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Modifying Hata-Davidson Propagation Model for Remote Sensing in Complex Environments Using a Multifactional Drone
Faris A Almalki1, Ben Othman Soufiene2
1Department of Computer Engineering, College of Computers and Information Technology, Taif University, P.O. Box 11099, Taif 21944, Saudi Arabia.
This study enhances drone-based search and rescue by modifying the Hata-Davidson radio frequency propagation model. The improved model boosts communication and coverage, aiding faster location of missing persons in disaster zones.
Area of Science:
- Engineering
- Computer Science
- Disaster Management
Background:
- Drones integrated with the Internet of Things (IoT) enhance safety and smart living.
- Drones are crucial for mobile remote sensing in search-and-rescue (SAR) operations.
- Efficient drone operations can significantly improve survival rates for victims.
Purpose of the Study:
- To modify the Hata-Davidson empirical propagation model for drone-based SAR in complex terrains.
- To improve radio frequency (RF) connectivity and coverage footprint for SAR drones.
- To enhance the timely performance of SAR operations using strip search patterns.
Main Methods:
- A drone equipped with a thermal camera, microcontroller, GPS, and weather sensors was utilized.
- The Hata-Davidson model was modified using a least squares tuning algorithm with drone RF measurement data.
- Both software simulations and hardware implementations were considered in model development.
Main Results:
- The modified model improved RF connectivity between drones and local authorities.
- Enhanced coverage footprint led to more effective wider SAR operations.
- The modified Hata-Davidson model demonstrated superior performance compared to other empirical models via RMSE validation.
Conclusions:
- The modified Hata-Davidson model offers improved performance for drone-based SAR.
- The model aids in timely identification and location of missing persons using thermal imaging and GPS.
- This research contributes to making human life safer through advanced drone technology.
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