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A Multi-Disciplinary Approach to Remote Sensing through Low-Cost UAVs.
Gabriela Calvario1, Basilio Sierra2, Teresa E Alarcón3
1Departamento de Ciencias de la Computación e Inteligencia Artificial, Universidad del País Vasco UPV/EHU, 20018 Donostia-San Sebastián, Spain. gcalvario001@ikasle.ehu.eus.
Low-cost Unmanned Aerial Vehicle (UAV) remote sensing enables efficient agave crop monitoring. Integrating photogrammetry and computer vision aids in distinguishing agave plants from weeds, enhancing crop management.
Area of Science:
- Agricultural Science
- Geomatics
- Computer Science
Background:
- Remote sensing using Unmanned Aerial Vehicles (UAVs) offers a cost-effective method for rapid data acquisition in agriculture.
- Traditional monitoring methods can be time-consuming and labor-intensive for large-scale crop analysis.
Purpose of the Study:
- To evaluate the effectiveness of low-cost UAV remote sensing for agave crop analysis.
- To demonstrate the potential of integrated data processing techniques for improved agave crop management.
Main Methods:
- Utilized a low-cost UAV equipped with remote sensing capabilities for data collection.
- Applied traditional photogrammetric processing workflows to the acquired data.
- Employed data extraction techniques, combining photogrammetry, computer vision, data mining, geomatics, and computer science.
Main Results:
- Successfully extracted relevant layers from UAV data to differentiate agave plants from environmental elements like weeds.
- Achieved significant insights into agave crop status through the fusion of multiple data processing techniques.
- Demonstrated the feasibility of low-cost UAVs for detailed agricultural monitoring.
Conclusions:
- UAV-based remote sensing presents a viable and economical solution for agave crop monitoring.
- The integration of advanced data processing methods enhances the utility of UAV data for precise agricultural management.
- Reliable data processing is crucial for realizing the full potential of UAV monitoring in agriculture.
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