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Average age of information with hybrid ARQ under a resource constraint
File | Description | Size | Format | |
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1710.04971v2.pdf | Accepted version | 600.18 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: | Conference Paper |
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 (AoI) 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. First, the optimal scheduling policy is 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. Then, for an unknown environment, an average-cost reinforcement learning (RL) algorithm is proposed that learns the system parameters and the transmission policy in real time. The effectiveness of the proposed methods are verified through numerical simulations. |
Issue Date: | 11-Jun-2018 |
Date of Acceptance: | 13-Dec-2017 |
URI: | http://hdl.handle.net/10044/1/63077 |
DOI: | https://dx.doi.org/10.1109/WCNC.2018.8377368 |
ISBN: | 9781538617342 |
ISSN: | 1525-3511 |
Publisher: | IEEE |
Journal / Book Title: | 2018 IEEE Wireless Communications and Networking Conference (WCNC) |
Copyright Statement: | © 2018 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. |
Conference Name: | Wireless Communications and Networking Conference (WCNC) |
Keywords: | Science & Technology Technology Computer Science, Hardware & Architecture Computer Science, Theory & Methods Engineering, Electrical & Electronic Telecommunications Computer Science Engineering POLICIES cs.IT math.IT |
Publication Status: | Published |
Start Date: | 2018-04-15 |
Finish Date: | 2018-04-18 |
Conference Place: | Barcelona, Spain |
Online Publication Date: | 2018-06-11 |
Appears in Collections: | Electrical and Electronic Engineering Faculty of Engineering |