You Snooze, You Lose: Minimizing Channel-Aware Age of Information

05/08/2020
by   Bhishma Dedhia, et al.
0

We propose a variant of the Age of Information (AoI) metric called Channel-Aware Age of Information (CA-AoI). Unlike AoI, CA-AoI takes into account the channel conditions between the source and the intended destination to compute the "age" of the recent most update received by the destination. We design scheduling policies for multi-sensor systems in which sensors report their measurements to a central monitoring station via a shared unreliable communication channel with the goal of minimizing the time-average of the weighted sum of CA-AoIs. We show that the scheduling problem is indexable and derive low complexity Whittle index based scheduling policies. We also design randomized scheduling algorithms and give optimization procedures to find the optimal parameters of the policy. Via simulations, we show that our proposed policies surpass the greedy policy in several settings. Moreover the Whittle Index based scheduling policies outperform other policies in all the settings considered.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/27/2020

Decentralized Age-of-Information Bandits

Age-of-Information (AoI) is a performance metric for scheduling systems ...
research
09/06/2020

Optimal Scheduling Policy for Minimizing Age of Information with a Relay

We consider IoT sensor network where multiple sensors are connected to c...
research
03/09/2020

Anti-Aging Scheduling in Single-Server Queues: A Systematic and Comparative Study

The Age-of-Information (AoI) is a new performance metric recently propos...
research
12/14/2022

Age of Information Optimization in Multi-Channel Network with Sided Information

We consider a discrete-time multi-channel network where the destination ...
research
04/01/2019

On Minimizing the Maximum Age-of-Information For Wireless Erasure Channels

Age-of-Information (AoI) is a recently proposed metric for quantifying t...
research
11/15/2018

Minimizing the Age of Information from Sensors with Correlated Observations

The Age of Information (AoI) metric has recently received much attention...
research
11/16/2018

Reinforcement Learning Based Scheduling Algorithm for Optimizing Age of Information in Ultra Reliable Low Latency Networks

Age of Information (AoI) measures the freshness of the information at a ...

Please sign up or login with your details

Forgot password? Click here to reset