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Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks
Unmanned aerial vehicles (UAVs) are capable of serving as a data collector for wireless sensor networks (WSNs). In this paper, we investigate an energy-effective data gathering approach in UAV-aided WSNs, where each sensor node (SN) dynamically chooses the transmission modes, i.e., (1) waiting, (2)...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603690/ https://www.ncbi.nlm.nih.gov/pubmed/31159308 http://dx.doi.org/10.3390/s19112506 |
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author | Liu, Bin Zhu, Hongbo |
author_facet | Liu, Bin Zhu, Hongbo |
author_sort | Liu, Bin |
collection | PubMed |
description | Unmanned aerial vehicles (UAVs) are capable of serving as a data collector for wireless sensor networks (WSNs). In this paper, we investigate an energy-effective data gathering approach in UAV-aided WSNs, where each sensor node (SN) dynamically chooses the transmission modes, i.e., (1) waiting, (2) conventional sink node transmission, (3) uploading to UAV, to transmit sensory data within a given time. By jointly considering the SN’s transmission policy and UAV trajectory optimization, we aim to minimize the transmission energy consumption of the SNs and ensure all sensory data completed collected within the given time. We take a two-step iterative approach and decouple the SN’s transmission design and UAV trajectory optimization process. First, we design the optimal SNs transmission mode policy with preplanned UAV trajectory. A dynamic programming (DP) algorithm is proposed to obtain the optimal transmission policy. Then, with the fixed transmission policy, we optimize the UAV’s trajectory from the preplanned trace with recursive random search (RRS) algorithm. Numerical results show that the proposed scheme achieves significant energy savings gain over the benchmark schemes. |
format | Online Article Text |
id | pubmed-6603690 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66036902019-07-17 Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks Liu, Bin Zhu, Hongbo Sensors (Basel) Article Unmanned aerial vehicles (UAVs) are capable of serving as a data collector for wireless sensor networks (WSNs). In this paper, we investigate an energy-effective data gathering approach in UAV-aided WSNs, where each sensor node (SN) dynamically chooses the transmission modes, i.e., (1) waiting, (2) conventional sink node transmission, (3) uploading to UAV, to transmit sensory data within a given time. By jointly considering the SN’s transmission policy and UAV trajectory optimization, we aim to minimize the transmission energy consumption of the SNs and ensure all sensory data completed collected within the given time. We take a two-step iterative approach and decouple the SN’s transmission design and UAV trajectory optimization process. First, we design the optimal SNs transmission mode policy with preplanned UAV trajectory. A dynamic programming (DP) algorithm is proposed to obtain the optimal transmission policy. Then, with the fixed transmission policy, we optimize the UAV’s trajectory from the preplanned trace with recursive random search (RRS) algorithm. Numerical results show that the proposed scheme achieves significant energy savings gain over the benchmark schemes. MDPI 2019-05-31 /pmc/articles/PMC6603690/ /pubmed/31159308 http://dx.doi.org/10.3390/s19112506 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Liu, Bin Zhu, Hongbo Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks |
title | Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks |
title_full | Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks |
title_fullStr | Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks |
title_full_unstemmed | Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks |
title_short | Energy-Effective Data Gathering for UAV-Aided Wireless Sensor Networks |
title_sort | energy-effective data gathering for uav-aided wireless sensor networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6603690/ https://www.ncbi.nlm.nih.gov/pubmed/31159308 http://dx.doi.org/10.3390/s19112506 |
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