Algorithms (Dec 2020)

A Hybrid Metaheuristic Algorithm for the Efficient Placement of UAVs

  • Stephanie Alvarez Fernandez,
  • Marcelo M. Carvalho,
  • Daniel G. Silva

DOI
https://doi.org/10.3390/a13120323
Journal volume & issue
Vol. 13, no. 12
p. 323

Abstract

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This work addresses the problem of using Unmanned Aerial Vehicles (UAV) to deploy a wireless aerial relay communications infrastructure for stations scattered on the ground. In our problem, every station in the network must be assigned to a single UAV, which is responsible for handling all data transfer on behalf of the stations that are assigned to it. Consequently, the placement of UAVs is key to achieving both network coverage and the maximization of the aggregate link capacities between UAVs and stations, and among the UAVs themselves. Because the complexity of this problem increases significantly with the number of stations to cover, for a given fixed number p of available UAVs, we model it as a single allocation p-hub median optimization problem, and we propose a hybrid metaheuristic algorithm to solve it. A series of numerical experiments illustrate the efficiency of the proposed algorithm against traditional optimization tools, which achieves high-quality results in very short time intervals, thus making it an attractive solution for real-world application scenarios.

Keywords