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FIU Electronic Theses and Dissertations

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2017

Machine learning

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Full-Text Articles in Engineering

Using Unmanned Aerial Vehicles For Wireless Localization In Search And Rescue, Virgilio Acuna Nov 2017

Using Unmanned Aerial Vehicles For Wireless Localization In Search And Rescue, Virgilio Acuna

FIU Electronic Theses and Dissertations

This thesis presents how unmanned aerial vehicles (UAVs) can successfully assist in search and rescue (SAR) operations using wireless localization. The zone-grid to partition to capture/detect WiFi probe requests follows the concepts found in Search Theory Method. The UAV has attached a sensor, e.g., WiFi sniffer, to capture/detect the WiFi probes from victims or lost people’s smartphones. Applying the Random-Forest based machine learning algorithm, an estimation of the user's location is determined with a 81.8% accuracy.

UAV technology has shown limitations in the navigational performance and limited flight time. Procedures to optimize these limitations are presented. Additionally, how the UAV …