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Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks
The Age of Information (AoI) measures the freshness of information and is a critic performance metric for time-sensitive applications. In this paper, we consider a radio frequency energy-harvesting cognitive radio network, where the secondary user harvests energy from the primary users’ transmission...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9141579/ https://www.ncbi.nlm.nih.gov/pubmed/35626481 http://dx.doi.org/10.3390/e24050596 |
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author | Sun, Juan Zhang, Shubin Yang, Changsong Huang, Liang |
author_facet | Sun, Juan Zhang, Shubin Yang, Changsong Huang, Liang |
author_sort | Sun, Juan |
collection | PubMed |
description | The Age of Information (AoI) measures the freshness of information and is a critic performance metric for time-sensitive applications. In this paper, we consider a radio frequency energy-harvesting cognitive radio network, where the secondary user harvests energy from the primary users’ transmissions and opportunistically accesses the primary users’ licensed spectrum to deliver the status-update data pack. We aim to minimize the AoI subject to the energy causality and spectrum constraints by optimizing the sensing and update decisions. We formulate the AoI minimization problem as a partially observable Markov decision process and solve it via dynamic programming. Simulation results verify that our proposed policy is significantly superior to the myopic policy under different parameter settings. |
format | Online Article Text |
id | pubmed-9141579 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-91415792022-05-28 Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks Sun, Juan Zhang, Shubin Yang, Changsong Huang, Liang Entropy (Basel) Article The Age of Information (AoI) measures the freshness of information and is a critic performance metric for time-sensitive applications. In this paper, we consider a radio frequency energy-harvesting cognitive radio network, where the secondary user harvests energy from the primary users’ transmissions and opportunistically accesses the primary users’ licensed spectrum to deliver the status-update data pack. We aim to minimize the AoI subject to the energy causality and spectrum constraints by optimizing the sensing and update decisions. We formulate the AoI minimization problem as a partially observable Markov decision process and solve it via dynamic programming. Simulation results verify that our proposed policy is significantly superior to the myopic policy under different parameter settings. MDPI 2022-04-24 /pmc/articles/PMC9141579/ /pubmed/35626481 http://dx.doi.org/10.3390/e24050596 Text en © 2022 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 Sun, Juan Zhang, Shubin Yang, Changsong Huang, Liang Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks |
title | Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks |
title_full | Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks |
title_fullStr | Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks |
title_full_unstemmed | Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks |
title_short | Age of Information Minimization for Radio Frequency Energy-Harvesting Cognitive Radio Networks |
title_sort | age of information minimization for radio frequency energy-harvesting cognitive radio networks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9141579/ https://www.ncbi.nlm.nih.gov/pubmed/35626481 http://dx.doi.org/10.3390/e24050596 |
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