Cargando…

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)...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Bin, Zhu, Hongbo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
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
_version_ 1783431563464146944
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
work_keys_str_mv AT liubin energyeffectivedatagatheringforuavaidedwirelesssensornetworks
AT zhuhongbo energyeffectivedatagatheringforuavaidedwirelesssensornetworks