Minimizing Moments of AoI for Both Active and Passive Users through Second-Order Analysis

05/09/2023
by   Siqi Fan, et al.
0

In this paper, we address the optimization problem of moments of Age of Information (AoI) for active and passive users in a random access network. In this network, active users broadcast sensing data while passive users only receive signals. Collisions occur when multiple active users transmit simultaneously, and passive users are unable to receive signals while any active user is transmitting. Each active user follows a Markov process for their transmissions. We aim to minimize the weighted sum of any moments of AoI for both active and passive users in this network. To achieve this, we employ a second-order analysis to analyze the system. Specifically, we characterize an active user's transmission Markov process by its mean and temporal process. We show that any moment of the AoI can be expressed a function of the mean and temporal variance, which, in turn, enables us to derive the optimal transmission Markov process. Our simulation results demonstrate that this proposed strategy outperforms other baseline policies that use different active user transmission models.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/17/2022

A Theory of Second-Order Wireless Network Optimization and Its Application on AoI

This paper introduces a new theoretical framework for optimizing second-...
research
07/17/2020

Analysis of Slotted ALOHA with an Age Threshold

We present a comprehensive steady-state analysis of "threshold-ALOHA", a...
research
03/29/2021

Joint Sampling and Transmission Policies for Minimizing Cost under AoI Constraints

In this work, we consider the problem of jointly minimizing the average ...
research
05/01/2019

Adaptive Coding for Information Freshness in a Two-user Broadcast Erasure Channel

In this paper, we investigate the impact of coding on the Age of Informa...
research
02/18/2022

Improving AoI via Learning-based Distributed MAC in Wireless Networks

In this work, we consider a remote monitoring scenario in which multiple...
research
04/22/2019

Benefits of Coding on Age of Information in Broadcast Networks

Age of Information (AoI) is studied in two-user broadcast networks with ...
research
08/13/2020

Dynamic Active Average Consensus and its Application in Containment Control

This paper proposes a continuous-time dynamic active weighted average co...

Please sign up or login with your details

Forgot password? Click here to reset