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An experimental dataset using UAVs and LoRa technology in avalanche scenarios
Fabio Mavilia1, Davide La Rosa1, Andrea Berton2
1Institute of Information Science and Technologies, National Research Council (ISTI-CNR), Via G. Moruzzi, 1, 56124, Pisa, Italy.
This study tested Long Range (LoRa) technology on drones for avalanche Search and Rescue (SaR). LoRa shows promise for victim localization in snow, outperforming traditional beacons in challenging environments.
Area of Science:
- Electrical Engineering
- Computer Science
- Geophysics
Background:
- Wireless communication is vital for avalanche Search and Rescue (SaR).
- Traditional beacons (ARTVA) are limited by snow conditions.
- Unmanned Aerial Vehicles (UAVs) offer potential for enhanced SaR communication.
Purpose of the Study:
- To evaluate the feasibility and performance of Long Range (LoRa) technology on UAVs for avalanche SaR.
- To assess LoRa performance under varying snow conditions (dry and wet).
- To provide a dataset for improving UAV-assisted localization in extreme environments.
Main Methods:
- Simulated avalanche scenarios in the Dolomites with buried LoRa transmitters.
- UAVs equipped with LoRa receivers flew various trajectories.
- Recorded Received Signal Strength Indicator (RSSI) and Signal-to-Noise Ratio (SNR).
- Utilized GPS-RTK for precise ground truth positioning.
Main Results:
- LoRa performance was evaluated across different flight paths, durations, and antenna types.
- Data collected on communication metrics (RSSI, SNR) in dry and wet snow.
- Snow characteristics were analyzed for their impact on LoRa signal propagation.
Conclusions:
- LoRa technology on UAVs demonstrates potential for effective avalanche SaR.
- The dataset supports research in UAV-based localization and resilient SaR communication systems.
- Findings encourage innovation in disaster response technologies for mountain safety.
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