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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8303940 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT pengfuzhou channelqualitybasedoptimalstatusupdateforinformationfreshnessininternetofthings AT chenxiang channelqualitybasedoptimalstatusupdateforinformationfreshnessininternetofthings AT wangxijun channelqualitybasedoptimalstatusupdateforinformationfreshnessininternetofthings |