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Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things

This paper investigates the status updating policy for information freshness in Internet of things (IoT) systems, where the channel quality is fed back to the sensor at the beginning of each time slot. Based on the channel quality, we aim to strike a balance between the information freshness and the...

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Detalles Bibliográficos
Autores principales: Peng, Fuzhou, Chen, Xiang, Wang, Xijun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303940/
https://www.ncbi.nlm.nih.gov/pubmed/34356453
http://dx.doi.org/10.3390/e23070912
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author Peng, Fuzhou
Chen, Xiang
Wang, Xijun
author_facet Peng, Fuzhou
Chen, Xiang
Wang, Xijun
author_sort Peng, Fuzhou
collection PubMed
description This paper investigates the status updating policy for information freshness in Internet of things (IoT) systems, where the channel quality is fed back to the sensor at the beginning of each time slot. Based on the channel quality, we aim to strike a balance between the information freshness and the update cost by minimizing the weighted sum of the age of information (AoI) and the energy consumption. The optimal status updating problem is formulated as a Markov decision process (MDP), and the structure of the optimal updating policy is investigated. We prove that, given the channel quality, the optimal policy is of a threshold type with respect to the AoI. In particular, the sensor remains idle when the AoI is smaller than the threshold, while the sensor transmits the update packet when the AoI is greater than the threshold. Moreover, the threshold is proven to be a non-increasing function of channel state. A numerical-based algorithm for efficiently computing the optimal thresholds is proposed for a special case where the channel is quantized into two states. Simulation results show that our proposed policy performs better than two baseline policies.
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spelling pubmed-83039402021-07-25 Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things Peng, Fuzhou Chen, Xiang Wang, Xijun Entropy (Basel) Article This paper investigates the status updating policy for information freshness in Internet of things (IoT) systems, where the channel quality is fed back to the sensor at the beginning of each time slot. Based on the channel quality, we aim to strike a balance between the information freshness and the update cost by minimizing the weighted sum of the age of information (AoI) and the energy consumption. The optimal status updating problem is formulated as a Markov decision process (MDP), and the structure of the optimal updating policy is investigated. We prove that, given the channel quality, the optimal policy is of a threshold type with respect to the AoI. In particular, the sensor remains idle when the AoI is smaller than the threshold, while the sensor transmits the update packet when the AoI is greater than the threshold. Moreover, the threshold is proven to be a non-increasing function of channel state. A numerical-based algorithm for efficiently computing the optimal thresholds is proposed for a special case where the channel is quantized into two states. Simulation results show that our proposed policy performs better than two baseline policies. MDPI 2021-07-18 /pmc/articles/PMC8303940/ /pubmed/34356453 http://dx.doi.org/10.3390/e23070912 Text en © 2021 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
Peng, Fuzhou
Chen, Xiang
Wang, Xijun
Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things
title Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things
title_full Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things
title_fullStr Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things
title_full_unstemmed Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things
title_short Channel Quality-Based Optimal Status Update for Information Freshness in Internet of Things
title_sort channel quality-based optimal status update for information freshness in internet of things
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8303940/
https://www.ncbi.nlm.nih.gov/pubmed/34356453
http://dx.doi.org/10.3390/e23070912
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