Publication Details
- Keywords:
- UAV
- search and rescue
- networks
- REU
Abstract
Efficient arrangement of UAVs in a swarm formation is essential to the functioning of the swarm as a temporary communication network. Such a network could assist in search and rescue efforts by providing first responders with a means of communication. We propose a user-friendly and effective system for calculating and visualizing an optimal layout of UAVs. An initial calculation to gather parameter information is followed by the proposed algorithm that generates an optimal solution. A visualization is displayed in an easy-to-comprehend manner after the proposed iterative genetic algorithm finds an optimal solution. The proposed system runs iteratively, adding UAV at each intermediate conclusion, until a solution is found. Information is passed between runs of the iterative genetic algorithm to reduce runtime and complexity. The results from testing show that the proposed algorithm yields optimal solutions more frequently than the k-means clustering algorithm. This system finds an optimal solution 80% of the time while k-means clustering is unable to find a solution when presented with a complex problem
Author Details
Name: | Nicholas Ceccarelli |
Status: | Inactive |
Name: | Paulo Regis |
Status: | Inactive |
Name: | Shamik Sengupta | |
email: | ssengupta@unr.edu | |
Website: | http://www.cse.unr.edu/~shamik/ | |
Status: | Inactive |
Name: | David Feil-Seifer | |
email: | dave@cse.unr.edu | |
Website: | http://cse.unr.edu/~dave | |
Phone: | (775) 784-6469 | |
Status: | Active |
BibTex Reference
title={Optimal UAV Positioning for a Temporary Network Using an Iterative Genetic Algorithm},
author={Nicholas Ceccarelli and Paulo Regis and Shamik Sengupta and David Feil-Seifer},
year={2020},
month={May},
address={Newark, NJ, USA, USA},
doi={10.1109/WOCC48579.2020.9114922},
booktitle={Wireless and Optical Communications Conference},
}
HTML Reference
Support
REU Site: Collaborative Human-Robot Interaction, National Science Foundation PI: David Feil-Seifer, co-PI: Shamik Sengupta, Amount: $360,000, Feb. 1, 2018 - Jan. 31, 2022