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

Sensors (Basel)

Department of Computer and Network Engineering, The University of Electro-Communications, Tokyo 182-8585, Japan.

Published: April 2023

AI Article Synopsis

  • In a wireless sensor network, a sink node processes data from multiple nodes, but traditional methods struggle with scalability and transmission collisions as network size grows.
  • Over-the-air computation (AirComp) can improve data collection by using statistical values, yet low channel gains lead to high power usage and potential computation errors.
  • The paper proposes a relay selection protocol that picks nodes with strong channel conditions to act as relays, aiming to optimize both network lifetime and reduce computation errors through enhanced selection methods.

Article Abstract

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.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10142621PMC
http://dx.doi.org/10.3390/s23083824DOI Listing

Publication Analysis

Top Keywords

relay selection
12
over-the-air computation
8
computation aircomp
8
transmission power
8
entire network
8
computation error
8
node
7
computation
6
relay
5
data
5

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!