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Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability

In a general wireless sensor network, a sink node collects data from each node successively and then post-processes the data to obtain useful information. However, conventional methods have a scalability problem: the data collection/processing time increases with the number of nodes, and frequent tr...

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Autores principales: Zhou, Jingyang, Tang, Suhua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142621/
https://www.ncbi.nlm.nih.gov/pubmed/37112163
http://dx.doi.org/10.3390/s23083824
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author Zhou, Jingyang
Tang, Suhua
author_facet Zhou, Jingyang
Tang, Suhua
author_sort Zhou, Jingyang
collection PubMed
description In a general wireless sensor network, a sink node collects data from each node successively and then post-processes the data to obtain useful information. However, conventional methods have a scalability problem: the data collection/processing time increases with the number of nodes, and frequent transmission collisions degrade spectrum efficiency. If only statistical values of the data are needed, using over-the-air computation (AirComp) can efficiently perform data collection and computation. However, AirComp also has its problems: when the channel gain of a node is too low, (i) the transmission power of that node will be high, decreasing the lifetime of that node and the entire network, and (ii) sometimes, the computation error still occurs even though the maximal transmission power is used. To jointly solve these two problems, in this paper we investigate the relay communication for AirComp and study a relay selection protocol. The basic method selects an ordinary node with a good channel condition as a relay node, considering both computation error and power consumption. This method is further enhanced to explicitly consider network lifetime in relay selection. Extensive simulation evaluations confirm that the proposed method helps to prolong the lifetime of the entire network and reduce computation errors as well.
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spelling pubmed-101426212023-04-29 Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability Zhou, Jingyang Tang, Suhua Sensors (Basel) Article In a general wireless sensor network, a sink node collects data from each node successively and then post-processes the data to obtain useful information. However, conventional methods have a scalability problem: the data collection/processing time increases with the number of nodes, and frequent transmission collisions degrade spectrum efficiency. If only statistical values of the data are needed, using over-the-air computation (AirComp) can efficiently perform data collection and computation. However, AirComp also has its problems: when the channel gain of a node is too low, (i) the transmission power of that node will be high, decreasing the lifetime of that node and the entire network, and (ii) sometimes, the computation error still occurs even though the maximal transmission power is used. To jointly solve these two problems, in this paper we investigate the relay communication for AirComp and study a relay selection protocol. The basic method selects an ordinary node with a good channel condition as a relay node, considering both computation error and power consumption. This method is further enhanced to explicitly consider network lifetime in relay selection. Extensive simulation evaluations confirm that the proposed method helps to prolong the lifetime of the entire network and reduce computation errors as well. MDPI 2023-04-08 /pmc/articles/PMC10142621/ /pubmed/37112163 http://dx.doi.org/10.3390/s23083824 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
Zhou, Jingyang
Tang, Suhua
Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
title Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
title_full Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
title_fullStr Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
title_full_unstemmed Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
title_short Relay Selection for Over-the-Air Computation Achieving Both Long Lifetime and High Reliability
title_sort relay selection for over-the-air computation achieving both long lifetime and high reliability
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142621/
https://www.ncbi.nlm.nih.gov/pubmed/37112163
http://dx.doi.org/10.3390/s23083824
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