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UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits †
Over the past few years, with the rapid increase in the number of natural disasters, the need to provide smart emergency wireless communication services has become crucial. Unmanned aerial Vehicles (UAVs) have gained much attention as promising candidates due to their unprecedented capabilities and...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919222/ https://www.ncbi.nlm.nih.gov/pubmed/36772443 http://dx.doi.org/10.3390/s23031402 |
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author | Amrallah, Amr Mohamed, Ehab Mahmoud Tran, Gia Khanh Sakaguchi, Kei |
author_facet | Amrallah, Amr Mohamed, Ehab Mahmoud Tran, Gia Khanh Sakaguchi, Kei |
author_sort | Amrallah, Amr |
collection | PubMed |
description | Over the past few years, with the rapid increase in the number of natural disasters, the need to provide smart emergency wireless communication services has become crucial. Unmanned aerial Vehicles (UAVs) have gained much attention as promising candidates due to their unprecedented capabilities and broad flexibility. In this paper, we investigate a UAV-based emergency wireless communication network for a post-disaster area. Our optimization problem aims to optimize the UAV’s flight trajectory to maximize the number of visited ground users during the flight period. Then, a dual cost-aware multi-armed bandit algorithm is adopted to tackle this problem under the limited available energy for both the UAV and ground users. Simulation results show that the proposed algorithm could solve the optimization problem and maximize the achievable throughput under these energy constraints. |
format | Online Article Text |
id | pubmed-9919222 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99192222023-02-12 UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † Amrallah, Amr Mohamed, Ehab Mahmoud Tran, Gia Khanh Sakaguchi, Kei Sensors (Basel) Article Over the past few years, with the rapid increase in the number of natural disasters, the need to provide smart emergency wireless communication services has become crucial. Unmanned aerial Vehicles (UAVs) have gained much attention as promising candidates due to their unprecedented capabilities and broad flexibility. In this paper, we investigate a UAV-based emergency wireless communication network for a post-disaster area. Our optimization problem aims to optimize the UAV’s flight trajectory to maximize the number of visited ground users during the flight period. Then, a dual cost-aware multi-armed bandit algorithm is adopted to tackle this problem under the limited available energy for both the UAV and ground users. Simulation results show that the proposed algorithm could solve the optimization problem and maximize the achievable throughput under these energy constraints. MDPI 2023-01-26 /pmc/articles/PMC9919222/ /pubmed/36772443 http://dx.doi.org/10.3390/s23031402 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Amrallah, Amr Mohamed, Ehab Mahmoud Tran, Gia Khanh Sakaguchi, Kei UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † |
title | UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † |
title_full | UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † |
title_fullStr | UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † |
title_full_unstemmed | UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † |
title_short | UAV Trajectory Optimization in a Post-Disaster Area Using Dual Energy-Aware Bandits † |
title_sort | uav trajectory optimization in a post-disaster area using dual energy-aware bandits † |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9919222/ https://www.ncbi.nlm.nih.gov/pubmed/36772443 http://dx.doi.org/10.3390/s23031402 |
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