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Drone Swarm Strategy for the Detection and Tracking of Occluded Targets in Complex Environments

Computer Science

Drone Swarm Strategy for the Detection and Tracking of Occluded Targets in Complex Environments

R. J. A. A. Nathan, I. Kurmi, et al.

This innovative research conducted by Rakesh John Amala Arokia Nathan, Indrajit Kurmi, and Oliver Bimber presents an adaptive real-time particle swarm optimization strategy for drone swarms. The study reveals a significant improvement in target detection and tracking within densely forested areas, achieving up to 72% visibility in just 14 seconds, far surpassing traditional methods.

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~3 min • Beginner • English
Abstract
Drone swarms can achieve tasks via collaboration that are impossible for single drones alone. Synthetic aperture (SA) sensing is a signal processing technique that takes measurements from limited size sensors and computationally combines the data to mimic sensor apertures of much greater widths. Here we use SA sensing and propose an adaptive real-time particle swarm optimization (PSO) strategy for autonomous drone swarms to detect and track occluded targets in densely forested areas. Simulation results show that our approach achieved a maximum target visibility of 72% within 14 seconds. In comparison, blind sampling strategies resulted in only 51% visibility after 75 seconds and 19% visibility in 3 seconds for sequential brute force sampling and parallel sampling respectively. Our approach provides fast and reliable detection of occluded targets, and demonstrates the feasibility and efficiency of using swarm drones for search and rescue in areas that are not easily accessed by humans, such as forests and disaster sites.
Publisher
Communications Engineering
Published On
Aug 02, 2023
Authors
Rakesh John Amala Arokia Nathan, Indrajit Kurmi, Oliver Bimber
Tags
particle swarm optimization
autonomous drones
target detection
occluded targets
synthetic aperture sensing
forest areas
real-time optimization
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