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Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information
In this paper, we study a slotted-time system where a base station needs to update multiple users at the same time. Due to the limited resources, only part of the users can be updated in each time slot. We consider the problem of minimizing the Age of Incorrect Information (AoII) when imperfect Chan...
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/PMC8699940/ https://www.ncbi.nlm.nih.gov/pubmed/34945878 http://dx.doi.org/10.3390/e23121572 |
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author | Chen, Yutao Ephremides, Anthony |
author_facet | Chen, Yutao Ephremides, Anthony |
author_sort | Chen, Yutao |
collection | PubMed |
description | In this paper, we study a slotted-time system where a base station needs to update multiple users at the same time. Due to the limited resources, only part of the users can be updated in each time slot. We consider the problem of minimizing the Age of Incorrect Information (AoII) when imperfect Channel State Information (CSI) is available. Leveraging the notion of the Markov Decision Process (MDP), we obtain the structural properties of the optimal policy. By introducing a relaxed version of the original problem, we develop the Whittle’s index policy under a simple condition. However, indexability is required to ensure the existence of Whittle’s index. To avoid indexability, we develop Indexed priority policy based on the optimal policy for the relaxed problem. Finally, numerical results are laid out to showcase the application of the derived structural properties and highlight the performance of the developed scheduling policies. |
format | Online Article Text |
id | pubmed-8699940 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86999402021-12-24 Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information Chen, Yutao Ephremides, Anthony Entropy (Basel) Article In this paper, we study a slotted-time system where a base station needs to update multiple users at the same time. Due to the limited resources, only part of the users can be updated in each time slot. We consider the problem of minimizing the Age of Incorrect Information (AoII) when imperfect Channel State Information (CSI) is available. Leveraging the notion of the Markov Decision Process (MDP), we obtain the structural properties of the optimal policy. By introducing a relaxed version of the original problem, we develop the Whittle’s index policy under a simple condition. However, indexability is required to ensure the existence of Whittle’s index. To avoid indexability, we develop Indexed priority policy based on the optimal policy for the relaxed problem. Finally, numerical results are laid out to showcase the application of the derived structural properties and highlight the performance of the developed scheduling policies. MDPI 2021-11-25 /pmc/articles/PMC8699940/ /pubmed/34945878 http://dx.doi.org/10.3390/e23121572 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 Chen, Yutao Ephremides, Anthony Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information |
title | Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information |
title_full | Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information |
title_fullStr | Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information |
title_full_unstemmed | Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information |
title_short | Scheduling to Minimize Age of Incorrect Information with Imperfect Channel State Information |
title_sort | scheduling to minimize age of incorrect information with imperfect channel state information |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8699940/ https://www.ncbi.nlm.nih.gov/pubmed/34945878 http://dx.doi.org/10.3390/e23121572 |
work_keys_str_mv | AT chenyutao schedulingtominimizeageofincorrectinformationwithimperfectchannelstateinformation AT ephremidesanthony schedulingtominimizeageofincorrectinformationwithimperfectchannelstateinformation |