managed network load and latency.
- The system proved successful in increasing performance for both precision and ecological agriculture applications.
Conclusions:
- The integration of UAVs and WSNs offers a powerful solution for modern agricultural monitoring.
- This collaborative approach significantly improves the efficiency and effectiveness of precision agriculture practices.
- The developed system contributes to sustainable agriculture by optimizing resource management and crop yields.
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