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Average age of information with hybrid ARQ under a resource constraint
File | Description | Size | Format | |
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Average_Age_of_Information_with_Hybrid_ARQ_under_a_Resource_Constraint__Double_Column_.pdf | Accepted version | 649.27 kB | Adobe PDF | View/Open |
Title: | Average age of information with hybrid ARQ under a resource constraint |
Authors: | Ceran, ET Gunduz, D Gyorgy, A |
Item Type: | Journal Article |
Abstract: | Scheduling the transmission of status updates over an error-prone communication channel is studied in order to minimize the long-term average age of information at the destination under a constraint on the average number of transmissions at the source node. After each transmission, the source receives an instantaneous ACK/NACK feedback, and decides on the next update without prior knowledge on the success of future transmissions. The optimal scheduling policy is first studied under different feedback mechanisms when the channel statistics are known; in particular, the standard automatic repeat request (ARQ) and hybrid ARQ (HARQ) protocols are considered. The structural results are derived for the optimal policy under HARQ, while the optimal policy is determined analytically for ARQ. For the case of unknown environments, an average-cost reinforcement learning algorithm is proposed that learns the system parameters and the transmission policy in real time. The effectiveness of the proposed methods is verified through the numerical results. |
Issue Date: | 1-Mar-2019 |
Date of Acceptance: | 2-Feb-2019 |
URI: | http://hdl.handle.net/10044/1/69322 |
DOI: | https://doi.org/10.1109/twc.2019.2899303 |
ISSN: | 1536-1276 |
Publisher: | Institute of Electrical and Electronics Engineers (IEEE) |
Start Page: | 1900 |
End Page: | 1913 |
Journal / Book Title: | IEEE Transactions on Wireless Communications |
Volume: | 18 |
Issue: | 3 |
Copyright Statement: | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
Sponsor/Funder: | Commission of the European Communities Commission of the European Communities |
Funder's Grant Number: | 677854 675891 |
Keywords: | Science & Technology Technology Engineering, Electrical & Electronic Telecommunications Engineering Age of information hybrid automatic repeat request (HARQ) constrained Markov decision process reinforcement learning HARQ 0906 Electrical and Electronic Engineering 1005 Communications Technologies 0805 Distributed Computing Networking & Telecommunications |
Publication Status: | Published |
Online Publication Date: | 2019-02-21 |
Appears in Collections: | Electrical and Electronic Engineering Faculty of Engineering |